From f465705d471ad984d0b2e02ceca7219063152f6c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 11 Sep 2024 10:11:10 -0600
Subject: [PATCH 01/49] packaging: Added a constraint on setuptools <= 70.3.0
 to fix incompatibility with some dependencies (#2664)

* packaging: Added a constraint on setuptools <= 70.3.0 to fix incompatibility with some dependencies

* Make deptry happy
---
 poetry.lock    | 209 +++++++++++++++++++++++++------------------------
 pyproject.toml |   4 +
 2 files changed, 112 insertions(+), 101 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 8744ad8fe..683c58543 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -129,17 +129,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.13"
+version = "1.35.16"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.13-py3-none-any.whl", hash = "sha256:6e220eae161a4c0ed21e2561edcb0fd9603fa621692c50bc099db318ed3e3ad4"},
-    {file = "boto3-1.35.13.tar.gz", hash = "sha256:4af17bd7bada591ddaa835d774b242705210e5d45133e25bd73417daa42e53e7"},
+    {file = "boto3-1.35.16-py3-none-any.whl", hash = "sha256:9c5b0ce4a25bb78d659478d1c552f1dbb7ff275aab3263bb41cdbef8bca28693"},
+    {file = "boto3-1.35.16.tar.gz", hash = "sha256:9b96c210678cf430b16b49dee87db30f46044602bb9a605a465e1900f468a43f"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.13,<1.36.0"
+botocore = ">=1.35.16,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -148,13 +148,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.13"
+version = "1.35.16"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.13-py3-none-any.whl", hash = "sha256:dd8a8bb1946187c8eb902a3b856d3b24df63917e4f2c61a6bce7f3ea9f112761"},
-    {file = "botocore-1.35.13.tar.gz", hash = "sha256:f7ae62eab44d731a5ad8917788378316c79c7bceb530a8307ed0f3bca7037341"},
+    {file = "botocore-1.35.16-py3-none-any.whl", hash = "sha256:3564a980d95ff2861a6ca74313173d8778aa659125c63cf49c93ad23896c63b1"},
+    {file = "botocore-1.35.16.tar.gz", hash = "sha256:1b48c94e8a4bbe23143f3d1c21a32b9ffc7476b651ef42371ab45d678f6dbfbc"},
 ]
 
 [package.dependencies]
@@ -166,7 +166,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.2)"]
+crt = ["awscrt (==0.21.5)"]
 
 [[package]]
 name = "certifi"
@@ -670,19 +670,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.15.4"
+version = "3.16.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
-    {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
+    {file = "filelock-3.16.0-py3-none-any.whl", hash = "sha256:f6ed4c963184f4c84dd5557ce8fece759a3724b37b80c6c4f20a2f63a4dc6609"},
+    {file = "filelock-3.16.0.tar.gz", hash = "sha256:81de9eb8453c769b63369f87f11131a7ab04e367f8d97ad39dc230daa07e3bec"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.1.1)", "pytest (>=8.3.2)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.3)"]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "fs"
@@ -738,69 +738,77 @@ sphinx-basic-ng = ">=1.0.0.beta2"
 
 [[package]]
 name = "greenlet"
-version = "3.0.3"
+version = "3.1.0"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
@@ -831,32 +839,36 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.4.0"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.4"
+version = "6.4.5"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1078,13 +1090,13 @@ files = [
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.4.1"
+version = "0.4.2"
 description = "Collection of plugins for markdown-it-py"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1497,13 +1509,13 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
 name = "pytest"
-version = "8.3.2"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1603,13 +1615,13 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2024.1"
+version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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+    {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
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 ]
 
 [[package]]
@@ -1872,23 +1884,18 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "setuptools"
-version = "74.1.2"
+version = "70.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
+    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
 ]
 
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-core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "simpleeval"
@@ -2601,4 +2608,4 @@ testing = ["pytest"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8"
-content-hash = "34a80dcb1e59005ff2d6e534b2fed2cf683cf8c0b4a54ce5af6e779cf07090d0"
+content-hash = "5ce14d58274c3f56d84c8787fefb42b26868bd191298df945fe99dc45e545fce"
diff --git a/pyproject.toml b/pyproject.toml
index d13255b57..2a5c80b88 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -54,6 +54,9 @@ python-dotenv = ">=0.20"
 PyYAML = ">=6.0"
 referencing = ">=0.30.0"
 requests = ">=2.25.1"
+# TODO: remove this constraint once we get rid of the `fs` dependency
+# newer setuptools versions are incompatible with some dependencies (fs)
+setuptools = "<=70.3.0"
 simpleeval = ">=0.9.13"
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
@@ -252,6 +255,7 @@ types-requests = "requests"
 DEP002 = [
     # Transitive constraints
     "numpy",
+    "setuptools",
     "urllib3",
     # Python version-specific dependencies
     "backports-datetime-fromisoformat",

From 6b3869d875bda141c15c82d66c9ff213eef5c88c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 11 Sep 2024 10:21:25 -0600
Subject: [PATCH 02/49] fix: Properties dropped using `None` or `__NULL__` in
 stream maps are now also removed from the schema `required` array (#2663)

* Mark property as required

* Remove from `required`
---
 singer_sdk/mapper.py                                        | 6 ++++++
 tests/core/test_mapper.py                                   | 2 +-
 tests/snapshots/mapped_stream/aliased_stream.jsonl          | 2 +-
 tests/snapshots/mapped_stream/drop_property.jsonl           | 2 +-
 .../snapshots/mapped_stream/drop_property_null_string.jsonl | 2 +-
 tests/snapshots/mapped_stream/flatten_all.jsonl             | 2 +-
 tests/snapshots/mapped_stream/flatten_depth_0.jsonl         | 2 +-
 tests/snapshots/mapped_stream/flatten_depth_1.jsonl         | 2 +-
 tests/snapshots/mapped_stream/keep_all_fields.jsonl         | 2 +-
 tests/snapshots/mapped_stream/map_and_flatten.jsonl         | 2 +-
 tests/snapshots/mapped_stream/no_map.jsonl                  | 2 +-
 tests/snapshots/mapped_stream/record_to_column.jsonl        | 2 +-
 tests/snapshots/mapped_stream/sourced_stream_1.jsonl        | 2 +-
 .../mapped_stream/sourced_stream_1_null_string.jsonl        | 2 +-
 tests/snapshots/mapped_stream/sourced_stream_2.jsonl        | 2 +-
 15 files changed, 20 insertions(+), 14 deletions(-)

diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index 0214fe9e9..a0de52e01 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -484,6 +484,12 @@ def _init_functions_and_schema(  # noqa: PLR0912, PLR0915, C901
                     )
                     raise StreamMapConfigError(msg)
                 transformed_schema["properties"].pop(prop_key, None)
+                if "required" in transformed_schema:
+                    transformed_schema["required"] = [
+                        item
+                        for item in transformed_schema["required"]
+                        if item != prop_key
+                    ]
                 stream_map_parsed.append((prop_key, prop_def, None))
             elif isinstance(prop_def, str):
                 default_type: th.JSONTypeHelper = th.StringType()  # Fallback to string
diff --git a/tests/core/test_mapper.py b/tests/core/test_mapper.py
index 2d691725b..96c277436 100644
--- a/tests/core/test_mapper.py
+++ b/tests/core/test_mapper.py
@@ -610,7 +610,7 @@ class MappedStream(Stream):
 
     name = "mystream"
     schema = PropertiesList(
-        Property("email", StringType),
+        Property("email", StringType, required=True),
         Property("count", IntegerType),
         Property(
             "user",
diff --git a/tests/snapshots/mapped_stream/aliased_stream.jsonl b/tests/snapshots/mapped_stream/aliased_stream.jsonl
index 8956e8020..31534b633 100644
--- a/tests/snapshots/mapped_stream/aliased_stream.jsonl
+++ b/tests/snapshots/mapped_stream/aliased_stream.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"aliased_stream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"aliased_stream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"aliased_stream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/drop_property.jsonl b/tests/snapshots/mapped_stream/drop_property.jsonl
index 9b6c9b61a..f9d032b74 100644
--- a/tests/snapshots/mapped_stream/drop_property.jsonl
+++ b/tests/snapshots/mapped_stream/drop_property.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":[]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/drop_property_null_string.jsonl b/tests/snapshots/mapped_stream/drop_property_null_string.jsonl
index 9b6c9b61a..f9d032b74 100644
--- a/tests/snapshots/mapped_stream/drop_property_null_string.jsonl
+++ b/tests/snapshots/mapped_stream/drop_property_null_string.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":[]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/flatten_all.jsonl b/tests/snapshots/mapped_stream/flatten_all.jsonl
index 79f981ac5..cb0a6d157 100644
--- a/tests/snapshots/mapped_stream/flatten_all.jsonl
+++ b/tests/snapshots/mapped_stream/flatten_all.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/flatten_depth_0.jsonl b/tests/snapshots/mapped_stream/flatten_depth_0.jsonl
index aaec30f1b..3b7964a4c 100644
--- a/tests/snapshots/mapped_stream/flatten_depth_0.jsonl
+++ b/tests/snapshots/mapped_stream/flatten_depth_0.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/flatten_depth_1.jsonl b/tests/snapshots/mapped_stream/flatten_depth_1.jsonl
index 4dd18f86d..d289099b9 100644
--- a/tests/snapshots/mapped_stream/flatten_depth_1.jsonl
+++ b/tests/snapshots/mapped_stream/flatten_depth_1.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub":"{\"num\":1,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[3.14,2.718]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub":"{\"num\":2,\"custom_obj\":\"obj-world\"}","user__some_numbers":"[10.32,1.618]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub":"{\"num\":3,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[1.414,1.732]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/keep_all_fields.jsonl b/tests/snapshots/mapped_stream/keep_all_fields.jsonl
index 7c9d13622..4b6ffcfb2 100644
--- a/tests/snapshots/mapped_stream/keep_all_fields.jsonl
+++ b/tests/snapshots/mapped_stream/keep_all_fields.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"email_hash":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"email_hash":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/map_and_flatten.jsonl b/tests/snapshots/mapped_stream/map_and_flatten.jsonl
index 5bc3b7f42..06e1576b9 100644
--- a/tests/snapshots/mapped_stream/map_and_flatten.jsonl
+++ b/tests/snapshots/mapped_stream/map_and_flatten.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object"},"key_properties":["email_hash"]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":["email_hash"]}
 {"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]","email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]","email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]","email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/no_map.jsonl b/tests/snapshots/mapped_stream/no_map.jsonl
index aaec30f1b..3b7964a4c 100644
--- a/tests/snapshots/mapped_stream/no_map.jsonl
+++ b/tests/snapshots/mapped_stream/no_map.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/record_to_column.jsonl b/tests/snapshots/mapped_stream/record_to_column.jsonl
index 622f5f23b..3ee82a85f 100644
--- a/tests/snapshots/mapped_stream/record_to_column.jsonl
+++ b/tests/snapshots/mapped_stream/record_to_column.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"_data":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":["object","null"]}}},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"_data":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":["object","null"],"required":["email"]}}},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"_data":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"_data":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"_data":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/sourced_stream_1.jsonl b/tests/snapshots/mapped_stream/sourced_stream_1.jsonl
index d5dac940b..9e841394b 100644
--- a/tests/snapshots/mapped_stream/sourced_stream_1.jsonl
+++ b/tests/snapshots/mapped_stream/sourced_stream_1.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"sourced_stream_1","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"sourced_stream_1","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"sourced_stream_1","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl b/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl
index d5dac940b..9e841394b 100644
--- a/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl
+++ b/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"sourced_stream_1","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"sourced_stream_1","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"sourced_stream_1","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"sourced_stream_1","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/sourced_stream_2.jsonl b/tests/snapshots/mapped_stream/sourced_stream_2.jsonl
index 530c2c31f..7d9efc5e2 100644
--- a/tests/snapshots/mapped_stream/sourced_stream_2.jsonl
+++ b/tests/snapshots/mapped_stream/sourced_stream_2.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"sourced_stream_2","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
+{"type":"SCHEMA","stream":"sourced_stream_2","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
 {"type":"RECORD","stream":"sourced_stream_2","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"sourced_stream_2","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"sourced_stream_2","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}

From 998083aa3178d8062f7bcb5d089107a8fd41475b Mon Sep 17 00:00:00 2001
From: Greg Koutsimpogiorgos <38937533+gregkoutsimp@users.noreply.github.com>
Date: Wed, 11 Sep 2024 20:55:14 +0200
Subject: [PATCH 03/49] fix: Mapped datetime values are now typed as
 `date-time` strings in the schema message (#2665)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* check for date and datetime in stream_maps

* expr.endswith(".date()")

* Update mapper.py

---------

Co-authored-by: Greg Koutsimpogiorgos <greg.koutsimpogiorgos@mylighthouse.com>
Co-authored-by: Edgar Ramírez Mondragón <16805946+edgarrmondragon@users.noreply.github.com>
---
 singer_sdk/mapper.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index a0de52e01..c222acc67 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -359,7 +359,7 @@ def _eval(
 
         return result
 
-    def _eval_type(
+    def _eval_type(  # noqa: PLR0911
         self,
         expr: str,
         default: th.JSONTypeHelper | None = None,
@@ -398,6 +398,12 @@ def _eval_type(
         if expr.startswith("bool("):
             return th.BooleanType()
 
+        if expr.startswith("datetime.date") or expr.endswith(".date()"):
+            return th.DateType()
+
+        if expr.startswith("datetime.datetime"):
+            return th.DateTimeType()
+
         return th.StringType() if expr[0] == "'" and expr[-1] == "'" else default
 
     def _init_functions_and_schema(  # noqa: PLR0912, PLR0915, C901

From 170f5bc512aab088560d90e6c646c53be30986c9 Mon Sep 17 00:00:00 2001
From: ReubenFrankel <60552974+ReubenFrankel@users.noreply.github.com>
Date: Thu, 12 Sep 2024 17:00:34 +0100
Subject: [PATCH 04/49] refactor: Remove non-functional `record-flattening`
 capability (#2666)

* Document missing `schema-flattening` base capability

* Remove unused `record-flattening` capability
---
 .../target-template/{{cookiecutter.target_id}}/meltano.yml     | 2 +-
 docs/capabilities.rst                                          | 2 +-
 singer_sdk/helpers/capabilities.py                             | 3 ---
 3 files changed, 2 insertions(+), 5 deletions(-)

diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml
index dab8bf213..dc1a71bc5 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml
@@ -21,7 +21,7 @@ plugins:
     capabilities:
     - about
     - stream-maps
-    - record-flattening
+    - schema-flattening
 
     # TODO: Declare settings and their types here:
     settings:
diff --git a/docs/capabilities.rst b/docs/capabilities.rst
index de3565777..b71df4c67 100644
--- a/docs/capabilities.rst
+++ b/docs/capabilities.rst
@@ -14,6 +14,7 @@ The following capabilities are supported by default.
 .. autoattribute:: PluginCapabilities.ABOUT
 .. autoattribute:: PluginCapabilities.BATCH
 .. autoattribute:: PluginCapabilities.STREAM_MAPS
+.. autoattribute:: PluginCapabilities.FLATTENING
 
 ========================
 Custom base capabilities
@@ -60,5 +61,4 @@ The following capabilities have to be implemented in the target.
 .. autoattribute:: TargetCapabilities.SOFT_DELETE
 .. autoattribute:: TargetCapabilities.HARD_DELETE
 .. autoattribute:: TargetCapabilities.DATATYPE_FAILSAFE
-.. autoattribute:: TargetCapabilities.RECORD_FLATTENING
 .. autoattribute:: TargetCapabilities.TARGET_SCHEMA
diff --git a/singer_sdk/helpers/capabilities.py b/singer_sdk/helpers/capabilities.py
index 3445c5bc6..76d7fcffb 100644
--- a/singer_sdk/helpers/capabilities.py
+++ b/singer_sdk/helpers/capabilities.py
@@ -365,9 +365,6 @@ class TargetCapabilities(CapabilitiesEnum):
     #: Fail safe for unknown JSON Schema types.
     DATATYPE_FAILSAFE = "datatype-failsafe"
 
-    #: Allow denesting complex properties.
-    RECORD_FLATTENING = "record-flattening"
-
     #: Allow setting the target schema.
     TARGET_SCHEMA = "target-schema"
 

From d4a27a34821178c49f45ed91fe98c51a63557a9c Mon Sep 17 00:00:00 2001
From: ReubenFrankel <60552974+ReubenFrankel@users.noreply.github.com>
Date: Fri, 13 Sep 2024 19:08:41 +0100
Subject: [PATCH 05/49] feat: Support stream aliasing of `BATCH` messages via
 stream maps (#2667)

* Support stream aliasing of `BATCH` messages via stream maps

* Ensure support at target

* Satisfy pre-commit
---
 singer_sdk/streams/core.py                    | 31 ++++++++++++++-----
 singer_sdk/target_base.py                     | 16 +++++-----
 tests/core/test_mapper.py                     | 16 ++++++++++
 .../mapped_stream/aliased_stream_batch.jsonl  |  5 +++
 4 files changed, 54 insertions(+), 14 deletions(-)
 create mode 100644 tests/snapshots/mapped_stream/aliased_stream_batch.jsonl

diff --git a/singer_sdk/streams/core.py b/singer_sdk/streams/core.py
index e65f577f2..c65bc87dc 100644
--- a/singer_sdk/streams/core.py
+++ b/singer_sdk/streams/core.py
@@ -880,6 +880,27 @@ def _generate_record_messages(
                     time_extracted=utc_now(),
                 )
 
+    def _generate_batch_messages(
+        self,
+        encoding: BaseBatchFileEncoding,
+        manifest: list[str],
+    ) -> t.Generator[SDKBatchMessage, None, None]:
+        """Write out a BATCH message.
+
+        Args:
+            encoding: The encoding to use for the batch.
+            manifest: A list of filenames for the batch.
+
+        Yields:
+            Batch message objects.
+        """
+        for stream_map in self.stream_maps:
+            yield SDKBatchMessage(
+                stream=stream_map.stream_alias,
+                encoding=encoding,
+                manifest=manifest,
+            )
+
     def _write_record_message(self, record: types.Record) -> None:
         """Write out a RECORD message.
 
@@ -902,13 +923,9 @@ def _write_batch_message(
             encoding: The encoding to use for the batch.
             manifest: A list of filenames for the batch.
         """
-        self._tap.write_message(
-            SDKBatchMessage(
-                stream=self.name,
-                encoding=encoding,
-                manifest=manifest,
-            ),
-        )
+        for batch_message in self._generate_batch_messages(encoding, manifest):
+            self._tap.write_message(batch_message)
+
         self._is_state_flushed = False
 
     def _log_metric(self, point: metrics.Point) -> None:
diff --git a/singer_sdk/target_base.py b/singer_sdk/target_base.py
index 22ad28176..8907b6201 100644
--- a/singer_sdk/target_base.py
+++ b/singer_sdk/target_base.py
@@ -462,14 +462,16 @@ def _process_batch_message(self, message_dict: dict) -> None:
         Args:
             message_dict: TODO
         """
-        sink = self.get_sink(message_dict["stream"])
-
+        stream_name = message_dict["stream"]
         encoding = BaseBatchFileEncoding.from_dict(message_dict["encoding"])
-        sink.process_batch_files(
-            encoding,
-            message_dict["manifest"],
-        )
-        self._handle_max_record_age()
+
+        for stream_map in self.mapper.stream_maps[stream_name]:
+            sink = self.get_sink(stream_map.stream_alias)
+            sink.process_batch_files(
+                encoding,
+                message_dict["manifest"],
+            )
+            self._handle_max_record_age()
 
     # Sink drain methods
 
diff --git a/tests/core/test_mapper.py b/tests/core/test_mapper.py
index 96c277436..abec1c7ff 100644
--- a/tests/core/test_mapper.py
+++ b/tests/core/test_mapper.py
@@ -657,6 +657,9 @@ def get_records(self, context):  # noqa: ARG002
             },
         }
 
+    def get_batches(self, batch_config, context):  # noqa: ARG002
+        yield batch_config.encoding, ["file:///tmp/stream.json.gz"]
+
 
 class MappedTap(Tap):
     """A tap with mapped streams."""
@@ -752,6 +755,19 @@ def discover_streams(self):
             "aliased_stream.jsonl",
             id="aliased_stream",
         ),
+        pytest.param(
+            {"mystream": {"__alias__": "aliased_stream"}},
+            {
+                "flattening_enabled": False,
+                "flattening_max_depth": 0,
+                "batch_config": {
+                    "encoding": {"format": "jsonl", "compression": "gzip"},
+                    "storage": {"root": "file:///tmp"},
+                },
+            },
+            "aliased_stream_batch.jsonl",
+            id="aliased_stream_batch",
+        ),
         pytest.param(
             {},
             {"flattening_enabled": True, "flattening_max_depth": 0},
diff --git a/tests/snapshots/mapped_stream/aliased_stream_batch.jsonl b/tests/snapshots/mapped_stream/aliased_stream_batch.jsonl
new file mode 100644
index 000000000..c28e8b9e2
--- /dev/null
+++ b/tests/snapshots/mapped_stream/aliased_stream_batch.jsonl
@@ -0,0 +1,5 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
+{"type":"BATCH","stream":"aliased_stream","encoding":{"format":"jsonl","compression":"gzip"},"manifest":["file:///tmp/stream.json.gz"]}
+{"type":"STATE","value":{}}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}

From f0b79e8aa1b044e7ef47db082ec8063a23e84cd1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Sep 2024 08:15:01 -0600
Subject: [PATCH 06/49] chore(deps-dev): bump types-pytz from 2024.1.0.20240417
 to 2024.2.0.20240913 in the development-dependencies group (#2672)

chore(deps-dev): bump types-pytz in the development-dependencies group

Bumps the development-dependencies group with 1 update: [types-pytz](https://github.com/python/typeshed).


Updates `types-pytz` from 2024.1.0.20240417 to 2024.2.0.20240913
- [Commits](https://github.com/python/typeshed/commits)

---
updated-dependencies:
- dependency-name: types-pytz
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: development-dependencies
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 poetry.lock | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 683c58543..da7c6ec99 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2468,13 +2468,13 @@ referencing = "*"
 
 [[package]]
 name = "types-pytz"
-version = "2024.1.0.20240417"
+version = "2024.2.0.20240913"
 description = "Typing stubs for pytz"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-pytz-2024.1.0.20240417.tar.gz", hash = "sha256:6810c8a1f68f21fdf0f4f374a432487c77645a0ac0b31de4bf4690cf21ad3981"},
-    {file = "types_pytz-2024.1.0.20240417-py3-none-any.whl", hash = "sha256:8335d443310e2db7b74e007414e74c4f53b67452c0cb0d228ca359ccfba59659"},
+    {file = "types-pytz-2024.2.0.20240913.tar.gz", hash = "sha256:4433b5df4a6fc587bbed41716d86a5ba5d832b4378e506f40d34bc9c81df2c24"},
+    {file = "types_pytz-2024.2.0.20240913-py3-none-any.whl", hash = "sha256:a1eebf57ebc6e127a99d2fa2ba0a88d2b173784ef9b3defcc2004ab6855a44df"},
 ]
 
 [[package]]

From be8b1013aabf20fe13b3b479687fe70e947be3d2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Sep 2024 14:16:19 +0000
Subject: [PATCH 07/49] chore(deps): bump backports-datetime-fromisoformat from
 2.0.1 to 2.0.2 in the runtime-dependencies group (#2673)

chore(deps): bump backports-datetime-fromisoformat

Bumps the runtime-dependencies group with 1 update: [backports-datetime-fromisoformat](https://github.com/movermeyer/backports.datetime_fromisoformat).


Updates `backports-datetime-fromisoformat` from 2.0.1 to 2.0.2
- [Release notes](https://github.com/movermeyer/backports.datetime_fromisoformat/releases)
- [Changelog](https://github.com/movermeyer/backports.datetime_fromisoformat/blob/main/CHANGELOG.md)
- [Commits](https://github.com/movermeyer/backports.datetime_fromisoformat/compare/v2.0.1...v2.0.2)

---
updated-dependencies:
- dependency-name: backports-datetime-fromisoformat
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: runtime-dependencies
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 poetry.lock | 80 ++++++++++++++++++++++++++++++++---------------------
 1 file changed, 48 insertions(+), 32 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index da7c6ec99..df697b5ce 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -68,42 +68,58 @@ files = [
 
 [[package]]
 name = "backports-datetime-fromisoformat"
-version = "2.0.1"
+version = "2.0.2"
 description = "Backport of Python 3.11's datetime.fromisoformat"
 optional = false
 python-versions = ">3"
 files = [
-    {file = "backports-datetime-fromisoformat-2.0.1.tar.gz", hash = "sha256:1b6afca7f47019c22df43062cde73c1af65fbdebc66520f352c690d52fd27127"},
-    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b739ccd3f36244f618f1fbc21d89894d9dc9d1d75a68762fcf917d433df38ae3"},
-    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:afd072ca32f2ca4e838e0f7b61a56168d98837ee9a182c567a49a834e07c2b98"},
-    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1a136d85f8b1db4747aa9e56a8caa0ba77c5c25b761b18e2169ea7b1b516f012"},
-    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d3a0579958ade7db62c8238163e05d46a4de61c99cebb40031ed7409a44d5f6"},
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 ]
 
 [[package]]

From 4641361dcdbdf6ccaa518a37e571248fe379a11a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Sep 2024 14:19:08 +0000
Subject: [PATCH 08/49] chore(deps): bump the ci group in /.github/workflows
 with 2 updates (#2671)

Bumps the ci group in /.github/workflows with 2 updates: [griffe](https://github.com/mkdocstrings/griffe) and [poetry-dynamic-versioning](https://github.com/mtkennerly/poetry-dynamic-versioning).


Updates `griffe` from 1.2.0 to 1.3.1
- [Release notes](https://github.com/mkdocstrings/griffe/releases)
- [Changelog](https://github.com/mkdocstrings/griffe/blob/main/CHANGELOG.md)
- [Commits](https://github.com/mkdocstrings/griffe/compare/1.2.0...1.3.1)

Updates `poetry-dynamic-versioning` from 1.4.0 to 1.4.1
- [Release notes](https://github.com/mtkennerly/poetry-dynamic-versioning/releases)
- [Changelog](https://github.com/mtkennerly/poetry-dynamic-versioning/blob/master/CHANGELOG.md)
- [Commits](https://github.com/mtkennerly/poetry-dynamic-versioning/compare/v1.4.0...v1.4.1)

---
updated-dependencies:
- dependency-name: griffe
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: ci
- dependency-name: poetry-dynamic-versioning
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: ci
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/constraints.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 52415d85b..4dfd4edc8 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,8 +1,8 @@
-griffe==1.2.0
+griffe==1.3.1
 pip==24.2
 poetry==1.8.3
 poetry-plugin-export==1.8.0
-poetry-dynamic-versioning==1.4.0
+poetry-dynamic-versioning==1.4.1
 pre-commit==3.8.0
 nox==2024.4.15
 nox-poetry==1.0.3

From 708c828f662cb4888237a12d7fd1722e3b3bf403 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 16 Sep 2024 09:43:53 -0600
Subject: [PATCH 09/49] refactor: Deprecated `Faker` class in stream maps
 (#2670)

* refactor: Deprecated `Faker` class in stream maps

* Update docs

* Update singer_sdk/mapper.py
---
 docs/stream_maps.md                           | 12 +++---
 singer_sdk/mapper.py                          |  8 ++++
 tests/core/test_mapper.py                     | 37 +++++++++++++++++++
 .../mapped_stream/fake_email_seed_class.jsonl |  6 +++
 .../fake_email_seed_instance.jsonl            |  6 +++
 5 files changed, 64 insertions(+), 5 deletions(-)
 create mode 100644 tests/snapshots/mapped_stream/fake_email_seed_class.jsonl
 create mode 100644 tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index 94d9ac72a..e31a9b634 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -249,11 +249,9 @@ can be referenced directly by mapping expressions.
 - `fake` - a [`Faker`](inv:faker:std:doc#index) instance, configurable via `faker_config`
   (see previous example) - see the built-in [standard providers](inv:faker:std:doc#providers)
   for available methods
-- `Faker` - the [`Faker`](inv:faker:std:doc#fakerclass) class. This was made available to enable consistent data
-  masking by allowing users to call `Faker.seed()`.
 
   ```{tip}
-  The `fake` object and `Faker` are only available if the plugin specifies `faker` as an additional dependency (through the `singer-sdk` `faker` extra, or directly).
+  The `fake` object is only available if the plugin specifies `faker` as an additional dependency (through the `singer-sdk` `faker` extra, or directly).
   ```
 
 :::{versionadded} 0.35.0
@@ -264,6 +262,10 @@ The `faker` object.
 The `Faker` class.
 :::
 
+:::{versionchanged} TODO
+The `Faker` class was deprecated in favor of instance methods on the `fake` object.
+:::
+
 #### Automatic Schema Detection
 
 For performance reasons, type detection is performed at runtime using text analysis
@@ -475,9 +477,9 @@ To generate consistent masked values, you must provide the **same seed each time
 stream_maps:
   customers:
     # will always generate the same value for the same seed
-    first_name: Faker.seed(_['first_name']) or fake.first_name()
+    first_name: fake.seed_instance(_['first_name']) or fake.first_name()
 faker_config:
-  # IMPORTANT: `fake` and `Faker` names are only available if faker_config is defined.
+  # IMPORTANT: `fake` is only available if the `faker` extra is installed
   locale: en_US
 ```
 
diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index c222acc67..b613b78ec 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -14,7 +14,9 @@
 import importlib.util
 import json
 import logging
+import sys
 import typing as t
+import warnings
 
 import simpleeval  # type: ignore[import-untyped]
 
@@ -515,6 +517,12 @@ def _init_functions_and_schema(  # noqa: PLR0912, PLR0915, C901
                         self._eval_type(prop_def, default=default_type),
                     ).to_dict(),
                 )
+                if "Faker" in prop_def:
+                    warnings.warn(
+                        "Class 'Faker' is deprecated in stream maps. Use instance methods, like 'fake.seed_instance.'",  # noqa: E501
+                        DeprecationWarning,
+                        stacklevel=2,
+                    )
                 try:
                     parsed_def: ast.Expr = ast.parse(prop_def).body[0]  # type: ignore[assignment]
                     stream_map_parsed.append((prop_key, prop_def, parsed_def))
diff --git a/tests/core/test_mapper.py b/tests/core/test_mapper.py
index abec1c7ff..a776689a1 100644
--- a/tests/core/test_mapper.py
+++ b/tests/core/test_mapper.py
@@ -853,6 +853,43 @@ def discover_streams(self):
             "fake_credit_card_number.jsonl",
             id="fake_credit_card_number",
         ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "Faker.seed(email) or fake.email()",
+                    "__else__": None,
+                },
+            },
+            {
+                "flattening_enabled": False,
+                "flattening_max_depth": 0,
+                "faker_config": {
+                    "locale": "en_US",
+                },
+            },
+            "fake_email_seed_class.jsonl",
+            id="fake_email_seed_class",
+            marks=pytest.mark.filterwarnings(
+                "default:Class 'Faker' is deprecated:DeprecationWarning"
+            ),
+        ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "fake.seed_instance(email) or fake.email()",
+                    "__else__": None,
+                },
+            },
+            {
+                "flattening_enabled": False,
+                "flattening_max_depth": 0,
+                "faker_config": {
+                    "locale": "en_US",
+                },
+            },
+            "fake_email_seed_instance.jsonl",
+            id="fake_email_seed_instance",
+        ),
     ],
 )
 def test_mapped_stream(
diff --git a/tests/snapshots/mapped_stream/fake_email_seed_class.jsonl b/tests/snapshots/mapped_stream/fake_email_seed_class.jsonl
new file mode 100644
index 000000000..e27c2e53f
--- /dev/null
+++ b/tests/snapshots/mapped_stream/fake_email_seed_class.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}}},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"zwells@example.org"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"josephcunningham@example.com"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"lydia62@example.net"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl b/tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl
new file mode 100644
index 000000000..e27c2e53f
--- /dev/null
+++ b/tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}}},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"zwells@example.org"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"josephcunningham@example.com"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"lydia62@example.net"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}

From 7f736188b8ee117b03abd5b7af26ef4c8a12efd0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 16 Sep 2024 09:52:10 -0600
Subject: [PATCH 10/49] chore: Run `poetry lock` (#2675)

---
 poetry.lock | 29 ++++++++++++++++-------------
 1 file changed, 16 insertions(+), 13 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index df697b5ce..1d4a0981d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -145,17 +145,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.16"
+version = "1.35.19"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.16-py3-none-any.whl", hash = "sha256:9c5b0ce4a25bb78d659478d1c552f1dbb7ff275aab3263bb41cdbef8bca28693"},
-    {file = "boto3-1.35.16.tar.gz", hash = "sha256:9b96c210678cf430b16b49dee87db30f46044602bb9a605a465e1900f468a43f"},
+    {file = "boto3-1.35.19-py3-none-any.whl", hash = "sha256:84b3fe1727945bc3cada832d969ddb3dc0d08fce1677064ca8bdc13a89c1a143"},
+    {file = "boto3-1.35.19.tar.gz", hash = "sha256:9979fe674780a0b7100eae9156d74ee374cd1638a9f61c77277e3ce712f3e496"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.16,<1.36.0"
+botocore = ">=1.35.19,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -164,13 +164,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.16"
+version = "1.35.19"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.16-py3-none-any.whl", hash = "sha256:3564a980d95ff2861a6ca74313173d8778aa659125c63cf49c93ad23896c63b1"},
-    {file = "botocore-1.35.16.tar.gz", hash = "sha256:1b48c94e8a4bbe23143f3d1c21a32b9ffc7476b651ef42371ab45d678f6dbfbc"},
+    {file = "botocore-1.35.19-py3-none-any.whl", hash = "sha256:c83f7f0cacfe7c19b109b363ebfa8736e570d24922f16ed371681f58ebab44a9"},
+    {file = "botocore-1.35.19.tar.gz", hash = "sha256:42d6d8db7250cbd7899f786f9861e02cab17dc238f64d6acb976098ed9809625"},
 ]
 
 [package.dependencies]
@@ -833,15 +833,18 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "idna"
-version = "3.8"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "idna-3.8-py3-none-any.whl", hash = "sha256:050b4e5baadcd44d760cedbd2b8e639f2ff89bbc7a5730fcc662954303377aac"},
-    {file = "idna-3.8.tar.gz", hash = "sha256:d838c2c0ed6fced7693d5e8ab8e734d5f8fda53a039c0164afb0b82e771e3603"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "imagesize"
 version = "1.4.1"
@@ -2596,13 +2599,13 @@ tests-strict = ["pytest (==4.6.0)", "pytest (==6.2.5)", "pytest-cov (==3.0.0)"]
 
 [[package]]
 name = "zipp"
-version = "3.20.1"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"},
-    {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]

From 065929504a830ff0527bc08dca2fb671a88187ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 16 Sep 2024 12:18:34 -0600
Subject: [PATCH 11/49] chore: Fix the `warnings.deprecated` import in Python
 3.13 (#2676)

---
 singer_sdk/typing.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/singer_sdk/typing.py b/singer_sdk/typing.py
index 31788989b..d4cfd46cd 100644
--- a/singer_sdk/typing.py
+++ b/singer_sdk/typing.py
@@ -69,7 +69,7 @@
 if sys.version_info < (3, 13):
     from typing_extensions import deprecated
 else:
-    from typing import deprecated  # noqa: ICN003 # pragma: no cover
+    from warnings import deprecated  # pragma: no cover
 
 
 if t.TYPE_CHECKING:

From 12f98d59f163182985eb0432ec169c50bb5a3bbf Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 16 Sep 2024 16:32:49 -0600
Subject: [PATCH 12/49] chore: pre-commit autoupdate (#2677)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.4 → v0.6.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.4...v0.6.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 22a0b74c7..67348c734 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -50,7 +50,7 @@ repos:
   - id: check-readthedocs
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.4
+  rev: v0.6.5
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]

From 83b3d49d4d4bac67c09c11dc429435f873aaee5f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Tue, 17 Sep 2024 12:26:31 -0600
Subject: [PATCH 13/49] chore: Cache responses of sample HTTP taps (#2678)

---
 .github/workflows/test.yml                    |   6 +
 poetry.lock                                   | 208 +++++++++++++-----
 pyproject.toml                                |   1 +
 .../sample_tap_countries/countries_streams.py |   7 +
 4 files changed, 161 insertions(+), 61 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index cf0602a29..b300f89b4 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -90,6 +90,12 @@ jobs:
         pipx inject nox nox-poetry
         nox --version
 
+    - uses: actions/cache@v4
+      if: always() && (matrix.session == 'tests')
+      with:
+        path: http_cache.sqlite
+        key: http_cache-${{ runner.os }}-${{ matrix.python-version }}-${{ matrix.session }}-${{ matrix.sqlalchemy }}
+
     - name: Run Nox
       env:
         SQLALCHEMY_VERSION: ${{ matrix.sqlalchemy }}
diff --git a/poetry.lock b/poetry.lock
index 1d4a0981d..28180d0a3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -145,17 +145,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.19"
+version = "1.35.20"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.19-py3-none-any.whl", hash = "sha256:84b3fe1727945bc3cada832d969ddb3dc0d08fce1677064ca8bdc13a89c1a143"},
-    {file = "boto3-1.35.19.tar.gz", hash = "sha256:9979fe674780a0b7100eae9156d74ee374cd1638a9f61c77277e3ce712f3e496"},
+    {file = "boto3-1.35.20-py3-none-any.whl", hash = "sha256:aaddbeb8c37608492f2c8286d004101464833d4c6e49af44601502b8b18785ed"},
+    {file = "boto3-1.35.20.tar.gz", hash = "sha256:47e89d95964f10beee21ee723c3290874fddf364269bd97d200e8bfa9bf93a06"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.19,<1.36.0"
+botocore = ">=1.35.20,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -164,13 +164,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.19"
+version = "1.35.20"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.19-py3-none-any.whl", hash = "sha256:c83f7f0cacfe7c19b109b363ebfa8736e570d24922f16ed371681f58ebab44a9"},
-    {file = "botocore-1.35.19.tar.gz", hash = "sha256:42d6d8db7250cbd7899f786f9861e02cab17dc238f64d6acb976098ed9809625"},
+    {file = "botocore-1.35.20-py3-none-any.whl", hash = "sha256:62412038f960691a299e60492f9ee7e8e75af563f2eca7f3640b3b54b8f5d236"},
+    {file = "botocore-1.35.20.tar.gz", hash = "sha256:82ad8a73fcd5852d127461c8dadbe40bf679f760a4efb0dde8d4d269ad3f126f"},
 ]
 
 [package.dependencies]
@@ -184,6 +184,32 @@ urllib3 = [
 [package.extras]
 crt = ["awscrt (==0.21.5)"]
 
+[[package]]
+name = "cattrs"
+version = "24.1.1"
+description = "Composable complex class support for attrs and dataclasses."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cattrs-24.1.1-py3-none-any.whl", hash = "sha256:ec8ce8fdc725de9d07547cd616f968670687c6fa7a2e263b088370c46d834d97"},
+    {file = "cattrs-24.1.1.tar.gz", hash = "sha256:16e94a13f9aaf6438bd5be5df521e072b1b00481b4cf807bcb1acbd49f814c08"},
+]
+
+[package.dependencies]
+attrs = ">=23.1.0"
+exceptiongroup = {version = ">=1.1.1", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.1.0,<4.6.3 || >4.6.3", markers = "python_version < \"3.11\""}
+
+[package.extras]
+bson = ["pymongo (>=4.4.0)"]
+cbor2 = ["cbor2 (>=5.4.6)"]
+msgpack = ["msgpack (>=1.0.5)"]
+msgspec = ["msgspec (>=0.18.5)"]
+orjson = ["orjson (>=3.9.2)"]
+pyyaml = ["pyyaml (>=6.0)"]
+tomlkit = ["tomlkit (>=0.11.8)"]
+ujson = ["ujson (>=5.7.0)"]
+
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -1396,6 +1422,22 @@ files = [
     {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
 ]
 
+[[package]]
+name = "platformdirs"
+version = "4.3.4"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "platformdirs-4.3.4-py3-none-any.whl", hash = "sha256:8b4ba85412f5065dae40aa19feaa02ac2be584c8b14abd70712b5cd11ad80034"},
+    {file = "platformdirs-4.3.4.tar.gz", hash = "sha256:9e8a037c36fe1b1f1b5de4482e60464272cc8dca725e40b568bf2c285f7509cf"},
+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
+
 [[package]]
 name = "pluggy"
 version = "1.5.0"
@@ -1741,6 +1783,36 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-cache"
+version = "1.2.1"
+description = "A persistent cache for python requests"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "requests_cache-1.2.1-py3-none-any.whl", hash = "sha256:1285151cddf5331067baa82598afe2d47c7495a1334bfe7a7d329b43e9fd3603"},
+    {file = "requests_cache-1.2.1.tar.gz", hash = "sha256:68abc986fdc5b8d0911318fbb5f7c80eebcd4d01bfacc6685ecf8876052511d1"},
+]
+
+[package.dependencies]
+attrs = ">=21.2"
+cattrs = ">=22.2"
+platformdirs = ">=2.5"
+requests = ">=2.22"
+url-normalize = ">=1.4"
+urllib3 = ">=1.25.5"
+
+[package.extras]
+all = ["boto3 (>=1.15)", "botocore (>=1.18)", "itsdangerous (>=2.0)", "pymongo (>=3)", "pyyaml (>=6.0.1)", "redis (>=3)", "ujson (>=5.4)"]
+bson = ["bson (>=0.5)"]
+docs = ["furo (>=2023.3,<2024.0)", "linkify-it-py (>=2.0,<3.0)", "myst-parser (>=1.0,<2.0)", "sphinx (>=5.0.2,<6.0.0)", "sphinx-autodoc-typehints (>=1.19)", "sphinx-automodapi (>=0.14)", "sphinx-copybutton (>=0.5)", "sphinx-design (>=0.2)", "sphinx-notfound-page (>=0.8)", "sphinxcontrib-apidoc (>=0.3)", "sphinxext-opengraph (>=0.9)"]
+dynamodb = ["boto3 (>=1.15)", "botocore (>=1.18)"]
+json = ["ujson (>=5.4)"]
+mongodb = ["pymongo (>=3)"]
+redis = ["redis (>=3)"]
+security = ["itsdangerous (>=2.0)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
 [[package]]
 name = "requests-mock"
 version = "1.12.1"
@@ -2296,60 +2368,60 @@ test = ["pytest"]
 
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 name = "sqlalchemy"
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 optional = false
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+    {file = "SQLAlchemy-2.0.35-cp39-cp39-win32.whl", hash = "sha256:69683e02e8a9de37f17985905a5eca18ad651bf592314b4d3d799029797d0eb3"},
+    {file = "SQLAlchemy-2.0.35-cp39-cp39-win_amd64.whl", hash = "sha256:aee110e4ef3c528f3abbc3c2018c121e708938adeeff9006428dd7c8555e9b3f"},
+    {file = "SQLAlchemy-2.0.35-py3-none-any.whl", hash = "sha256:2ab3f0336c0387662ce6221ad30ab3a5e6499aab01b9790879b6578fd9b8faa1"},
+    {file = "sqlalchemy-2.0.35.tar.gz", hash = "sha256:e11d7ea4d24f0a262bccf9a7cd6284c976c5369dac21db237cff59586045ab9f"},
 ]
 
 [package.dependencies]
@@ -2498,13 +2570,13 @@ files = [
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12.20240808"
+version = "6.0.12.20240917"
 description = "Typing stubs for PyYAML"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-PyYAML-6.0.12.20240808.tar.gz", hash = "sha256:b8f76ddbd7f65440a8bda5526a9607e4c7a322dc2f8e1a8c405644f9a6f4b9af"},
-    {file = "types_PyYAML-6.0.12.20240808-py3-none-any.whl", hash = "sha256:deda34c5c655265fc517b546c902aa6eed2ef8d3e921e4765fe606fe2afe8d35"},
+    {file = "types-PyYAML-6.0.12.20240917.tar.gz", hash = "sha256:d1405a86f9576682234ef83bcb4e6fff7c9305c8b1fbad5e0bcd4f7dbdc9c587"},
+    {file = "types_PyYAML-6.0.12.20240917-py3-none-any.whl", hash = "sha256:392b267f1c0fe6022952462bf5d6523f31e37f6cea49b14cee7ad634b6301570"},
 ]
 
 [[package]]
@@ -2554,6 +2626,20 @@ files = [
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
+[[package]]
+name = "url-normalize"
+version = "1.4.3"
+description = "URL normalization for Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
+    {file = "url-normalize-1.4.3.tar.gz", hash = "sha256:d23d3a070ac52a67b83a1c59a0e68f8608d1cd538783b401bc9de2c0fac999b2"},
+    {file = "url_normalize-1.4.3-py2.py3-none-any.whl", hash = "sha256:ec3c301f04e5bb676d333a7fa162fa977ad2ca04b7e652bfc9fac4e405728eed"},
+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "urllib3"
 version = "1.26.20"
@@ -2627,4 +2713,4 @@ testing = ["pytest"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8"
-content-hash = "5ce14d58274c3f56d84c8787fefb42b26868bd191298df945fe99dc45e545fce"
+content-hash = "c951c963a600931c41fbf584967ba4e1ccd6cd832a63fce856c4936d8cd00508"
diff --git a/pyproject.toml b/pyproject.toml
index 2a5c80b88..f1d8ed830 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -132,6 +132,7 @@ fastjsonschema = ">=2.19.1"
 pytest-benchmark = ">=4.0.0"
 pytest-snapshot = ">=0.9.0"
 pytz = ">=2022.2.1"
+requests-cache = ">=1.2.1"
 requests-mock = ">=1.10.0"
 rfc3339-validator = ">=0.1.4"
 time-machine = ">=2.10.0"
diff --git a/samples/sample_tap_countries/countries_streams.py b/samples/sample_tap_countries/countries_streams.py
index c55775b0c..2b3ebfa90 100644
--- a/samples/sample_tap_countries/countries_streams.py
+++ b/samples/sample_tap_countries/countries_streams.py
@@ -10,6 +10,9 @@
 
 import abc
 import sys
+import typing as t
+
+from requests_cache.session import CachedSession
 
 from singer_sdk import typing as th
 from singer_sdk.streams.graphql import GraphQLStream
@@ -31,6 +34,10 @@ class CountriesAPIStream(GraphQLStream, metaclass=abc.ABCMeta):
 
     url_base = "https://countries.trevorblades.com/"
 
+    def __init__(self, *args: t.Any, **kwargs: t.Any) -> None:
+        super().__init__(*args, **kwargs)
+        self._requests_session = CachedSession()
+
 
 class CountriesStream(CountriesAPIStream):
     """Countries API stream."""

From 3d3ac7b816297b75430b89c0f667a60afea74d56 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Tue, 17 Sep 2024 13:04:14 -0600
Subject: [PATCH 14/49] chore: Add a file (CSV) tap for testing (WIP!) (#2668)

* chore: Add a file (CSV) tap for testing

* Implement and test tap

* Add fixture files

* Incremental replication

* Formalize default stream name

* Update cache keys

* Enable more tests

* gitignore cache file

* More tests
---
 .github/workflows/test.yml               |    6 +-
 .gitignore                               |    3 +
 fixtures/csv/customers.csv               | 1001 ++++++++++++++++++++++
 fixtures/csv/employees.csv               |   51 ++
 samples/sample_tap_csv/__init__.py       |    0
 samples/sample_tap_csv/__main__.py       |    5 +
 samples/sample_tap_csv/client.py         |   91 ++
 samples/sample_tap_csv/sample_tap_csv.py |  106 +++
 tests/samples/test_tap_csv.py            |   36 +
 9 files changed, 1296 insertions(+), 3 deletions(-)
 create mode 100644 fixtures/csv/customers.csv
 create mode 100644 fixtures/csv/employees.csv
 create mode 100644 samples/sample_tap_csv/__init__.py
 create mode 100644 samples/sample_tap_csv/__main__.py
 create mode 100644 samples/sample_tap_csv/client.py
 create mode 100644 samples/sample_tap_csv/sample_tap_csv.py
 create mode 100644 tests/samples/test_tap_csv.py

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index b300f89b4..1613ebc5e 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -91,10 +91,10 @@ jobs:
         nox --version
 
     - uses: actions/cache@v4
-      if: always() && (matrix.session == 'tests')
+      if: matrix.session == 'tests'
       with:
         path: http_cache.sqlite
-        key: http_cache-${{ runner.os }}-${{ matrix.python-version }}-${{ matrix.session }}-${{ matrix.sqlalchemy }}
+        key: http_cache-${{ runner.os }}-${{ matrix.python-version }}-${{ matrix.sqlalchemy }}
 
     - name: Run Nox
       env:
@@ -106,7 +106,7 @@ jobs:
       if: always() && (matrix.session == 'tests')
       with:
         include-hidden-files: true
-        name: coverage-data-nox_${{ matrix.session }}-${{ matrix.os }}-py${{ matrix.python-version }}_sqlalchemy_${{ matrix.sqlalchemy }}
+        name: coverage-data-nox_-${{ matrix.os }}-py${{ matrix.python-version }}_sqlalchemy_${{ matrix.sqlalchemy }}
         path: ".coverage.*"
 
   tests-external:
diff --git a/.gitignore b/.gitignore
index d6a92f65e..e10d0f06a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,6 @@
+# HTTP cache
+http_cache.sqlite
+
 # Local Poetry configuration file
 
 poetry.toml
diff --git a/fixtures/csv/customers.csv b/fixtures/csv/customers.csv
new file mode 100644
index 000000000..6de28da5d
--- /dev/null
+++ b/fixtures/csv/customers.csv
@@ -0,0 +1,1001 @@
+id,first_name,last_name,email,ip_address
+1,Ethe,Book,ebook0@twitter.com,67.61.243.220
+2,Myranda,Tire,mtire1@vkontakte.ru,151.194.73.229
+3,Remus,Dorian,rdorian2@twitpic.com,204.220.73.121
+4,Stesha,Suddock,ssuddock3@ycombinator.com,113.182.132.211
+5,Serge,Daws,sdaws4@usgs.gov,111.173.74.111
+6,Ettie,Maddison,emaddison5@fastcompany.com,35.1.210.212
+7,Giffy,Biernat,gbiernat6@fastcompany.com,52.23.72.93
+8,Vitoria,Ommundsen,vommundsen7@narod.ru,94.239.171.99
+9,Mirella,Wisden,mwisden8@homestead.com,104.209.4.89
+10,Ami,Santus,asantus9@archive.org,235.3.35.99
+11,Otto,Hursthouse,ohursthousea@wordpress.com,84.230.160.212
+12,Sherrie,Pelos,spelosb@ucsd.edu,115.16.84.201
+13,Doreen,Loyndon,dloyndonc@columbia.edu,154.58.216.20
+14,Raddy,Maber,rmaberd@ihg.com,179.253.223.80
+15,Coralie,Pechan,cpechane@netlog.com,83.224.237.7
+16,Ira,Allmann,iallmannf@ucoz.com,209.175.60.153
+17,Silvester,Siseland,ssiselandg@smh.com.au,5.12.55.221
+18,Raviv,Dwane,rdwaneh@amazon.co.jp,178.115.168.254
+19,Rianon,Wansbury,rwansburyi@marketwatch.com,250.153.130.70
+20,Zacharie,Vardey,zvardeyj@wufoo.com,91.69.105.86
+21,Ofelia,Meriet,omerietk@domainmarket.com,118.193.26.70
+22,Minta,Du Fray,mdufrayl@cmu.edu,224.152.143.125
+23,Baillie,McDougal,bmcdougalm@dagondesign.com,118.36.198.87
+24,Dunstan,Schimpke,dschimpken@nih.gov,39.137.225.135
+25,Ab,Dackombe,adackombeo@un.org,163.98.82.166
+26,Cyrillus,Lakin,clakinp@indiegogo.com,154.155.120.48
+27,Jori,Gully,jgullyq@flickr.com,186.239.179.225
+28,Brod,Besse,bbesser@taobao.com,62.50.230.144
+29,Edie,Corderoy,ecorderoys@nationalgeographic.com,57.217.190.44
+30,Zach,Babbs,zbabbst@squidoo.com,84.65.12.93
+31,Burnaby,Claridge,bclaridgeu@mapy.cz,139.27.7.79
+32,Cam,Kieff,ckieffv@skyrock.com,135.73.189.82
+33,Cathi,Rolstone,crolstonew@biglobe.ne.jp,251.171.34.73
+34,Henrieta,Beastall,hbeastallx@state.gov,116.208.99.100
+35,Martie,Noble,mnobley@europa.eu,51.9.91.187
+36,Mildred,Durtnal,mdurtnalz@psu.edu,39.190.64.147
+37,Adrea,Nazer,anazer10@google.com,13.20.52.92
+38,Baxy,Beardsworth,bbeardsworth11@sfgate.com,110.83.233.13
+39,Rabbi,Brownsett,rbrownsett12@arstechnica.com,73.49.174.230
+40,Isiahi,Muino,imuino13@constantcontact.com,141.134.130.104
+41,Woodrow,Freeborn,wfreeborn14@usgs.gov,95.44.56.52
+42,Roseanne,Rankcom,rrankcom15@cnbc.com,71.254.39.163
+43,Desmond,Aynold,daynold16@zdnet.com,2.133.82.174
+44,Christel,Landre,clandre17@auda.org.au,186.14.74.159
+45,Kari,McKeurtan,kmckeurtan18@reference.com,163.110.86.97
+46,Bartholemy,Bulward,bbulward19@utexas.edu,175.44.136.142
+47,Evelyn,Walesa,ewalesa1a@hhs.gov,103.98.34.217
+48,Leroi,Rapier,lrapier1b@blogspot.com,179.247.125.22
+49,Floyd,Blease,fblease1c@canalblog.com,89.55.211.210
+50,Ondrea,Rotherham,orotherham1d@linkedin.com,143.80.13.255
+51,Arluene,Barfoot,abarfoot1e@clickbank.net,115.217.54.28
+52,Giulietta,Oaks,goaks1f@army.mil,4.250.68.73
+53,Jacquelynn,Rain,jrain1g@google.es,150.114.39.236
+54,Emlyn,Bawle,ebawle1h@timesonline.co.uk,46.180.27.230
+55,Shandy,Mandy,smandy1i@europa.eu,53.157.154.153
+56,Goldina,Gush,ggush1j@disqus.com,213.215.73.23
+57,Bryan,Moat,bmoat1k@mapy.cz,55.236.218.220
+58,Douglas,Bannerman,dbannerman1l@princeton.edu,237.32.119.149
+59,Adolphe,Hug,ahug1m@google.com,224.235.209.252
+60,Melessa,Pitkin,mpitkin1n@upenn.edu,100.165.210.253
+61,Michell,Swalwell,mswalwell1o@ucoz.ru,155.123.84.35
+62,Leona,Brodway,lbrodway1p@friendfeed.com,198.230.211.36
+63,Spence,Willas,swillas1q@tmall.com,174.104.61.20
+64,Griselda,Heavy,gheavy1r@instagram.com,1.135.2.166
+65,Lovell,Offill,loffill1s@e-recht24.de,234.143.13.61
+66,Clare,Lomaz,clomaz1t@google.co.jp,50.141.52.216
+67,Price,Milmo,pmilmo1u@sohu.com,59.186.62.238
+68,Neddie,Mcasparan,nmcasparan1v@scribd.com,254.141.50.152
+69,Barron,Maffin,bmaffin1w@theguardian.com,25.151.2.46
+70,Marve,Newcome,mnewcome1x@accuweather.com,212.96.253.98
+71,Beltran,Errichiello,berrichiello1y@unblog.fr,1.206.223.9
+72,Janine,Scotts,jscotts1z@pcworld.com,141.132.42.151
+73,Laurie,Pritchard,lpritchard20@squarespace.com,147.185.204.160
+74,Celestina,Crockley,ccrockley21@disqus.com,8.222.246.118
+75,Verla,Darrell,vdarrell22@quantcast.com,23.203.205.28
+76,Rupert,Collicott,rcollicott23@yale.edu,185.73.121.164
+77,Lonni,Brandino,lbrandino24@noaa.gov,116.86.14.240
+78,Sydelle,Soles,ssoles25@goo.gl,189.220.248.29
+79,Fergus,Matyukon,fmatyukon26@fc2.com,190.205.190.125
+80,Henderson,Conry,hconry27@newsvine.com,254.103.39.6
+81,Bernardine,Matteuzzi,bmatteuzzi28@cdbaby.com,49.177.58.201
+82,Kalina,Kitching,kkitching29@hatena.ne.jp,145.116.81.53
+83,Agnola,Coller,acoller2a@apache.org,205.173.237.76
+84,Pattin,Leinster,pleinster2b@shareasale.com,200.148.58.63
+85,Lorrie,Summerson,lsummerson2c@pen.io,224.222.232.187
+86,Normand,Ducker,nducker2d@earthlink.net,233.180.61.254
+87,Kristyn,Hillam,khillam2e@clickbank.net,100.239.61.160
+88,Kriste,Chatters,kchatters2f@lycos.com,9.119.212.73
+89,Mikael,Bastide,mbastide2g@tripod.com,227.59.45.166
+90,Consuelo,Renner,crenner2h@shop-pro.jp,194.219.125.57
+91,Cassondra,Matussevich,cmatussevich2i@google.com.br,31.213.26.253
+92,Harlin,Gissing,hgissing2j@ihg.com,56.231.244.201
+93,Rick,Deekes,rdeekes2k@sogou.com,81.199.104.110
+94,Cullen,Vidineev,cvidineev2l@ameblo.jp,197.23.66.210
+95,Fancie,Litt,flitt2m@admin.ch,138.60.214.187
+96,Gayler,Bernardi,gbernardi2n@goodreads.com,195.127.1.29
+97,Chan,Edscer,cedscer2o@arizona.edu,5.134.182.165
+98,Isa,Broun,ibroun2p@bbb.org,176.47.202.207
+99,Liuka,Aberdein,laberdein2q@reddit.com,159.104.205.207
+100,Marcelo,Daintry,mdaintry2r@4shared.com,17.232.250.180
+101,Katina,Mehmet,kmehmet2s@diigo.com,104.208.9.151
+102,Hank,Southernwood,hsouthernwood2t@nature.com,199.156.116.77
+103,Filmore,Fulmen,ffulmen2u@springer.com,155.213.68.172
+104,Cal,Mayes,cmayes2v@nature.com,116.148.235.40
+105,Francois,Brozsset,fbrozsset2w@multiply.com,141.171.53.209
+106,Monty,Mayou,mmayou2x@tamu.edu,110.182.213.71
+107,Miquela,Brine,mbrine2y@skype.com,143.50.240.107
+108,Kahlil,Nursey,knursey2z@china.com.cn,65.226.155.158
+109,Glendon,Soutar,gsoutar30@dmoz.org,176.164.229.115
+110,Idalia,Gutowski,igutowski31@livejournal.com,70.12.7.137
+111,Lee,Howkins,lhowkins32@economist.com,73.75.176.65
+112,Gwyneth,Jiggle,gjiggle33@blog.com,225.131.13.14
+113,Sheffie,Munby,smunby34@bluehost.com,150.143.194.197
+114,Mahala,Arnauduc,marnauduc35@symantec.com,20.92.174.130
+115,Angelica,Merrick,amerrick36@reference.com,56.39.40.33
+116,Halsy,Carpe,hcarpe37@vk.com,4.80.117.170
+117,Arch,Espinel,aespinel38@hibu.com,168.14.58.76
+118,Kelcie,Quig,kquig39@123-reg.co.uk,90.91.100.136
+119,Geoffrey,Dorant,gdorant3a@newyorker.com,124.49.113.92
+120,Pollyanna,Swetenham,pswetenham3b@yale.edu,13.141.62.94
+121,Liam,Tiltman,ltiltman3c@stumbleupon.com,84.134.143.214
+122,Tory,Craven,tcraven3d@fotki.com,51.46.141.71
+123,Dene,MacKessock,dmackessock3e@360.cn,184.180.226.89
+124,Hogan,Nezey,hnezey3f@indiatimes.com,244.25.250.175
+125,Deina,Scotfurth,dscotfurth3g@salon.com,51.20.213.72
+126,Jessie,Cardoo,jcardoo3h@fotki.com,140.171.175.173
+127,Kala,Fallows,kfallows3i@sogou.com,4.52.196.103
+128,Berenice,Marie,bmarie3j@ucsd.edu,79.76.8.157
+129,Dirk,Donaghy,ddonaghy3k@wired.com,179.200.212.84
+130,Lucia,Boshier,lboshier3l@gravatar.com,221.227.100.251
+131,Hatty,Elwin,helwin3m@netvibes.com,128.37.135.27
+132,Bonnie,Petyt,bpetyt3n@jugem.jp,21.61.201.112
+133,Phillipe,Martyntsev,pmartyntsev3o@netvibes.com,183.24.176.139
+134,Powell,Enrique,penrique3p@loc.gov,252.38.153.48
+135,Rey,Southward,rsouthward3q@dion.ne.jp,162.192.135.104
+136,Aluin,Brew,abrew3r@flavors.me,220.50.126.30
+137,Arielle,Aspin,aaspin3s@about.me,174.175.140.183
+138,Irene,Hackin,ihackin3t@oakley.com,71.111.61.36
+139,Abba,Fley,afley3u@etsy.com,147.156.189.24
+140,Lola,Cluatt,lcluatt3v@addthis.com,243.238.95.192
+141,Sallee,Laflin,slaflin3w@meetup.com,144.167.83.204
+142,Noami,Fergusson,nfergusson3x@ox.ac.uk,95.254.111.247
+143,Craig,Kolakowski,ckolakowski3y@goodreads.com,136.90.91.227
+144,Axel,Gianneschi,agianneschi3z@guardian.co.uk,64.32.17.203
+145,Ennis,Runge,erunge40@bluehost.com,68.54.122.19
+146,Tanney,Preshaw,tpreshaw41@simplemachines.org,211.64.133.182
+147,Shirley,Humbee,shumbee42@histats.com,150.61.218.72
+148,Claire,Casperri,ccasperri43@disqus.com,190.105.217.249
+149,Alvinia,Quibell,aquibell44@latimes.com,211.175.91.74
+150,Cristine,Larmet,clarmet45@prweb.com,219.213.234.203
+151,Fransisco,Snazle,fsnazle46@ed.gov,132.154.64.233
+152,Malchy,By,mby47@unesco.org,39.132.111.147
+153,Jeniffer,Leiden,jleiden48@usa.gov,167.209.132.123
+154,Laraine,Glasard,lglasard49@opensource.org,108.104.117.93
+155,Sandie,Woollam,swoollam4a@pinterest.com,165.125.58.90
+156,Ossie,Carle,ocarle4b@aboutads.info,252.93.125.66
+157,Ahmed,Lloyd-Williams,alloydwilliams4c@cnn.com,142.92.98.91
+158,Fifi,Pescod,fpescod4d@ftc.gov,184.222.148.241
+159,Hunfredo,Coton,hcoton4e@barnesandnoble.com,133.131.166.250
+160,Benjamen,Tort,btort4f@indiegogo.com,185.198.145.238
+161,Odelia,Grindall,ogrindall4g@creativecommons.org,133.188.232.235
+162,Ermanno,Danson,edanson4h@cbc.ca,13.43.126.215
+163,Netti,Wolters,nwolters4i@feedburner.com,229.127.153.246
+164,Krissy,Upham,kupham4j@privacy.gov.au,45.158.194.218
+165,Andra,Wyard,awyard4k@hugedomains.com,241.13.177.238
+166,Ennis,Peterson,epeterson4l@google.co.uk,42.112.253.18
+167,Michael,Jotham,mjotham4m@gov.uk,235.189.5.120
+168,Ruby,Shenton,rshenton4n@mozilla.com,169.205.79.220
+169,Eugenie,Tidd,etidd4o@dion.ne.jp,134.53.25.174
+170,Cammie,Belsher,cbelsher4p@scientificamerican.com,185.138.254.30
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+975,Ame,Sallnow,asallnowr2@nature.com,42.19.246.11
+976,Catina,Shier,cshierr3@g.co,92.168.225.102
+977,Dina,Shoebottom,dshoebottomr4@digg.com,30.254.218.176
+978,Alden,Bicheno,abichenor5@ucoz.com,152.230.77.68
+979,Doro,Burlingame,dburlingamer6@gizmodo.com,116.55.114.230
+980,Yasmeen,Goundrill,ygoundrillr7@bbb.org,64.231.202.114
+981,Lynea,Boniface,lbonifacer8@etsy.com,248.188.64.4
+982,Olympe,Myring,omyringr9@cdbaby.com,34.244.192.242
+983,Gnni,Swanton,gswantonra@csmonitor.com,93.129.19.228
+984,Jordana,Roja,jrojarb@yelp.com,37.182.170.218
+985,Latrina,Kubala,lkubalarc@behance.net,16.180.74.53
+986,Laura,Mound,lmoundrd@e-recht24.de,9.252.101.27
+987,Catharine,Taylor,ctaylorre@istockphoto.com,104.3.204.36
+988,Brunhilda,Dorian,bdorianrf@wikimedia.org,52.81.132.101
+989,Augy,Gwilt,agwiltrg@twitter.com,39.25.165.212
+990,Nola,Carde,ncarderh@chronoengine.com,79.228.210.36
+991,Trista,Kuzemka,tkuzemkari@dot.gov,154.36.63.90
+992,Agustin,Hyndman,ahyndmanrj@auda.org.au,95.78.72.191
+993,Sherwynd,McGonnell,smcgonnellrk@nasa.gov,14.160.79.162
+994,Con,Smeath,csmeathrl@telegraph.co.uk,141.72.39.41
+995,Abigale,Toone,atoonerm@dyndns.org,133.5.61.95
+996,Wenonah,MacArd,wmacardrn@guardian.co.uk,206.42.244.179
+997,Alanson,Fearns,afearnsro@omniture.com,246.91.72.145
+998,Tiphany,Murkus,tmurkusrp@umn.edu,200.218.3.234
+999,Winnah,Pock,wpockrq@godaddy.com,192.155.247.2
+1000,Ravi,Angear,rangearrr@umich.edu,6.67.79.92
diff --git a/fixtures/csv/employees.csv b/fixtures/csv/employees.csv
new file mode 100644
index 000000000..4f0050fd1
--- /dev/null
+++ b/fixtures/csv/employees.csv
@@ -0,0 +1,51 @@
+id,first_name,last_name,email,ip_address
+1,Tobye,Tallach,ttallach0@icq.com,159.80.54.64
+2,Bret,Auchterlonie,bauchterlonie1@t-online.de,63.179.228.179
+3,Chester,Leban,cleban2@arstechnica.com,109.23.123.220
+4,Weston,Venny,wvenny3@about.com,80.78.0.69
+5,Alejoa,Hassen,ahassen4@narod.ru,193.70.126.231
+6,Otes,Ioselevich,oioselevich5@pen.io,55.238.240.160
+7,Dolley,Mc Ilwrick,dmcilwrick6@vistaprint.com,225.224.151.67
+8,Cliff,Druitt,cdruitt7@earthlink.net,216.35.85.142
+9,Alfreda,Parysiak,aparysiak8@google.com.br,234.124.93.69
+10,Alfonso,Wotherspoon,awotherspoon9@cafepress.com,34.94.1.132
+11,Jemmy,Gavriel,jgavriela@wikispaces.com,69.13.142.245
+12,Ezechiel,Binion,ebinionb@princeton.edu,85.203.127.191
+13,Burk,Blowfelde,bblowfeldec@theglobeandmail.com,74.133.42.177
+14,Danette,Brealey,dbrealeyd@tumblr.com,249.85.157.243
+15,Brent,Collcutt,bcollcutte@twitpic.com,68.202.67.52
+16,Filbert,Wane,fwanef@mozilla.org,51.190.146.189
+17,Amory,Brewers,abrewersg@sciencedirect.com,147.155.225.194
+18,Giraud,Reen,greenh@themeforest.net,134.254.177.66
+19,Burtie,Siebert,bsieberti@reuters.com,47.194.48.217
+20,Adam,Maddick,amaddickj@theguardian.com,165.16.248.228
+21,Callean,Vernall,cvernallk@google.pl,243.145.198.197
+22,Olympie,Itzakovitz,oitzakovitzl@addthis.com,40.55.240.15
+23,Jacky,Emney,jemneym@cbslocal.com,216.72.80.81
+24,Isidoro,Novello,inovellon@symantec.com,153.171.11.150
+25,Kora,Liversedge,kliversedgeo@godaddy.com,131.126.97.242
+26,Salaidh,McMenamie,smcmenamiep@yolasite.com,228.231.31.219
+27,Corey,Dowdeswell,cdowdeswellq@a8.net,203.73.30.64
+28,Brodie,Holwell,bholwellr@china.com.cn,64.200.225.25
+29,Trudey,Ungerer,tungerers@friendfeed.com,122.82.88.41
+30,Doralin,Maxted,dmaxtedt@photobucket.com,37.78.14.199
+31,Maurie,Marklin,mmarklinu@gizmodo.com,22.181.178.6
+32,Hermann,Voase,hvoasev@gnu.org,155.126.157.84
+33,Fanchette,Callaway,fcallawayw@naver.com,121.161.80.246
+34,Sara-ann,Birdall,sbirdallx@hexun.com,35.64.166.83
+35,Harriot,Clipsham,hclipshamy@redcross.org,78.103.253.219
+36,Bonita,Woolway,bwoolwayz@artisteer.com,70.114.50.135
+37,Arleyne,MacComiskey,amaccomiskey10@oracle.com,80.22.221.216
+38,Ethelbert,Covill,ecovill11@blogs.com,52.66.186.124
+39,Irita,Knee,iknee12@skyrock.com,239.247.34.120
+40,Naoma,Janca,njanca13@washington.edu,189.63.152.60
+41,Kayne,Mizzen,kmizzen14@jalbum.net,84.133.236.10
+42,Estell,Stuckford,estuckford15@nationalgeographic.com,246.168.153.22
+43,Larine,Stack,lstack16@bravesites.com,197.176.195.68
+44,Rikki,Newbold,rnewbold17@omniture.com,27.245.43.243
+45,Romonda,Charer,rcharer18@ifeng.com,137.144.236.93
+46,Letizia,Monksfield,lmonksfield19@ebay.com,209.47.5.147
+47,Sinclare,McAreavey,smcareavey1a@cnn.com,251.250.216.206
+48,Athene,Haysham,ahaysham1b@ifeng.com,81.227.231.240
+49,Gale,Tracy,gtracy1c@squidoo.com,93.138.226.205
+50,Dareen,O'Shields,doshields1d@nymag.com,27.226.127.240
diff --git a/samples/sample_tap_csv/__init__.py b/samples/sample_tap_csv/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/samples/sample_tap_csv/__main__.py b/samples/sample_tap_csv/__main__.py
new file mode 100644
index 000000000..91f500424
--- /dev/null
+++ b/samples/sample_tap_csv/__main__.py
@@ -0,0 +1,5 @@
+from __future__ import annotations
+
+from samples.sample_tap_csv.sample_tap_csv import SampleTapCSV
+
+SampleTapCSV.cli()
diff --git a/samples/sample_tap_csv/client.py b/samples/sample_tap_csv/client.py
new file mode 100644
index 000000000..a35fd3510
--- /dev/null
+++ b/samples/sample_tap_csv/client.py
@@ -0,0 +1,91 @@
+from __future__ import annotations
+
+import csv
+import datetime
+import os
+import typing as t
+
+from singer_sdk import Stream
+from singer_sdk.streams.core import REPLICATION_INCREMENTAL
+
+if t.TYPE_CHECKING:
+    from singer_sdk.helpers.types import Context, Record
+    from singer_sdk.tap_base import Tap
+
+SDC_META_FILEPATH = "_sdc_path"
+SDC_META_MODIFIED_AT = "_sdc_modified_at"
+
+
+def _to_datetime(value: float) -> str:
+    return datetime.datetime.fromtimestamp(value).astimezone()
+
+
+class CSVStream(Stream):
+    """CSV stream class."""
+
+    def __init__(
+        self,
+        tap: Tap,
+        name: str | None = None,
+        *,
+        partitions: list[str] | None = None,
+    ) -> None:
+        # TODO(edgarmondragon): Build schema from CSV file.
+        schema = {
+            "type": ["object"],
+            "properties": {
+                SDC_META_FILEPATH: {"type": "string"},
+                SDC_META_MODIFIED_AT: {"type": "string", "format": "date-time"},
+            },
+            "required": [],
+            "additionalProperties": {"type": "string"},
+        }
+        super().__init__(tap, schema, name)
+
+        # TODO(edgarrmondragon): Make this None if the filesytem does not support it.
+        self.replication_key = SDC_META_MODIFIED_AT
+
+        self._partitions = partitions or []
+
+    @property
+    def partitions(self) -> list[Context]:
+        return self._partitions
+
+    def _read_file(self, path: str) -> t.Iterable[Record]:  # noqa: PLR6301
+        # Make these configurable.
+        delimiter = ","
+        quotechar = '"'
+        escapechar = None
+        doublequote = True
+        lineterminator = "\r\n"
+
+        # TODO: Use filesytem-specific file open method.
+        with open(path, encoding="utf-8") as file:  # noqa: PTH123
+            reader = csv.DictReader(
+                file,
+                delimiter=delimiter,
+                quotechar=quotechar,
+                escapechar=escapechar,
+                doublequote=doublequote,
+                lineterminator=lineterminator,
+            )
+            yield from reader
+
+    def get_records(
+        self,
+        context: Context | None,
+    ) -> t.Iterable[Record | tuple[Record, Context | None]]:
+        path: str = context[SDC_META_FILEPATH]
+        mtime = os.path.getmtime(path)  # noqa: PTH204
+
+        if (
+            self.replication_method is REPLICATION_INCREMENTAL
+            and (previous_bookmark := self.get_starting_timestamp(context))
+            and _to_datetime(mtime) < previous_bookmark
+        ):
+            self.logger.info("File has not been modified since last read, skipping")
+            return
+
+        for record in self._read_file(path):
+            record[SDC_META_MODIFIED_AT] = _to_datetime(mtime)
+            yield record
diff --git a/samples/sample_tap_csv/sample_tap_csv.py b/samples/sample_tap_csv/sample_tap_csv.py
new file mode 100644
index 000000000..94b904ab1
--- /dev/null
+++ b/samples/sample_tap_csv/sample_tap_csv.py
@@ -0,0 +1,106 @@
+"""Sample Tap for CSV files."""
+
+from __future__ import annotations
+
+import enum
+import functools
+import os
+
+import singer_sdk.typing as th
+from samples.sample_tap_csv.client import SDC_META_FILEPATH, CSVStream
+from singer_sdk import Tap
+
+DEFAULT_MERGE_STREAM_NAME = "files"
+
+
+def file_path_to_stream_name(file_path: str) -> str:
+    """Convert a file path to a stream name."""
+    return os.path.basename(file_path).replace(".csv", "").replace(os.sep, "__")  # noqa: PTH119
+
+
+class ReadMode(str, enum.Enum):
+    """Sync mode for the tap."""
+
+    one_stream_per_file = "one_stream_per_file"
+    merge = "merge"
+
+
+class SampleTapCSV(Tap):
+    """Sample Tap for CSV files."""
+
+    name = "sample-tap-csv"
+
+    config_jsonschema = th.PropertiesList(
+        th.Property(
+            "path",
+            th.StringType,
+            required=True,
+            description="Path to CSV files.",
+        ),
+        th.Property(
+            "read_mode",
+            th.StringType,
+            required=True,
+            description=(
+                "Use `one_stream_per_file` to read each file as a separate stream, or "
+                "`merge` to merge all files into a single stream."
+            ),
+            allowed_values=[
+                ReadMode.one_stream_per_file,
+                ReadMode.merge,
+            ],
+        ),
+        th.Property(
+            "stream_name",
+            th.StringType,
+            required=True,
+            default=DEFAULT_MERGE_STREAM_NAME,
+            description="Name of the stream to use when `read_mode` is `merge`.",
+        ),
+        # TODO(edgarmondragon): Other configuration options.
+    ).to_dict()
+
+    @functools.cached_property
+    def read_mode(self) -> ReadMode:
+        return ReadMode(self.config["read_mode"])
+
+    def discover_streams(self) -> list:
+        # TODO(edgarmondragon): Implement stream discovery, based on the configured path
+        # and read mode.
+        path: str = self.config[
+            "path"
+        ]  # a directory for now, but could be a glob pattern
+
+        # One stream per file
+        if self.read_mode == ReadMode.one_stream_per_file:
+            if os.path.isdir(path):  # noqa: PTH112
+                return [
+                    CSVStream(
+                        tap=self,
+                        name=file_path_to_stream_name(member),
+                        partitions=[{SDC_META_FILEPATH: os.path.join(path, member)}],  # noqa: PTH118
+                    )
+                    for member in os.listdir(path)
+                    if member.endswith(".csv")
+                ]
+
+            msg = f"Path {path} is not a directory."
+            raise ValueError(msg)
+
+        # Merge
+        if os.path.isdir(path):  # noqa: PTH112
+            contexts = [
+                {
+                    SDC_META_FILEPATH: os.path.join(path, member),  # noqa: PTH118
+                }
+                for member in os.listdir(path)
+                if member.endswith(".csv")
+            ]
+            return [
+                CSVStream(
+                    tap=self,
+                    name=self.config["stream_name"],
+                    partitions=contexts,
+                )
+            ]
+        return []
diff --git a/tests/samples/test_tap_csv.py b/tests/samples/test_tap_csv.py
new file mode 100644
index 000000000..d7f3ae088
--- /dev/null
+++ b/tests/samples/test_tap_csv.py
@@ -0,0 +1,36 @@
+from __future__ import annotations
+
+import pytest
+
+from samples.sample_tap_csv.sample_tap_csv import SampleTapCSV
+from singer_sdk.testing import get_tap_test_class
+
+_TestCSVMerge = get_tap_test_class(
+    tap_class=SampleTapCSV,
+    config={
+        "path": "fixtures/csv",
+        "read_mode": "merge",
+        "stream_name": "people",
+    },
+)
+
+
+class TestCSVMerge(_TestCSVMerge):
+    @pytest.mark.xfail(reason="Schema generation not implemented", strict=True)
+    def test_tap_stream_record_schema_matches_transformed_catalog(self, stream: str):
+        super().test_tap_stream_record_schema_matches_transformed_catalog(stream)
+
+
+TestCSVOneStreamPerFile = get_tap_test_class(
+    tap_class=SampleTapCSV,
+    config={
+        "path": "fixtures/csv",
+        "read_mode": "one_stream_per_file",
+    },
+)
+
+
+class TestCSVOneStreamPerFile(TestCSVOneStreamPerFile):
+    @pytest.mark.xfail(reason="Schema generation not implemented", strict=True)
+    def test_tap_stream_record_schema_matches_transformed_catalog(self, stream: str):
+        super().test_tap_stream_record_schema_matches_transformed_catalog(stream)

From 7149be08d854f4a3cbff6e1c89e8463b015135e2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 07:12:03 -0600
Subject: [PATCH 15/49] chore(deps): bump pypa/gh-action-pypi-publish from
 1.10.1 to 1.10.2 in the actions group (#2682)

chore(deps): bump pypa/gh-action-pypi-publish in the actions group

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.1 to 1.10.2
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.2)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/release.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index df63a80aa..2c08df46e 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -65,7 +65,7 @@ jobs:
         name: Packages
         path: dist
     - name: Publish
-      uses: pypa/gh-action-pypi-publish@v1.10.1
+      uses: pypa/gh-action-pypi-publish@v1.10.2
 
   upload-to-release:
     name: Upload files to release

From 765a37841e8b1dcc454c53d65b3a46336a94691c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 23 Sep 2024 12:12:12 -0600
Subject: [PATCH 16/49] chore: Use a single session to handle authentication
 steps in DummyJSON (#2684)

---
 samples/sample_tap_dummy_json/tap_dummyjson/auth.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/samples/sample_tap_dummy_json/tap_dummyjson/auth.py b/samples/sample_tap_dummy_json/tap_dummyjson/auth.py
index 4f21f432f..613d9a7aa 100644
--- a/samples/sample_tap_dummy_json/tap_dummyjson/auth.py
+++ b/samples/sample_tap_dummy_json/tap_dummyjson/auth.py
@@ -20,6 +20,7 @@ def __init__(self, auth_url, refresh_token_url, username, password):
         self.refresh_token = None
 
         self.expires = 0
+        self.session = requests.Session()
 
     def __call__(self, request):
         if not self.refresh_token:
@@ -45,13 +46,13 @@ def _handle_response(self, response):
             response.raise_for_status()
 
         data = response.json()
-        self.token = data["token"]
+        self.token = data["accessToken"]
         self.refresh_token = data["refreshToken"]
         self.expires = time.time() + EXPIRES_IN_MINS * 60
         logger.info("Authenticated")
 
     def refresh(self):
-        response = requests.post(
+        response = self.session.post(
             self.refresh_token_url,
             json={
                 "refreshToken": self.refresh_token,
@@ -61,7 +62,7 @@ def refresh(self):
         self._handle_response(response)
 
     def auth(self):
-        response = requests.post(
+        response = self.session.post(
             self.auth_url,
             json={
                 "username": self.username,

From e997deb4f62a11718270c3159470406b4189b0d5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 23 Sep 2024 12:21:07 -0600
Subject: [PATCH 17/49] fix: A clear error message is now emitted when
 flattening is enable but `flattening_max_depth` is not set (#2683)

---
 singer_sdk/helpers/_flattening.py | 10 +++++++++-
 tests/core/test_flattening.py     | 15 ++++++++++++++-
 2 files changed, 23 insertions(+), 2 deletions(-)

diff --git a/singer_sdk/helpers/_flattening.py b/singer_sdk/helpers/_flattening.py
index 79ca50fdc..883d8a1a7 100644
--- a/singer_sdk/helpers/_flattening.py
+++ b/singer_sdk/helpers/_flattening.py
@@ -11,6 +11,7 @@
 import inflection
 
 from singer_sdk._singerlib.json import serialize_json
+from singer_sdk.exceptions import ConfigValidationError
 
 DEFAULT_FLATTENING_SEPARATOR = "__"
 
@@ -35,7 +36,14 @@ def get_flattening_options(
         A new FlatteningOptions object or None if flattening is disabled.
     """
     if plugin_config.get("flattening_enabled", False):
-        return FlatteningOptions(max_level=int(plugin_config["flattening_max_depth"]))
+        if (max_depth := plugin_config.get("flattening_max_depth")) is not None:
+            return FlatteningOptions(max_level=int(max_depth))
+
+        msg = "Flattening is misconfigured"
+        raise ConfigValidationError(
+            msg,
+            errors=["flattening_max_depth is required when flattening is enabled"],
+        )
 
     return None
 
diff --git a/tests/core/test_flattening.py b/tests/core/test_flattening.py
index 1e0466986..f56abc8be 100644
--- a/tests/core/test_flattening.py
+++ b/tests/core/test_flattening.py
@@ -2,7 +2,8 @@
 
 import pytest
 
-from singer_sdk.helpers._flattening import flatten_record
+from singer_sdk.exceptions import ConfigValidationError
+from singer_sdk.helpers._flattening import flatten_record, get_flattening_options
 
 
 @pytest.mark.parametrize(
@@ -72,3 +73,15 @@ def test_flatten_record(flattened_schema, max_level, expected):
         record, max_level=max_level, flattened_schema=flattened_schema
     )
     assert expected == result
+
+
+def test_get_flattening_options_missing_max_depth():
+    with pytest.raises(
+        ConfigValidationError, match="Flattening is misconfigured"
+    ) as exc:
+        get_flattening_options({"flattening_enabled": True})
+
+    assert (
+        exc.value.errors[0]
+        == "flattening_max_depth is required when flattening is enabled"
+    )

From 64bf58e1d38b27771e1a4b3701380fdda92a1534 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 16:36:24 -0600
Subject: [PATCH 18/49] chore: pre-commit autoupdate (#2685)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.5 → v0.6.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.5...v0.6.7)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 67348c734..b47ae9272 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -50,7 +50,7 @@ repos:
   - id: check-readthedocs
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.5
+  rev: v0.6.7
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]

From f1e81148177176b4424db00b16018cd4f447714a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Thu, 26 Sep 2024 12:40:13 -0600
Subject: [PATCH 19/49] refactor(templates): Drop support for Python 3.8 in
 templates (#2661)

---
 .../.github/workflows/test.yml                |  1 -
 .../{{cookiecutter.mapper_id}}/pyproject.toml |  5 ++--
 .../{{cookiecutter.mapper_id}}/tox.ini        |  4 +--
 .../{{cookiecutter.library_name}}/mapper.py   |  3 +--
 .../.github/workflows/test.yml                |  1 -
 .../{{cookiecutter.tap_id}}/pyproject.toml    |  5 ++--
 .../{{cookiecutter.tap_id}}/tox.ini           |  4 +--
 .../graphql-client.py                         |  6 ++---
 .../other-client.py                           |  6 ++---
 .../rest-client.py                            | 25 ++++++++-----------
 .../sql-client.py                             |  4 +--
 .../{{cookiecutter.library_name}}/streams.py  | 10 ++------
 .../.github/workflows/test.yml                |  1 -
 .../{{cookiecutter.target_id}}/pyproject.toml |  5 ++--
 .../{{cookiecutter.target_id}}/tox.ini        |  4 +--
 samples/sample_tap_dummy_json/pyproject.toml  |  9 +++----
 16 files changed, 37 insertions(+), 56 deletions(-)

diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
index 1399f9f8c..731c51a14 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
@@ -33,7 +33,6 @@ jobs:
       fail-fast: false
       matrix:
         python-version:
-        - "3.8"
         - "3.9"
         - "3.10"
         - "3.11"
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
index b397face4..40c8a9b17 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
@@ -16,7 +16,6 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
@@ -30,7 +29,7 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 singer-sdk = { version="~=0.40.0"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 
@@ -50,7 +49,7 @@ warn_unused_configs = true
 
 [tool.ruff]
 src = ["{{cookiecutter.library_name}}"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = [
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
index 6be1c116a..59d5dd083 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
+envlist = py{39,310,311,312}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
+envlist = py{39,310,311,312}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
index c8c3d23ec..8e6ea991e 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
@@ -3,14 +3,13 @@
 from __future__ import annotations
 
 import typing as t
-from typing import TYPE_CHECKING
 
 import singer_sdk.typing as th
 from singer_sdk import _singerlib as singer
 from singer_sdk.mapper import PluginMapper
 from singer_sdk.mapper_base import InlineMapper
 
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     from pathlib import PurePath
 
 
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
index 85aba9d26..f6f11b0e7 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
@@ -33,7 +33,6 @@ jobs:
       fail-fast: false
       matrix:
         python-version:
-        - "3.8"
         - "3.9"
         - "3.10"
         - "3.11"
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index 3037bcabf..4163251a1 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -15,7 +15,6 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
@@ -29,7 +28,7 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 importlib-resources = { version = "==6.4.*", python = "<3.9" }
 singer-sdk = { version="~=0.40.0", extras = [
     {%- if cookiecutter.auth_method == "JWT" -%}"jwt", {% endif -%}
@@ -65,7 +64,7 @@ plugins = "sqlmypy"
 
 [tool.ruff]
 src = ["{{cookiecutter.library_name}}"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = [
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
index 6be1c116a..59d5dd083 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
+envlist = py{39,310,311,312}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
+envlist = py{39,310,311,312}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py
index 4e878cb23..d1289efa4 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Iterable
+import typing as t
 
 import requests  # noqa: TCH002
 from singer_sdk.streams import {{ cookiecutter.stream_type }}Stream
@@ -12,7 +12,7 @@
 from {{ cookiecutter.library_name }}.auth import {{ cookiecutter.source_name }}Authenticator
 {%- endif %}
 
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     from singer_sdk.helpers.types import Context
 
 
@@ -54,7 +54,7 @@ def http_headers(self) -> dict:
 {%- endif %}
         return headers
 
-    def parse_response(self, response: requests.Response) -> Iterable[dict]:
+    def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
         """Parse the response and return an iterator of result records.
 
         Args:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py
index 1952579d7..bf7e2536d 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py
@@ -2,11 +2,11 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Iterable
+import typing as t
 
 from singer_sdk.streams import Stream
 
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     from singer_sdk.helpers.types import Context
 
 
@@ -16,7 +16,7 @@ class {{ cookiecutter.source_name }}Stream(Stream):
     def get_records(
         self,
         context: Context | None,  # noqa: ARG002
-    ) -> Iterable[dict]:
+    ) -> t.Iterable[dict]:
         """Return a generator of record-type dictionary objects.
 
         The optional `context` argument is used to identify a specific slice of the
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
index fb805ad55..c1aa634a5 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
@@ -2,11 +2,11 @@
 
 from __future__ import annotations
 
-import sys
-{%- if cookiecutter.auth_method in ("OAuth2", "JWT") %}
+import typing as t
+{% if cookiecutter.auth_method in ("OAuth2", "JWT") -%}
 from functools import cached_property
-{%- endif %}
-from typing import TYPE_CHECKING, Any, Iterable
+{% endif -%}
+from importlib import resources
 
 {% if cookiecutter.auth_method  == "API Key" -%}
 from singer_sdk.authenticators import APIKeyAuthenticator
@@ -40,12 +40,7 @@
 
 {% endif -%}
 
-if sys.version_info >= (3, 9):
-    import importlib.resources as importlib_resources
-else:
-    import importlib_resources
-
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     import requests
     {%- if cookiecutter.auth_method in ("OAuth2", "JWT") %}
     from singer_sdk.helpers.types import Auth, Context
@@ -55,7 +50,7 @@
 
 
 # TODO: Delete this is if not using json files for schema definition
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = resources.files(__package__) / "schemas"
 
 
 class {{ cookiecutter.source_name }}Stream({{ cookiecutter.stream_type }}Stream):
@@ -164,8 +159,8 @@ def get_new_paginator(self) -> BaseAPIPaginator:
     def get_url_params(
         self,
         context: Context | None,  # noqa: ARG002
-        next_page_token: Any | None,  # noqa: ANN401
-    ) -> dict[str, Any]:
+        next_page_token: t.Any | None,  # noqa: ANN401
+    ) -> dict[str, t.Any]:
         """Return a dictionary of values to be used in URL parameterization.
 
         Args:
@@ -186,7 +181,7 @@ def get_url_params(
     def prepare_request_payload(
         self,
         context: Context | None,  # noqa: ARG002
-        next_page_token: Any | None,  # noqa: ARG002, ANN401
+        next_page_token: t.Any | None,  # noqa: ARG002, ANN401
     ) -> dict | None:
         """Prepare the data payload for the REST API request.
 
@@ -202,7 +197,7 @@ def prepare_request_payload(
         # TODO: Delete this method if no payload is required. (Most REST APIs.)
         return None
 
-    def parse_response(self, response: requests.Response) -> Iterable[dict]:
+    def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
         """Parse the response and return an iterator of result records.
 
         Args:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py
index a34cee4d0..886b0d8f7 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py
@@ -5,7 +5,7 @@
 
 from __future__ import annotations
 
-from typing import Any, Iterable
+import typing as t
 
 import sqlalchemy  # noqa: TCH002
 from singer_sdk import SQLConnector, SQLStream
@@ -77,7 +77,7 @@ class {{ cookiecutter.source_name }}Stream(SQLStream):
 
     connector_class = {{ cookiecutter.source_name }}Connector
 
-    def get_records(self, partition: dict | None) -> Iterable[dict[str, Any]]:
+    def get_records(self, partition: dict | None) -> t.Iterable[dict[str, t.Any]]:
         """Return a generator of record-type dictionary objects.
 
         Developers may optionally add custom logic before calling the default
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
index 69c955e6f..6e296a259 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
@@ -2,21 +2,15 @@
 
 from __future__ import annotations
 
-import sys
 import typing as t
+from importlib import resources
 
 from singer_sdk import typing as th  # JSON Schema typing helpers
 
 from {{ cookiecutter.library_name }}.client import {{ cookiecutter.source_name }}Stream
 
-if sys.version_info >= (3, 9):
-    import importlib.resources as importlib_resources
-else:
-    import importlib_resources
-
-
 # TODO: Delete this is if not using json files for schema definition
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = resources.files(__package__) / "schemas"
 
 
 {%- if cookiecutter.stream_type == "GraphQL" %}
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
index 2ed7a8bc5..c5baeaa0f 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
@@ -33,7 +33,6 @@ jobs:
       fail-fast: false
       matrix:
         python-version:
-        - "3.8"
         - "3.9"
         - "3.10"
         - "3.11"
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
index 42d71ae99..0ede63ffb 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
@@ -15,7 +15,6 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
@@ -29,7 +28,7 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 singer-sdk = { version="~=0.40.0"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 {%- if cookiecutter.serialization_method != "SQL" %}
@@ -52,7 +51,7 @@ warn_unused_configs = true
 
 [tool.ruff]
 src = ["{{cookiecutter.library_name}}"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = [
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
index 6be1c116a..59d5dd083 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
+envlist = py{39,310,311,312}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
+envlist = py{39,310,311,312}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/samples/sample_tap_dummy_json/pyproject.toml b/samples/sample_tap_dummy_json/pyproject.toml
index 1263b3ca4..c72347748 100644
--- a/samples/sample_tap_dummy_json/pyproject.toml
+++ b/samples/sample_tap_dummy_json/pyproject.toml
@@ -11,7 +11,6 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
@@ -20,13 +19,13 @@ classifiers = [
 license = "Apache-2.0"
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 requests = "~=2.32.3"
-singer-sdk = { version="~=0.38.0", extras = [] }
+singer-sdk = {path = "../..", develop = true}
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8"
-singer-sdk = { version="~=0.38.0", extras = ["testing"] }
+singer-sdk = {path = "../..", develop = true, extras = ["testing"]}
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
@@ -36,7 +35,7 @@ python_version = "3.12"
 warn_unused_configs = true
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]

From f49f25b1cd530c01d885c50ffac9656ae4ea9c9a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 30 Sep 2024 07:34:07 -0600
Subject: [PATCH 20/49] chore(deps): bump faker from 28.4.1 to 30.0.0 (#2691)

Bumps [faker](https://github.com/joke2k/faker) from 28.4.1 to 30.0.0.
- [Release notes](https://github.com/joke2k/faker/releases)
- [Changelog](https://github.com/joke2k/faker/blob/master/CHANGELOG.md)
- [Commits](https://github.com/joke2k/faker/compare/v28.4.1...v30.0.0)

---
updated-dependencies:
- dependency-name: faker
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 poetry.lock | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 28180d0a3..571d03f41 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -684,13 +684,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faker"
-version = "28.4.1"
+version = "30.0.0"
 description = "Faker is a Python package that generates fake data for you."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "Faker-28.4.1-py3-none-any.whl", hash = "sha256:e59c01d1e8b8e20a83255ab8232c143cb2af3b4f5ab6a3f5ce495f385ad8ab4c"},
-    {file = "faker-28.4.1.tar.gz", hash = "sha256:4294d169255a045990720d6f3fa4134b764a4cdf46ef0d3c7553d2506f1adaa1"},
+    {file = "Faker-30.0.0-py3-none-any.whl", hash = "sha256:f0a60009150736c1c033bea31aa19ae63071c9dcf10adfaf9f1a87a3add84bc8"},
+    {file = "faker-30.0.0.tar.gz", hash = "sha256:bf0207af5777950054a2a3b43f4b5bdc33b585918d2b28f1dab52ac0ffe2bac0"},
 ]
 
 [package.dependencies]

From 56b496f50f46ee31c202f6ceb9ec57060843ffbb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 30 Sep 2024 09:06:54 -0600
Subject: [PATCH 21/49] chore(deps-dev): bump duckdb from 1.1.0 to 1.1.1 in the
 development-dependencies group (#2690)

chore(deps-dev): bump duckdb in the development-dependencies group

Bumps the development-dependencies group with 1 update: [duckdb](https://github.com/duckdb/duckdb).


Updates `duckdb` from 1.1.0 to 1.1.1
- [Release notes](https://github.com/duckdb/duckdb/releases)
- [Changelog](https://github.com/duckdb/duckdb/blob/main/tools/release-pip.py)
- [Commits](https://github.com/duckdb/duckdb/compare/v1.1.0...v1.1.1)

---
updated-dependencies:
- dependency-name: duckdb
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: development-dependencies
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 poetry.lock | 100 ++++++++++++++++++++++++++++------------------------
 1 file changed, 53 insertions(+), 47 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 571d03f41..68a5d81a4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -599,57 +599,63 @@ files = [
 
 [[package]]
 name = "duckdb"
-version = "1.1.0"
+version = "1.1.1"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "duckdb-1.1.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:5e4cbc408e6e41146dea89b9044dae7356e353db0c96b183e5583ee02bc6ae5d"},
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+    {file = "duckdb-1.1.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:402a42b992227ebb371a48681ce71b6d1c0661385454b269e6aa379f77a8a83a"},
+    {file = "duckdb-1.1.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a182d3cbf2e352aaddf392887331bbac460c473cbd55c65d6b6121ef7b43f174"},
+    {file = "duckdb-1.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:fafc7d1ec4401787597a5f983d4ef8a9b0638f31e1674a458c57383911166f27"},
+    {file = "duckdb-1.1.1.tar.gz", hash = "sha256:74fb07c1334a73e0ead1b0a03646d349921dac655762d916c8e45194c8218d30"},
 ]
 
 [[package]]

From 524a56d65340f188c32d4205698f12fa292e1523 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 30 Sep 2024 16:52:26 -0600
Subject: [PATCH 22/49] chore: pre-commit autoupdate (#2693)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/python-jsonschema/check-jsonschema: 0.29.2 → 0.29.3](https://github.com/python-jsonschema/check-jsonschema/compare/0.29.2...0.29.3)
- [github.com/astral-sh/ruff-pre-commit: v0.6.7 → v0.6.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.7...v0.6.8)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b47ae9272..4acaba7b9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -43,14 +43,14 @@ repos:
         )$
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.2
+  rev: 0.29.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
   - id: check-readthedocs
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.7
+  rev: v0.6.8
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]

From a4a071fd2b74a4aa02a7485b5ebe13511c7f8708 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 2 Oct 2024 12:48:58 -0600
Subject: [PATCH 23/49] packaging(templates): Remove unused backport
 `importlib_resources` dependency in tap template (#2694)

---
 cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index 4163251a1..49abd849d 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -29,7 +29,6 @@ packages = [
 
 [tool.poetry.dependencies]
 python = ">=3.9"
-importlib-resources = { version = "==6.4.*", python = "<3.9" }
 singer-sdk = { version="~=0.40.0", extras = [
     {%- if cookiecutter.auth_method == "JWT" -%}"jwt", {% endif -%}
     {%- if cookiecutter.faker_extra -%}"faker",{%- endif -%}

From 5c68b09fb7ddc41296f14d499fe408de7d30a1d7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 2 Oct 2024 13:56:09 -0600
Subject: [PATCH 24/49] refactor(templates): Update dependencies in templates
 (#2695)

* refactor(templates): Update dependencies in templates

* Simpler Ruff config
---
 .../.github/workflows/build.yml               |  2 +-
 .../.github/workflows/test.yml                |  5 +++--
 .../.pre-commit-config.yaml                   |  4 ++--
 .../{{cookiecutter.mapper_id}}/pyproject.toml |  6 +-----
 .../{{cookiecutter.mapper_id}}/tox.ini        | 19 ++++++-------------
 .../.github/workflows/build.yml               |  2 +-
 .../.github/workflows/test.yml                |  5 +++--
 .../.pre-commit-config.yaml                   |  4 ++--
 .../{{cookiecutter.tap_id}}/README.md         |  2 +-
 .../{{cookiecutter.tap_id}}/pyproject.toml    |  6 +-----
 .../{{cookiecutter.tap_id}}/tox.ini           | 19 ++++++-------------
 .../.github/workflows/build.yml               |  2 +-
 .../.github/workflows/test.yml                |  5 +++--
 .../.pre-commit-config.yaml                   |  4 ++--
 .../{{cookiecutter.target_id}}/pyproject.toml |  6 +-----
 .../{{cookiecutter.target_id}}/tox.ini        | 19 ++++++-------------
 16 files changed, 40 insertions(+), 70 deletions(-)

diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml
index f9503baf6..425f733a6 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml
@@ -42,4 +42,4 @@ jobs:
     - name: Publish
       ## TODO: create a trusted publisher on PyPI
       ## https://docs.pypi.org/trusted-publishers/
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.10.2
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
index 731c51a14..929567e8c 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
@@ -24,11 +24,12 @@ on:
     - tox.ini
   workflow_dispatch:
 
+env:
+  FORCE_COLOR: 1
+
 jobs:
   pytest:
     runs-on: ubuntu-latest
-    env:
-      GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       fail-fast: false
       matrix:
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
index 9e35a5cbe..58f0f5b0e 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
@@ -18,13 +18,13 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.2
+  rev: 0.29.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.4
+  rev: v0.6.8
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
index 40c8a9b17..7214c8c25 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
@@ -48,7 +48,6 @@ python_version = "3.12"
 warn_unused_configs = true
 
 [tool.ruff]
-src = ["{{cookiecutter.library_name}}"]
 target-version = "py39"
 
 [tool.ruff.lint]
@@ -63,14 +62,11 @@ select = ["ALL"]
 [tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.lint.isort]
-known-first-party = ["{{cookiecutter.library_name}}"]
-
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
index 59d5dd083..fb5b1cf87 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
@@ -1,19 +1,12 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{39,310,311,312}
-isolated_build = true
+envlist = py3{9,10,11,12}
+requires =
+    tox>=4.19
 
 [testenv]
-allowlist_externals = poetry
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py{39,310,311,312}
-commands =
-    poetry install -v
-    poetry run pytest
+    pytest {posargs}
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml
index f9503baf6..425f733a6 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml
@@ -42,4 +42,4 @@ jobs:
     - name: Publish
       ## TODO: create a trusted publisher on PyPI
       ## https://docs.pypi.org/trusted-publishers/
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.10.2
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
index f6f11b0e7..d8772f156 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
@@ -24,11 +24,12 @@ on:
     - tox.ini
   workflow_dispatch:
 
+env:
+  FORCE_COLOR: 1
+
 jobs:
   pytest:
     runs-on: ubuntu-latest
-    env:
-      GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       fail-fast: false
       matrix:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
index 45093ce09..4acde2515 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
@@ -18,13 +18,13 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.2
+  rev: 0.29.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.4
+  rev: v0.6.8
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md
index 0454d048c..2136340ef 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md
@@ -122,7 +122,7 @@ Now you can test and orchestrate using Meltano:
 # Test invocation:
 meltano invoke {{ cookiecutter.tap_id }} --version
 # OR run a test `elt` pipeline:
-meltano elt {{ cookiecutter.tap_id }} target-jsonl
+meltano run {{ cookiecutter.tap_id }} target-jsonl
 ```
 
 ### SDK Dev Guide
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index 49abd849d..05454067a 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -62,7 +62,6 @@ plugins = "sqlmypy"
 {%- endif %}
 
 [tool.ruff]
-src = ["{{cookiecutter.library_name}}"]
 target-version = "py39"
 
 [tool.ruff.lint]
@@ -77,14 +76,11 @@ select = ["ALL"]
 [tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.lint.isort]
-known-first-party = ["{{cookiecutter.library_name}}"]
-
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
index 59d5dd083..fb5b1cf87 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
@@ -1,19 +1,12 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{39,310,311,312}
-isolated_build = true
+envlist = py3{9,10,11,12}
+requires =
+    tox>=4.19
 
 [testenv]
-allowlist_externals = poetry
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py{39,310,311,312}
-commands =
-    poetry install -v
-    poetry run pytest
+    pytest {posargs}
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml
index f9503baf6..425f733a6 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml
@@ -42,4 +42,4 @@ jobs:
     - name: Publish
       ## TODO: create a trusted publisher on PyPI
       ## https://docs.pypi.org/trusted-publishers/
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.10.2
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
index c5baeaa0f..01362f096 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
@@ -24,11 +24,12 @@ on:
     - tox.ini
   workflow_dispatch:
 
+env:
+  FORCE_COLOR: 1
+
 jobs:
   pytest:
     runs-on: ubuntu-latest
-    env:
-      GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       fail-fast: false
       matrix:
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
index ee72f1515..13e74461c 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
@@ -18,13 +18,13 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.2
+  rev: 0.29.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.4
+  rev: v0.6.8
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
index 0ede63ffb..8fd9baf44 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
@@ -50,7 +50,6 @@ python_version = "3.12"
 warn_unused_configs = true
 
 [tool.ruff]
-src = ["{{cookiecutter.library_name}}"]
 target-version = "py39"
 
 [tool.ruff.lint]
@@ -65,14 +64,11 @@ select = ["ALL"]
 [tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.lint.isort]
-known-first-party = ["{{cookiecutter.library_name}}"]
-
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
index 59d5dd083..fb5b1cf87 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
@@ -1,19 +1,12 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{39,310,311,312}
-isolated_build = true
+envlist = py3{9,10,11,12}
+requires =
+    tox>=4.19
 
 [testenv]
-allowlist_externals = poetry
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py{39,310,311,312}
-commands =
-    poetry install -v
-    poetry run pytest
+    pytest {posargs}

From 1442536f47ac83fc4b76ab8dd559b7bebebb734b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 2 Oct 2024 14:13:23 -0600
Subject: [PATCH 25/49] refactor: Added a generic `FileStream` (still in active
 development!) (#2654)

* Initial impl

* Implement a simple local file and directory

* Fix types

* Fix order

* Creation and modification time

* Implement S3 file and directory

* Implement filesystem root

* Read bytes

* Use a different caching approach

* Deptry DEP001

* Change S3 list_contents implementation

* Add boto3 as an extra dep

* Simpler interface

* Use fsspec

* Start abstracting away a `FileStream`

* Move implementation upstream

* Use preferred fsspec abstraction

* Use fsspec to list directory contents

* Test incremental extraction

* Fix types

* Clean up

* Increase coverage

* Move tap logic upstream

* Fix imports

* Add no cover comment

* Configure filesystem name

* Update settings docs

* CSV-specific settings

* Test custom delimiter

* Implement schema discovery

* Add pragma: no cover

* Move ReadMode

* Implement FTP and SFTP configurations

* Make deptry happy

* Link to docs

* Update pyproject.toml

* Implement primary keys
---
 fixtures/csv/customers.csv                | 2002 ++++++++++-----------
 fixtures/csv/employees.csv                |  102 +-
 poetry.lock                               |  863 ++++++++-
 pyproject.toml                            |   18 +-
 samples/sample_tap_csv/client.py          |  107 +-
 samples/sample_tap_csv/sample_tap_csv.py  |  110 +-
 singer_sdk/contrib/filesystem/__init__.py |    8 +
 singer_sdk/contrib/filesystem/config.py   |   99 +
 singer_sdk/contrib/filesystem/stream.py   |  141 ++
 singer_sdk/contrib/filesystem/tap.py      |  193 ++
 singer_sdk/streams/core.py                |    6 +-
 tests/samples/test_tap_csv.py             |   67 +-
 12 files changed, 2468 insertions(+), 1248 deletions(-)
 create mode 100644 singer_sdk/contrib/filesystem/__init__.py
 create mode 100644 singer_sdk/contrib/filesystem/config.py
 create mode 100644 singer_sdk/contrib/filesystem/stream.py
 create mode 100644 singer_sdk/contrib/filesystem/tap.py

diff --git a/fixtures/csv/customers.csv b/fixtures/csv/customers.csv
index 6de28da5d..57d8d2953 100644
--- a/fixtures/csv/customers.csv
+++ b/fixtures/csv/customers.csv
@@ -1,1001 +1,1001 @@
-id,first_name,last_name,email,ip_address
-1,Ethe,Book,ebook0@twitter.com,67.61.243.220
-2,Myranda,Tire,mtire1@vkontakte.ru,151.194.73.229
-3,Remus,Dorian,rdorian2@twitpic.com,204.220.73.121
-4,Stesha,Suddock,ssuddock3@ycombinator.com,113.182.132.211
-5,Serge,Daws,sdaws4@usgs.gov,111.173.74.111
-6,Ettie,Maddison,emaddison5@fastcompany.com,35.1.210.212
-7,Giffy,Biernat,gbiernat6@fastcompany.com,52.23.72.93
-8,Vitoria,Ommundsen,vommundsen7@narod.ru,94.239.171.99
-9,Mirella,Wisden,mwisden8@homestead.com,104.209.4.89
-10,Ami,Santus,asantus9@archive.org,235.3.35.99
-11,Otto,Hursthouse,ohursthousea@wordpress.com,84.230.160.212
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-13,Doreen,Loyndon,dloyndonc@columbia.edu,154.58.216.20
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-16,Ira,Allmann,iallmannf@ucoz.com,209.175.60.153
-17,Silvester,Siseland,ssiselandg@smh.com.au,5.12.55.221
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-19,Rianon,Wansbury,rwansburyi@marketwatch.com,250.153.130.70
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-21,Ofelia,Meriet,omerietk@domainmarket.com,118.193.26.70
-22,Minta,Du Fray,mdufrayl@cmu.edu,224.152.143.125
-23,Baillie,McDougal,bmcdougalm@dagondesign.com,118.36.198.87
-24,Dunstan,Schimpke,dschimpken@nih.gov,39.137.225.135
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-26,Cyrillus,Lakin,clakinp@indiegogo.com,154.155.120.48
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-28,Brod,Besse,bbesser@taobao.com,62.50.230.144
-29,Edie,Corderoy,ecorderoys@nationalgeographic.com,57.217.190.44
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-31,Burnaby,Claridge,bclaridgeu@mapy.cz,139.27.7.79
-32,Cam,Kieff,ckieffv@skyrock.com,135.73.189.82
-33,Cathi,Rolstone,crolstonew@biglobe.ne.jp,251.171.34.73
-34,Henrieta,Beastall,hbeastallx@state.gov,116.208.99.100
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-36,Mildred,Durtnal,mdurtnalz@psu.edu,39.190.64.147
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-43,Desmond,Aynold,daynold16@zdnet.com,2.133.82.174
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-280,Alli,Di Franceschi,adifranceschi7r@reference.com,10.163.229.86
-281,Noelyn,Juleff,njuleff7s@vk.com,87.159.235.164
-282,Gay,Derham,gderham7t@soundcloud.com,32.46.181.78
-283,Evvy,Burkill,eburkill7u@phoca.cz,5.177.33.95
-284,Nobe,Fery,nfery7v@berkeley.edu,124.14.138.141
-285,Carey,Lockner,clockner7w@infoseek.co.jp,236.98.79.192
-286,Patrice,De Lorenzo,pdelorenzo7x@epa.gov,59.104.71.225
-287,Norine,Costigan,ncostigan7y@blogspot.com,33.34.125.123
-288,Eveline,Hutable,ehutable7z@alexa.com,83.232.125.97
-289,Mackenzie,Sholem,msholem80@wired.com,66.232.214.142
-290,Ardelia,Gammage,agammage81@lycos.com,81.47.84.39
-291,Hakim,Pestricke,hpestricke82@sciencedirect.com,6.211.189.173
-292,Alphonso,Lazarus,alazarus83@lulu.com,9.143.238.133
-293,Fred,Broxton,fbroxton84@studiopress.com,200.196.89.145
-294,Florencia,Bilt,fbilt85@bloomberg.com,126.140.143.159
-295,Tanner,Blumfield,tblumfield86@thetimes.co.uk,177.202.37.42
-296,Phil,Duplan,pduplan87@networkadvertising.org,78.98.30.138
-297,Marty,Rother,mrother88@reuters.com,92.189.95.115
-298,Carree,Oxford,coxford89@deliciousdays.com,150.176.219.1
-299,Carolynn,Drance,cdrance8a@fotki.com,186.44.48.162
-300,Yoko,Perree,yperree8b@hibu.com,142.63.125.237
-301,Phyllis,Jikovsky,pjikovsky8c@independent.co.uk,7.3.177.62
-302,Blinny,Scatchard,bscatchard8d@blogtalkradio.com,126.130.223.95
-303,Tracey,Aharoni,taharoni8e@ustream.tv,248.64.74.236
-304,Bernadina,Freeburn,bfreeburn8f@amazon.co.uk,19.69.151.159
-305,Stacee,Feeham,sfeeham8g@aol.com,43.191.101.169
-306,Josy,Ridgedell,jridgedell8h@apache.org,30.31.250.117
-307,Hiram,Willgrass,hwillgrass8i@symantec.com,80.128.69.234
-308,Yalonda,Laxtonne,ylaxtonne8j@livejournal.com,133.181.128.162
-309,Tiebout,Kupper,tkupper8k@reuters.com,204.104.124.81
-310,Marian,Gutch,mgutch8l@zdnet.com,129.56.44.92
-311,Justis,Charlesworth,jcharlesworth8m@t.co,127.92.113.240
-312,Jacquelynn,Glass,jglass8n@behance.net,7.101.43.182
-313,Mayor,Husband,mhusband8o@upenn.edu,3.1.193.229
-314,Kev,Hubbold,khubbold8p@flavors.me,70.50.10.83
-315,Horatius,Trudgion,htrudgion8q@shareasale.com,151.227.23.28
-316,Myrtia,Cordes,mcordes8r@globo.com,218.202.183.118
-317,Reagen,Lapre,rlapre8s@cyberchimps.com,132.173.255.42
-318,Guy,Osgardby,gosgardby8t@baidu.com,119.67.94.65
-319,Jori,Arrault,jarrault8u@zimbio.com,59.21.94.35
-320,Hill,Crampsey,hcrampsey8v@ebay.co.uk,3.170.10.72
-321,Jo ann,Francom,jfrancom8w@multiply.com,111.249.41.24
-322,Clive,Frascone,cfrascone8x@goo.ne.jp,181.191.42.104
-323,Carl,Charer,ccharer8y@ask.com,253.185.128.82
-324,Margarita,Pledger,mpledger8z@globo.com,251.58.128.251
-325,Mord,Matthessen,mmatthessen90@about.me,207.59.70.244
-326,Rina,Osbiston,rosbiston91@ameblo.jp,34.153.172.87
-327,Alexina,Stuchbery,astuchbery92@vimeo.com,4.254.53.179
-328,Duncan,Perford,dperford93@fda.gov,130.47.86.144
-329,Glynnis,Yarrington,gyarrington94@loc.gov,8.136.79.187
-330,Paige,Filippi,pfilippi95@symantec.com,31.136.6.109
-331,Almire,Curnokk,acurnokk96@ca.gov,161.194.173.84
-332,Helena,Andreacci,handreacci97@chron.com,249.232.236.206
-333,Berti,Fearfull,bfearfull98@over-blog.com,210.247.197.92
-334,Lula,Joburn,ljoburn99@people.com.cn,119.56.63.228
-335,Urson,Chown,uchown9a@ycombinator.com,221.93.156.233
-336,Morlee,Myhill,mmyhill9b@ehow.com,93.75.196.247
-337,Glynda,Kayley,gkayley9c@examiner.com,160.84.170.80
-338,Vally,Eslinger,veslinger9d@boston.com,174.164.207.3
-339,Edouard,Schubart,eschubart9e@cornell.edu,7.23.150.142
-340,Dollie,Hargerie,dhargerie9f@yahoo.com,13.176.70.32
-341,Raphaela,Hasluck,rhasluck9g@cdbaby.com,255.251.180.175
-342,Fransisco,Szabo,fszabo9h@goodreads.com,159.114.236.220
-343,Quinn,Mordie,qmordie9i@marketwatch.com,32.14.40.214
-344,Nicoline,Behrens,nbehrens9j@posterous.com,130.8.213.242
-345,Vito,Bromby,vbromby9k@bloglovin.com,56.34.49.131
-346,Horacio,Tremberth,htremberth9l@ocn.ne.jp,148.195.78.183
-347,Heidie,Sawle,hsawle9m@1688.com,14.87.253.125
-348,Mina,Delph,mdelph9n@gravatar.com,3.44.2.51
-349,Jennie,Gerleit,jgerleit9o@cpanel.net,144.194.96.157
-350,Nelie,Ault,nault9p@tmall.com,132.215.199.16
-351,Myrtle,Casely,mcasely9q@angelfire.com,17.12.205.133
-352,Ashli,Gristwood,agristwood9r@studiopress.com,91.212.98.169
-353,Armstrong,Libermore,alibermore9s@nhs.uk,176.56.230.231
-354,Paule,Sprowson,psprowson9t@google.de,162.67.240.94
-355,Donovan,Pearlman,dpearlman9u@cargocollective.com,158.54.166.121
-356,Isabeau,Goranov,igoranov9v@smugmug.com,239.137.92.63
-357,Zeb,Shane,zshane9w@eepurl.com,30.4.128.139
-358,Kaitlin,Bladon,kbladon9x@nhs.uk,98.41.113.137
-359,Georgie,Westmancoat,gwestmancoat9y@eepurl.com,107.62.32.180
-360,Laraine,Jaumet,ljaumet9z@mac.com,101.140.100.140
-361,Artemis,Flannigan,aflannigana0@nyu.edu,163.59.229.174
-362,Kalvin,Cortin,kcortina1@microsoft.com,227.69.2.127
-363,Gavin,Hassell,ghassella2@google.it,149.135.149.206
-364,Gabbi,Widger,gwidgera3@salon.com,73.191.239.172
-365,Huntlee,Cummings,hcummingsa4@amazon.de,95.213.192.155
-366,Dora,Carlisi,dcarlisia5@histats.com,33.241.105.150
-367,Stefa,Langsdon,slangsdona6@ycombinator.com,166.197.172.22
-368,Grier,Kennealy,gkennealya7@phoca.cz,215.124.143.143
-369,Othilia,Gulvin,ogulvina8@theatlantic.com,1.181.101.218
-370,Ax,Gulk,agulka9@facebook.com,109.220.189.0
-371,Pedro,Roncelli,proncelliaa@addthis.com,220.105.19.192
-372,Sara-ann,Utteridge,sutteridgeab@slideshare.net,122.105.134.161
-373,Enoch,Shepcutt,eshepcuttac@cafepress.com,134.95.17.100
-374,Elsie,Peasegood,epeasegoodad@bing.com,148.53.172.79
-375,Esme,Mallock,emallockae@simplemachines.org,78.203.230.34
-376,Thalia,MacNally,tmacnallyaf@craigslist.org,219.198.35.102
-377,Hartley,Zoane,hzoaneag@canalblog.com,216.237.105.88
-378,Thorsten,Samett,tsamettah@histats.com,207.219.108.26
-379,Whitby,Pattini,wpattiniai@cbslocal.com,207.82.202.30
-380,Drugi,Robson,drobsonaj@networksolutions.com,23.89.17.112
-381,Myron,Cape,mcapeak@csmonitor.com,66.250.132.88
-382,Jehu,Navarre,jnavarreal@shareasale.com,199.29.252.132
-383,Gerty,Shavel,gshavelam@ning.com,23.147.185.39
-384,Orbadiah,Baughen,obaughenan@goo.ne.jp,27.220.204.144
-385,Danell,Dinneen,ddinneenao@merriam-webster.com,117.86.100.127
-386,Craggie,Winson,cwinsonap@hatena.ne.jp,160.85.146.160
-387,Andonis,MacGille,amacgilleaq@wired.com,48.14.157.131
-388,Claudine,Box,cboxar@etsy.com,187.54.28.196
-389,Igor,Jacox,ijacoxas@slate.com,179.246.14.189
-390,Leeland,Ingleton,lingletonat@umich.edu,201.181.2.90
-391,Wilma,Sybry,wsybryau@economist.com,150.96.210.188
-392,Sherwin,Schapiro,sschapiroav@ox.ac.uk,159.218.191.196
-393,Jeannie,Innes,jinnesaw@ocn.ne.jp,35.94.133.115
-394,Barbra,Jeschner,bjeschnerax@home.pl,120.115.31.214
-395,Dasie,Ludlam,dludlamay@usa.gov,197.60.159.215
-396,Cleo,Franz,cfranzaz@cafepress.com,10.4.172.62
-397,Sascha,Seelbach,sseelbachb0@constantcontact.com,26.24.82.168
-398,Nissy,Hallahan,nhallahanb1@csmonitor.com,98.190.108.251
-399,Boote,Stemp,bstempb2@cnn.com,128.253.30.32
-400,Markos,Bertram,mbertramb3@behance.net,128.15.252.63
-401,Flor,Paramore,fparamoreb4@ow.ly,164.46.95.215
-402,Harman,Minthorpe,hminthorpeb5@wikipedia.org,48.203.63.31
-403,Neilla,Goggey,ngoggeyb6@reverbnation.com,56.67.211.58
-404,Allin,Noddings,anoddingsb7@globo.com,208.31.112.60
-405,Cassi,Roles,crolesb8@people.com.cn,119.237.74.26
-406,Zuzana,Cliss,zclissb9@guardian.co.uk,89.132.183.2
-407,Margo,Pendreigh,mpendreighba@forbes.com,198.114.121.203
-408,Yehudi,Arnecke,yarneckebb@wix.com,41.171.29.12
-409,Caye,Geering,cgeeringbc@nsw.gov.au,60.107.73.28
-410,Jess,Pattini,jpattinibd@utexas.edu,110.17.160.73
-411,Olvan,Blackleech,oblackleechbe@rambler.ru,183.228.3.230
-412,Heidie,Piegrome,hpiegromebf@soundcloud.com,10.219.76.120
-413,Annmaria,Sandom,asandombg@disqus.com,252.217.161.38
-414,Nollie,Friary,nfriarybh@drupal.org,173.208.66.240
-415,Krystyna,Skitch,kskitchbi@newsvine.com,248.227.29.64
-416,Lanna,Banfill,lbanfillbj@ycombinator.com,52.61.113.79
-417,Antoine,Skuse,askusebk@github.com,254.163.19.172
-418,Janith,Kingsland,jkingslandbl@digg.com,252.188.219.179
-419,Malory,Neller,mnellerbm@soundcloud.com,123.70.66.220
-420,Rutherford,Goodwin,rgoodwinbn@springer.com,62.186.229.16
-421,Felita,Fleckney,ffleckneybo@zimbio.com,6.46.133.160
-422,Gratia,Van Arsdale,gvanarsdalebp@cargocollective.com,122.147.178.146
-423,Madeleine,Angrick,mangrickbq@kickstarter.com,70.196.180.152
-424,Rurik,Bernakiewicz,rbernakiewiczbr@lycos.com,30.160.101.66
-425,Ferdinande,Tinline,ftinlinebs@last.fm,181.249.213.202
-426,Kenyon,Branigan,kbraniganbt@imageshack.us,204.176.54.190
-427,Arley,Cursey,acurseybu@latimes.com,17.58.82.43
-428,Abramo,Crossingham,acrossinghambv@myspace.com,192.236.31.231
-429,Sayres,Risso,srissobw@theglobeandmail.com,115.236.192.45
-430,Andrew,Horwell,ahorwellbx@blinklist.com,110.235.15.207
-431,Loella,Hegden,lhegdenby@biglobe.ne.jp,177.37.227.253
-432,Gerek,Barrass,gbarrassbz@people.com.cn,80.202.217.115
-433,Pace,Wickstead,pwicksteadc0@state.gov,68.139.125.142
-434,Thedrick,Took,ttookc1@rakuten.co.jp,233.204.174.146
-435,Venita,Trotter,vtrotterc2@indiegogo.com,147.116.118.189
-436,Carmencita,Motto,cmottoc3@123-reg.co.uk,132.48.107.69
-437,Marion,Fortie,mfortiec4@ebay.com,254.15.201.135
-438,Lorrie,Borlease,lborleasec5@sfgate.com,216.74.2.87
-439,Iormina,Jaycox,ijaycoxc6@so-net.ne.jp,156.105.28.5
-440,Ollie,Siggens,osiggensc7@gravatar.com,170.190.165.81
-441,Jeniffer,Klimentov,jklimentovc8@storify.com,22.231.192.37
-442,Giulietta,Sloss,gslossc9@dagondesign.com,70.103.164.246
-443,Dirk,Oldacres,doldacresca@technorati.com,153.82.103.2
-444,Thane,Klimke,tklimkecb@people.com.cn,51.39.234.210
-445,Dalston,Wakelam,dwakelamcc@usa.gov,83.197.236.115
-446,Robyn,Topham,rtophamcd@sourceforge.net,42.178.182.2
-447,Jamima,Donaghie,jdonaghiece@mysql.com,203.43.208.108
-448,Shanta,Whatman,swhatmancf@purevolume.com,149.93.188.6
-449,Caroline,Gorries,cgorriescg@123-reg.co.uk,82.137.166.26
-450,Filmore,De Beauchamp,fdebeauchampch@sfgate.com,214.41.248.185
-451,Lila,Coltman,lcoltmanci@craigslist.org,31.70.118.118
-452,Elijah,Mackinder,emackindercj@digg.com,110.87.4.138
-453,Bunny,Rudledge,brudledgeck@cnbc.com,121.99.176.158
-454,Rebeca,Stienton,rstientoncl@macromedia.com,125.55.195.206
-455,Dalston,Rubinowitch,drubinowitchcm@sakura.ne.jp,220.145.118.199
-456,Feodor,Gosland,fgoslandcn@narod.ru,0.103.87.144
-457,Isak,Attock,iattockco@mediafire.com,48.129.121.205
-458,Kathleen,Venes,kvenescp@hhs.gov,71.224.38.76
-459,Lucille,Jodrellec,ljodrelleccq@topsy.com,228.24.118.202
-460,Fernanda,Trill,ftrillcr@furl.net,44.61.125.200
-461,Harley,Masterson,hmastersoncs@newyorker.com,252.69.52.235
-462,Lazar,Lightman,llightmanct@github.com,146.200.165.16
-463,Haskell,Abbis,habbiscu@google.cn,152.228.9.168
-464,Hurley,Midford,hmidfordcv@sbwire.com,129.151.32.245
-465,Jemimah,Pressey,jpresseycw@a8.net,183.62.242.244
-466,Carrissa,Friary,cfriarycx@google.it,92.55.177.71
-467,Maryanna,Paulsen,mpaulsency@nationalgeographic.com,181.209.180.227
-468,Giraud,Gronav,ggronavcz@taobao.com,105.213.114.225
-469,Chancey,Pettifer,cpettiferd0@sohu.com,130.9.209.119
-470,Frannie,Gloyens,fgloyensd1@redcross.org,19.191.0.75
-471,Jasen,Costock,jcostockd2@about.me,87.179.47.67
-472,Welch,Tomaszczyk,wtomaszczykd3@blogger.com,38.44.135.32
-473,Luciano,Mc Meekin,lmcmeekind4@comcast.net,254.164.180.49
-474,Del,Hentzer,dhentzerd5@skyrock.com,230.94.237.132
-475,Gretel,Vassman,gvassmand6@about.me,182.239.129.59
-476,Milty,Reicharz,mreicharzd7@mozilla.com,199.208.140.143
-477,Whitney,Sendall,wsendalld8@edublogs.org,76.27.135.149
-478,Tim,Glison,tglisond9@usgs.gov,46.203.89.135
-479,Maurice,Blooman,mbloomanda@senate.gov,120.94.254.9
-480,Ysabel,Eagles,yeaglesdb@oakley.com,223.168.236.122
-481,Nicolle,Menci,nmencidc@fema.gov,14.67.226.38
-482,Agnes,Shutte,ashuttedd@xinhuanet.com,71.215.246.206
-483,Emlynn,Calder,ecalderde@mail.ru,139.138.245.83
-484,Jorry,Kedslie,jkedsliedf@mozilla.org,87.35.218.149
-485,Manuel,Downey,mdowneydg@walmart.com,89.51.120.229
-486,Caro,Ambrosio,cambrosiodh@addthis.com,85.126.54.39
-487,Welch,Yeskov,wyeskovdi@blogs.com,192.89.209.194
-488,Gerrard,McLorinan,gmclorinandj@xinhuanet.com,75.245.44.64
-489,Briny,Garret,bgarretdk@microsoft.com,223.195.222.201
-490,Mark,Charte,mchartedl@reddit.com,239.202.60.94
-491,Luci,Dzenisenka,ldzenisenkadm@tinypic.com,82.253.61.134
-492,Kelbee,Larchier,klarchierdn@quantcast.com,221.163.28.162
-493,Mozelle,Chritchlow,mchritchlowdo@technorati.com,198.81.173.161
-494,Jarvis,Iorillo,jiorillodp@studiopress.com,93.101.150.11
-495,Netta,Reape,nreapedq@gnu.org,51.144.222.128
-496,Bing,Gerardot,bgerardotdr@parallels.com,50.104.129.117
-497,Corny,Odcroft,codcroftds@gnu.org,208.131.76.86
-498,Cirstoforo,Danilishin,cdanilishindt@i2i.jp,81.71.29.231
-499,Winni,Fonzone,wfonzonedu@pagesperso-orange.fr,224.208.253.44
-500,Greta,Charlesworth,gcharlesworthdv@cdc.gov,189.92.249.105
-501,Davita,Nattriss,dnattrissdw@usnews.com,104.76.94.84
-502,Jacky,Merrington,jmerringtondx@clickbank.net,32.186.87.6
-503,Levin,Brightling,lbrightlingdy@amazon.co.uk,244.155.255.27
-504,Nari,Tenny,ntennydz@ocn.ne.jp,225.68.188.123
-505,Shem,Benthall,sbenthalle0@webeden.co.uk,78.171.218.118
-506,Austine,Sygroves,asygrovese1@gov.uk,131.187.101.74
-507,Armando,Totterdell,atotterdelle2@gravatar.com,158.38.141.117
-508,Barde,Sibbs,bsibbse3@mit.edu,211.78.171.181
-509,Marcelia,Castagna,mcastagnae4@theguardian.com,4.99.134.90
-510,Marybelle,Hamelyn,mhamelyne5@yahoo.com,52.67.130.95
-511,Deana,Whittington,dwhittingtone6@mediafire.com,72.58.213.232
-512,Ashley,Waggett,awaggette7@delicious.com,108.85.79.77
-513,Ernestus,Mayling,emaylinge8@goodreads.com,124.56.40.59
-514,Roanne,Mullinder,rmullindere9@trellian.com,201.53.105.68
-515,Lodovico,Voules,lvoulesea@amazon.com,61.179.48.169
-516,Colas,Rollinson,crollinsoneb@bbc.co.uk,53.246.111.221
-517,Stefania,Heasly,sheaslyec@zdnet.com,187.226.144.94
-518,Demetra,Aizik,daiziked@sfgate.com,73.115.216.63
-519,Munroe,Pillans,mpillansee@buzzfeed.com,7.214.116.110
-520,Kaela,Bilbee,kbilbeeef@twitter.com,56.232.67.129
-521,Philippa,Pachmann,ppachmanneg@diigo.com,100.156.152.139
-522,Symon,Beazer,sbeazereh@ted.com,144.22.117.218
-523,Debi,Bonifacio,dbonifacioei@icio.us,95.128.45.154
-524,Cristi,Cumberledge,ccumberledgeej@google.com.au,17.253.21.244
-525,Jocelyne,Humm,jhummek@sphinn.com,5.193.76.122
-526,Inna,Erni,ierniel@weibo.com,162.244.156.206
-527,Edik,Studdard,estuddardem@amazon.de,112.108.204.147
-528,Jo,Howard,jhowarden@blinklist.com,252.90.29.4
-529,Marcelo,Springall,mspringalleo@zimbio.com,146.82.70.138
-530,Roxanne,Baggs,rbaggsep@biblegateway.com,43.59.252.117
-531,Josiah,Priditt,jpriditteq@goo.gl,128.191.182.166
-532,Margit,Forsdicke,mforsdickeer@ox.ac.uk,105.146.197.153
-533,Derril,Ambridge,dambridgees@facebook.com,25.99.66.38
-534,Eryn,Cohrs,ecohrset@geocities.jp,127.15.106.240
-535,Boone,Brient,bbrienteu@acquirethisname.com,135.74.238.119
-536,Barry,Cale,bcaleev@ucoz.com,15.154.159.133
-537,Carey,Sparhawk,csparhawkew@bloglines.com,129.132.63.205
-538,Tammy,Charley,tcharleyex@livejournal.com,151.198.50.157
-539,Walsh,Leggin,wlegginey@narod.ru,45.190.220.196
-540,Matthiew,Espinoza,mespinozaez@epa.gov,153.158.117.40
-541,Bekki,Lindwall,blindwallf0@jiathis.com,110.99.162.3
-542,Virgie,MacMychem,vmacmychemf1@mozilla.com,251.42.243.242
-543,Liv,Boundey,lboundeyf2@washingtonpost.com,13.30.208.83
-544,Dirk,Feld,dfeldf3@unesco.org,245.189.172.75
-545,Nikki,Boorne,nboornef4@discovery.com,19.92.231.218
-546,Brynna,Smeath,bsmeathf5@springer.com,34.139.205.63
-547,Erica,Laraway,elarawayf6@va.gov,0.19.56.89
-548,Gill,Kubczak,gkubczakf7@mtv.com,58.189.26.134
-549,Stefa,Klicher,sklicherf8@cocolog-nifty.com,212.250.35.126
-550,Ric,Matteini,rmatteinif9@google.com,76.40.210.171
-551,Renate,Clendennen,rclendennenfa@paginegialle.it,155.128.125.241
-552,Aryn,Housden,ahousdenfb@elegantthemes.com,218.187.212.50
-553,Denice,Haimes,dhaimesfc@tiny.cc,127.43.110.137
-554,Clarette,Brookfield,cbrookfieldfd@simplemachines.org,5.22.2.135
-555,Gabbey,Bradbrook,gbradbrookfe@tripod.com,100.103.183.118
-556,Chicky,Cordier,ccordierff@tripod.com,252.64.158.116
-557,Barton,Collick,bcollickfg@netlog.com,74.6.198.84
-558,Olivie,Fibbens,ofibbensfh@exblog.jp,62.227.196.134
-559,Donny,Wibrow,dwibrowfi@hubpages.com,46.77.170.143
-560,Dory,Williment,dwillimentfj@csmonitor.com,31.82.168.122
-561,Elayne,Cranmer,ecranmerfk@google.pl,12.148.73.45
-562,Corby,Vaz,cvazfl@weather.com,47.184.29.175
-563,Annmarie,Bisterfeld,abisterfeldfm@huffingtonpost.com,9.167.215.142
-564,Emelda,Blasius,eblasiusfn@vkontakte.ru,223.61.226.54
-565,Paloma,Hulke,phulkefo@canalblog.com,201.194.32.92
-566,Bertie,Del Checolo,bdelchecolofp@jimdo.com,243.210.15.79
-567,Cullen,Summerton,csummertonfq@blogtalkradio.com,117.160.26.233
-568,Algernon,Backshell,abackshellfr@squidoo.com,35.184.102.214
-569,Nevin,Cicculi,ncicculifs@microsoft.com,54.140.7.38
-570,Kelcey,Olrenshaw,kolrenshawft@comcast.net,219.11.78.3
-571,Benny,Curtayne,bcurtaynefu@addthis.com,134.236.253.152
-572,Florie,Magenny,fmagennyfv@bbb.org,236.226.233.115
-573,Tabor,Clench,tclenchfw@google.cn,58.188.164.129
-574,Renato,Langmuir,rlangmuirfx@ed.gov,224.245.61.255
-575,Timoteo,Megarry,tmegarryfy@businesswire.com,87.56.232.131
-576,Saba,Trace,stracefz@cnn.com,172.20.254.18
-577,Martin,Hardin,mharding0@uiuc.edu,59.94.197.156
-578,Che,Bosma,cbosmag1@example.com,171.9.149.230
-579,Lorenzo,Kingshott,lkingshottg2@wikipedia.org,134.33.44.254
-580,Dorise,Paige,dpaigeg3@jugem.jp,20.161.148.227
-581,Elana,Knocker,eknockerg4@biblegateway.com,118.187.107.81
-582,Loralie,Gabala,lgabalag5@time.com,204.62.248.40
-583,Gerrard,Hofler,ghoflerg6@mapquest.com,21.90.212.249
-584,Meade,Mee,mmeeg7@edublogs.org,243.160.122.66
-585,Lucille,Hardbattle,lhardbattleg8@acquirethisname.com,185.202.79.158
-586,Brigham,Garrison,bgarrisong9@icq.com,100.197.243.236
-587,Gabrila,Gartsyde,ggartsydega@berkeley.edu,218.166.227.41
-588,Angel,Audas,aaudasgb@youtu.be,45.36.137.219
-589,Babara,Blenkensop,bblenkensopgc@163.com,69.160.69.41
-590,Odelle,MacNess,omacnessgd@1688.com,189.134.207.88
-591,Normy,Luney,nluneyge@yahoo.co.jp,175.173.13.106
-592,Billie,Westnedge,bwestnedgegf@soup.io,87.242.196.167
-593,Gusella,Trevers,gtreversgg@printfriendly.com,165.221.104.240
-594,Sergei,Headey,sheadeygh@smh.com.au,249.88.42.65
-595,Page,Suggate,psuggategi@cbsnews.com,46.36.122.173
-596,Frasier,Beards,fbeardsgj@illinois.edu,112.199.28.40
-597,Cristy,Kuhnt,ckuhntgk@ezinearticles.com,242.113.62.65
-598,Hyacintha,Marriot,hmarriotgl@stanford.edu,144.224.32.129
-599,Tish,Simyson,tsimysongm@hp.com,55.111.3.192
-600,Kimmy,Cookman,kcookmangn@ftc.gov,110.100.123.66
-601,Fee,Trenaman,ftrenamango@stanford.edu,125.132.183.122
-602,Harold,Spreckley,hspreckleygp@nature.com,115.186.25.105
-603,Ophelie,Spinnace,ospinnacegq@miibeian.gov.cn,255.234.255.18
-604,Aymer,MacGowan,amacgowangr@booking.com,214.162.180.214
-605,Elliot,Brownsword,ebrownswordgs@ihg.com,76.84.225.105
-606,Christabel,Riedel,criedelgt@nationalgeographic.com,91.92.75.188
-607,Mercie,Gaukrodge,mgaukrodgegu@nasa.gov,8.66.116.234
-608,Jordan,Doiley,jdoileygv@themeforest.net,119.34.164.200
-609,Guenna,Dearnly,gdearnlygw@people.com.cn,40.147.212.167
-610,Rosalind,Doreward,rdorewardgx@hao123.com,76.93.185.142
-611,Stearne,Siddall,ssiddallgy@apache.org,206.2.186.251
-612,Maible,Vigurs,mvigursgz@smugmug.com,233.89.155.231
-613,Carry,Curuclis,ccuruclish0@cyberchimps.com,237.4.137.235
-614,Dacia,Shoobridge,dshoobridgeh1@sphinn.com,97.220.159.59
-615,Illa,Townson,itownsonh2@slashdot.org,36.57.197.202
-616,Mirilla,Spehr,mspehrh3@virginia.edu,2.230.213.20
-617,Afton,Clout,aclouth4@php.net,148.51.103.239
-618,Zia,Niccols,zniccolsh5@umn.edu,111.92.244.233
-619,Harlan,Care,hcareh6@geocities.jp,147.165.253.105
-620,Nealy,Kelby,nkelbyh7@java.com,199.17.128.183
-621,Hurlee,Rosel,hroselh8@aboutads.info,148.83.117.93
-622,Oates,Jurkowski,ojurkowskih9@domainmarket.com,51.168.198.177
-623,Tymon,Emerson,temersonha@gravatar.com,58.135.8.221
-624,Stacy,Katzmann,skatzmannhb@tumblr.com,27.51.250.240
-625,Aksel,Udden,auddenhc@reverbnation.com,8.179.159.178
-626,Brooke,Lourenco,blourencohd@google.com,215.41.155.94
-627,Clarita,Kolczynski,ckolczynskihe@unicef.org,211.79.208.231
-628,Emlyn,Glassman,eglassmanhf@stumbleupon.com,163.116.32.117
-629,Lucian,Gowrich,lgowrichhg@utexas.edu,190.40.48.107
-630,Rozamond,O'Kielt,rokielthh@answers.com,15.240.42.203
-631,Estel,McGeever,emcgeeverhi@paypal.com,125.220.7.209
-632,Meryl,Yakovitch,myakovitchhj@ca.gov,26.167.145.250
-633,Barty,Sneden,bsnedenhk@blogtalkradio.com,4.137.5.75
-634,Alex,McCord,amccordhl@hud.gov,73.247.18.192
-635,Edwina,Rubbert,erubberthm@tamu.edu,119.125.97.104
-636,Dicky,Bernette,dbernettehn@weebly.com,66.168.252.37
-637,Cirilo,Withey,cwitheyho@nytimes.com,114.36.203.75
-638,Ewell,Gillbard,egillbardhp@omniture.com,87.64.26.114
-639,Jephthah,Larver,jlarverhq@whitehouse.gov,195.113.125.231
-640,Tracee,Hanalan,thanalanhr@devhub.com,149.247.21.125
-641,Martino,Aucutt,maucutths@wp.com,183.226.21.75
-642,Carmel,Tilbury,ctilburyht@hubpages.com,237.24.250.230
-643,Phillida,Gonin,pgoninhu@wiley.com,21.135.44.11
-644,Grenville,Davenport,gdavenporthv@symantec.com,161.214.152.192
-645,Roland,Quinton,rquintonhw@dot.gov,187.116.110.29
-646,Oralla,Joffe,ojoffehx@diigo.com,194.12.78.19
-647,Franky,Bratch,fbratchhy@sciencedirect.com,95.101.50.215
-648,Tally,Strass,tstrasshz@ucoz.com,189.105.115.183
-649,Kaja,Dulwitch,kdulwitchi0@wordpress.com,24.47.243.10
-650,Charley,MacMoyer,cmacmoyeri1@ezinearticles.com,125.232.95.204
-651,Erena,Meegin,emeegini2@blinklist.com,113.139.104.92
-652,Shamus,McCalister,smccalisteri3@youtu.be,185.48.230.243
-653,Kenna,Johnes,kjohnesi4@adobe.com,199.246.105.153
-654,Kermie,Minchinden,kminchindeni5@mlb.com,188.192.235.227
-655,Nyssa,Moff,nmoffi6@google.fr,181.77.162.156
-656,Sandro,Eltone,seltonei7@sitemeter.com,238.214.156.50
-657,Gonzales,Gilchrist,ggilchristi8@123-reg.co.uk,183.186.33.93
-658,Giles,Hearnshaw,ghearnshawi9@oakley.com,41.172.162.150
-659,Aileen,Kaming,akamingia@bandcamp.com,210.182.117.208
-660,Viv,O'Shiel,voshielib@amazon.com,26.61.162.9
-661,Urson,Goodlip,ugoodlipic@studiopress.com,15.113.125.212
-662,Milty,Haggerston,mhaggerstonid@independent.co.uk,152.219.3.253
-663,Sallie,Elegood,selegoodie@jiathis.com,160.171.175.184
-664,Franny,Vigors,fvigorsif@japanpost.jp,118.37.205.205
-665,Adham,Blaxley,ablaxleyig@spiegel.de,30.116.133.169
-666,Maison,Kester,mkesterih@nymag.com,106.1.202.54
-667,Jesselyn,Luchetti,jluchettiii@dion.ne.jp,62.142.116.199
-668,Lina,Rowth,lrowthij@ezinearticles.com,157.196.248.45
-669,Ashlie,Denkin,adenkinik@fda.gov,50.184.255.159
-670,Stefan,Larking,slarkingil@hugedomains.com,117.121.10.196
-671,Tarra,Siddon,tsiddonim@nyu.edu,38.211.247.49
-672,Birk,Ellsbury,bellsburyin@storify.com,137.63.23.220
-673,Kurtis,Cason,kcasonio@mlb.com,230.97.231.3
-674,Misti,Gout,mgoutip@tmall.com,151.17.163.109
-675,Westbrook,O'dell,wodelliq@jimdo.com,87.175.119.82
-676,Tilda,Louiset,tlouisetir@slate.com,170.149.37.43
-677,Marcille,Matts,mmattsis@lycos.com,144.79.136.126
-678,Welch,Gopsall,wgopsallit@istockphoto.com,50.11.182.169
-679,Annabella,Whyberd,awhyberdiu@sitemeter.com,35.92.32.199
-680,Christian,Lory,cloryiv@ocn.ne.jp,252.121.51.34
-681,Odella,Strain,ostrainiw@123-reg.co.uk,8.207.56.131
-682,Elfie,Portt,eporttix@mysql.com,163.185.104.244
-683,Henrik,Grebbin,hgrebbiniy@bizjournals.com,201.159.100.117
-684,Helyn,Jordanson,hjordansoniz@nydailynews.com,246.11.98.116
-685,Olag,Parkyns,oparkynsj0@washington.edu,141.66.101.12
-686,Dru,Molson,dmolsonj1@typepad.com,203.111.32.244
-687,Skell,Donizeau,sdonizeauj2@yandex.ru,5.141.75.227
-688,Alma,Voak,avoakj3@qq.com,125.145.71.113
-689,Hamlin,Pask,hpaskj4@cbsnews.com,118.59.32.174
-690,Harper,Ollett,hollettj5@weather.com,246.156.222.76
-691,Jerrold,Peppin,jpeppinj6@auda.org.au,20.217.61.240
-692,Esmaria,Sheal,eshealj7@kickstarter.com,239.225.184.81
-693,Brenden,Mehew,bmehewj8@webnode.com,8.46.14.81
-694,Henrie,Kenchington,hkenchingtonj9@answers.com,37.152.228.120
-695,Eve,Ponter,eponterja@arstechnica.com,220.49.183.33
-696,Thorin,Stoltz,tstoltzjb@cbc.ca,173.140.3.165
-697,Tammara,Corkan,tcorkanjc@xinhuanet.com,176.233.206.87
-698,Adelle,Avieson,aaviesonjd@wikispaces.com,147.173.134.183
-699,Ania,Evens,aevensje@java.com,157.244.22.10
-700,Lianne,Rollason,lrollasonjf@gizmodo.com,143.48.158.150
-701,Cariotta,Hamfleet,chamfleetjg@vistaprint.com,235.23.137.164
-702,Jakie,Denziloe,jdenziloejh@posterous.com,53.216.193.58
-703,Hope,Luckes,hluckesji@g.co,93.92.237.226
-704,Arley,Stickels,astickelsjj@typepad.com,56.182.90.21
-705,Dennet,Bedo,dbedojk@wikispaces.com,159.42.172.82
-706,Byron,Jagels,bjagelsjl@google.de,191.5.191.36
-707,Fianna,Whitby,fwhitbyjm@webs.com,120.48.54.228
-708,Odette,Marcq,omarcqjn@arizona.edu,253.116.251.36
-709,Elsy,Carcas,ecarcasjo@ed.gov,232.158.13.197
-710,Mickie,Mascall,mmascalljp@zdnet.com,104.67.40.134
-711,Karlie,Linggard,klinggardjq@statcounter.com,42.214.94.91
-712,Catha,Fredy,cfredyjr@sbwire.com,9.111.166.228
-713,Brinn,Caso,bcasojs@seattletimes.com,183.21.58.124
-714,Hynda,Adamczyk,hadamczykjt@biglobe.ne.jp,99.200.137.45
-715,Krystyna,Tweede,ktweedeju@constantcontact.com,185.90.38.188
-716,Janaya,Fowler,jfowlerjv@so-net.ne.jp,100.240.187.165
-717,Noll,Pawelczyk,npawelczykjw@gmpg.org,199.238.195.115
-718,Elia,Troutbeck,etroutbeckjx@wikispaces.com,17.203.214.69
-719,Sholom,Juliano,sjulianojy@pcworld.com,80.185.95.197
-720,Cullin,Lindsay,clindsayjz@foxnews.com,242.255.112.218
-721,Kelcie,Filyaev,kfilyaevk0@indiegogo.com,161.44.77.219
-722,Rodie,Bigham,rbighamk1@google.fr,35.107.24.127
-723,Sigmund,Rayson,sraysonk2@gov.uk,30.12.252.247
-724,Sonny,Triggol,striggolk3@biglobe.ne.jp,82.161.194.245
-725,Morty,Witsey,mwitseyk4@chronoengine.com,86.214.192.200
-726,Benito,Dowe,bdowek5@topsy.com,229.7.48.41
-727,Nikolaos,Wrixon,nwrixonk6@indiegogo.com,66.50.167.14
-728,Will,Poyntz,wpoyntzk7@bluehost.com,196.186.176.79
-729,Myrtia,Jellis,mjellisk8@theguardian.com,28.124.249.59
-730,Jeanine,Dionsetti,jdionsettik9@msn.com,229.45.171.95
-731,Mackenzie,Buy,mbuyka@dell.com,55.167.107.27
-732,Mikaela,Salvidge,msalvidgekb@liveinternet.ru,17.50.40.21
-733,Sapphira,Gebuhr,sgebuhrkc@plala.or.jp,227.224.204.43
-734,Grethel,Garralts,ggarraltskd@ycombinator.com,134.204.105.246
-735,Merrili,Dougher,mdougherke@springer.com,247.246.194.178
-736,Kasper,Taudevin,ktaudevinkf@japanpost.jp,212.159.34.22
-737,Dorris,Nichols,dnicholskg@aboutads.info,33.198.95.121
-738,Jacquelynn,Assel,jasselkh@tinyurl.com,194.67.28.241
-739,Sarita,Hertwell,shertwellki@sogou.com,123.103.85.60
-740,Drusi,Eastcott,deastcottkj@nytimes.com,235.97.253.211
-741,Cornall,Mullarkey,cmullarkeykk@imgur.com,77.162.225.76
-742,Luisa,Ullrich,lullrichkl@omniture.com,62.174.214.46
-743,Marvin,Broske,mbroskekm@scientificamerican.com,91.15.204.79
-744,Danielle,Astbery,dastberykn@businessinsider.com,72.29.253.119
-745,Stephanus,Conochie,sconochieko@wikispaces.com,198.170.198.88
-746,Olimpia,Essame,oessamekp@techcrunch.com,168.81.119.110
-747,Arney,Mann,amannkq@newsvine.com,245.63.210.99
-748,Haslett,Aspland,hasplandkr@simplemachines.org,6.76.138.82
-749,Lethia,Blind,lblindks@imageshack.us,129.151.127.39
-750,Clive,Emanuelli,cemanuellikt@homestead.com,229.194.26.101
-751,Shelbi,Beare,sbeareku@youku.com,175.95.178.52
-752,Faustina,Tackes,ftackeskv@soup.io,109.209.97.22
-753,Christie,Janus,cjanuskw@purevolume.com,219.158.228.112
-754,Marline,Reynoollds,mreynoolldskx@furl.net,106.236.16.155
-755,Iris,Dorrell,idorrellky@behance.net,73.227.163.147
-756,Gearard,Allgood,gallgoodkz@imageshack.us,149.113.235.145
-757,Davin,Battman,dbattmanl0@amazonaws.com,196.229.219.39
-758,Kennith,Hurtic,khurticl1@wiley.com,251.34.249.123
-759,Russell,Leckey,rleckeyl2@sitemeter.com,66.220.77.162
-760,Vivyan,Erik,verikl3@google.es,206.69.34.16
-761,Ewell,Carty,ecartyl4@army.mil,219.105.52.216
-762,Chiarra,Vanin,cvaninl5@yolasite.com,168.223.79.4
-763,Matilda,Pinnell,mpinnelll6@g.co,35.4.117.50
-764,Jimmie,Pitt,jpittl7@multiply.com,122.36.128.215
-765,Jerrold,Giles,jgilesl8@sun.com,171.75.33.7
-766,Aura,Blonden,ablondenl9@paginegialle.it,132.76.205.221
-767,Corny,Dartnall,cdartnallla@wordpress.com,67.66.120.225
-768,Lizzy,Dene,ldenelb@wix.com,88.71.136.27
-769,Pammie,Tuckey,ptuckeylc@dailymotion.com,13.114.234.200
-770,Gillan,Thornham,gthornhamld@gov.uk,130.73.184.25
-771,Bobby,Rebeiro,brebeirole@google.ca,59.84.193.224
-772,Morris,Wellings,mwellingslf@usgs.gov,8.93.132.103
-773,Henka,Dabbs,hdabbslg@patch.com,103.11.47.245
-774,Merwin,Bubbins,mbubbinslh@dailymotion.com,252.201.20.88
-775,Adorne,MacFadden,amacfaddenli@fc2.com,151.92.155.153
-776,Arlen,Orthmann,aorthmannlj@ftc.gov,146.140.43.202
-777,Devland,Wickens,dwickenslk@alibaba.com,12.124.30.158
-778,Janeczka,Ossenna,jossennall@squidoo.com,223.38.238.12
-779,Karil,Eaglen,keaglenlm@disqus.com,205.107.227.221
-780,Roger,Dumpleton,rdumpletonln@e-recht24.de,92.165.141.137
-781,Adora,Van Der Vlies,avandervlieslo@deliciousdays.com,107.101.120.65
-782,Terrel,Varvara,tvarvaralp@posterous.com,6.61.4.193
-783,Aloisia,Rainbow,arainbowlq@latimes.com,203.83.216.69
-784,Willis,Gedney,wgedneylr@discovery.com,192.112.210.170
-785,Muffin,Schaumaker,mschaumakerls@devhub.com,3.65.7.244
-786,Martyn,Beckson,mbecksonlt@japanpost.jp,173.129.27.218
-787,Julia,Gilhooly,jgilhoolylu@cnn.com,245.73.152.144
-788,Bartholemy,Presland,bpreslandlv@cbslocal.com,223.154.197.67
-789,Pancho,Cregg,pcregglw@homestead.com,196.81.72.189
-790,Petrina,Curle,pcurlelx@census.gov,224.163.155.80
-791,Ebony,Maundrell,emaundrellly@google.cn,45.2.253.163
-792,Brietta,Chastang,bchastanglz@xinhuanet.com,20.3.115.139
-793,Emile,Philippson,ephilippsonm0@wsj.com,143.150.227.75
-794,Gabrila,Houten,ghoutenm1@hexun.com,224.51.106.107
-795,Sheela,Klasing,sklasingm2@barnesandnoble.com,182.181.244.197
-796,Grenville,Dinan,gdinanm3@hubpages.com,84.100.158.174
-797,Ariana,Gidney,agidneym4@smh.com.au,243.210.79.166
-798,Donetta,Morter,dmorterm5@php.net,200.153.89.27
-799,Rosalinda,Greswell,rgreswellm6@taobao.com,37.66.42.192
-800,Corey,Greve,cgrevem7@bravesites.com,225.218.179.24
-801,Wanda,Lambal,wlambalm8@constantcontact.com,141.162.228.187
-802,Franz,Coppins,fcoppinsm9@thetimes.co.uk,39.161.2.61
-803,Tildy,Quinby,tquinbyma@indiatimes.com,235.11.214.76
-804,Bellina,Piddock,bpiddockmb@apache.org,161.8.126.26
-805,Mathilde,Denney,mdenneymc@purevolume.com,228.208.12.222
-806,Shae,Stapleford,sstaplefordmd@go.com,31.157.172.26
-807,Bernadine,Ortiger,bortigerme@purevolume.com,15.230.62.15
-808,Chen,Wyeth,cwyethmf@reuters.com,127.203.14.248
-809,Lynnet,Mebius,lmebiusmg@naver.com,242.246.161.85
-810,Monica,Traice,mtraicemh@hexun.com,111.72.54.67
-811,Bamby,Bernardi,bbernardimi@netvibes.com,117.13.43.223
-812,Thorny,Swarbrick,tswarbrickmj@topsy.com,40.220.155.44
-813,Bryna,Knock,bknockmk@slate.com,164.239.162.100
-814,Valaria,Jirka,vjirkaml@fema.gov,164.78.230.97
-815,Loria,Scarfe,lscarfemm@edublogs.org,79.110.28.105
-816,Christalle,Acory,cacorymn@csmonitor.com,192.39.189.63
-817,Natassia,Barbrook,nbarbrookmo@squarespace.com,162.97.237.82
-818,Roxy,Rojel,rrojelmp@sakura.ne.jp,14.230.72.57
-819,Drud,Dincke,ddinckemq@jimdo.com,164.163.79.162
-820,Bunnie,Lillie,blilliemr@hhs.gov,167.76.84.198
-821,Nathalia,Piesing,npiesingms@adobe.com,48.181.6.5
-822,Gian,Godlonton,ggodlontonmt@storify.com,170.135.16.245
-823,Genvieve,Accum,gaccummu@google.ru,32.123.201.150
-824,Nichole,Gee,ngeemv@arizona.edu,187.226.20.105
-825,Aldus,Sweetman,asweetmanmw@blogs.com,156.32.15.195
-826,Jo ann,Yeoman,jyeomanmx@hao123.com,98.137.164.28
-827,Corrine,Bonafacino,cbonafacinomy@mashable.com,226.8.92.141
-828,Elga,Aubery,eauberymz@wired.com,135.11.25.227
-829,Ettie,Mogra,emogran0@hubpages.com,104.104.13.216
-830,Hillary,Blacket,hblacketn1@youtu.be,146.68.142.149
-831,Blondell,Sevitt,bsevittn2@earthlink.net,62.26.144.186
-832,Sawyere,Danelet,sdaneletn3@buzzfeed.com,97.20.13.250
-833,Shena,Castagnaro,scastagnaron4@list-manage.com,38.7.233.64
-834,Keir,Mochan,kmochann5@house.gov,70.177.107.177
-835,Lovell,Beceril,lbeceriln6@tripadvisor.com,167.234.99.212
-836,Florinda,Parmiter,fparmitern7@europa.eu,193.203.140.42
-837,Thornton,Dyster,tdystern8@adobe.com,225.216.130.235
-838,Mildrid,Crennan,mcrennann9@hostgator.com,236.59.17.73
-839,Aubree,Hallihan,ahallihanna@nasa.gov,229.86.16.71
-840,Liva,Pettitt,lpettittnb@icq.com,185.157.127.113
-841,Valentin,Grob,vgrobnc@163.com,218.75.120.145
-842,Clark,Mousdall,cmousdallnd@bbb.org,130.169.222.221
-843,Dorothy,Corney,dcorneyne@scribd.com,244.73.141.178
-844,Torie,Badman,tbadmannf@alexa.com,215.112.15.225
-845,Marcelle,Kennerknecht,mkennerknechtng@cnn.com,119.122.7.42
-846,Rayna,Lamacraft,rlamacraftnh@comsenz.com,224.33.169.205
-847,Marmaduke,Tallboy,mtallboyni@timesonline.co.uk,207.39.45.105
-848,Harmonia,Paffot,hpaffotnj@digg.com,212.115.141.56
-849,Bord,Rosso,brossonk@icq.com,184.64.217.200
-850,Cornall,Immings,cimmingsnl@tripadvisor.com,108.72.96.252
-851,Cris,Fortnon,cfortnonnm@smugmug.com,181.191.217.186
-852,Ezra,Anfrey,eanfreynn@posterous.com,234.74.58.251
-853,Tania,Bruggeman,tbruggemanno@1688.com,167.26.98.82
-854,Jedidiah,Holby,jholbynp@sciencedirect.com,199.234.10.4
-855,Bernard,Hollerin,bhollerinnq@yale.edu,212.190.179.50
-856,Francesco,Abelovitz,fabelovitznr@fotki.com,154.39.144.57
-857,Lib,Gillbanks,lgillbanksns@prweb.com,250.123.87.142
-858,Giavani,Brumby,gbrumbynt@aol.com,242.169.197.61
-859,Chic,Carder,ccardernu@blogspot.com,244.68.133.118
-860,Lucine,Scurrell,lscurrellnv@smh.com.au,241.177.177.92
-861,Theresa,Houdhury,thoudhurynw@cocolog-nifty.com,234.77.132.96
-862,Kacie,Ratray,kratraynx@skype.com,3.97.166.243
-863,Fowler,Fenix,ffenixny@senate.gov,31.253.81.69
-864,Putnem,Munroe,pmunroenz@xing.com,59.66.177.29
-865,Ediva,Dominik,edominiko0@networkadvertising.org,71.242.120.164
-866,Web,Favell,wfavello1@arstechnica.com,225.38.194.178
-867,Larry,Geill,lgeillo2@xinhuanet.com,201.111.234.86
-868,Tamarra,Melanaphy,tmelanaphyo3@bbc.co.uk,165.78.76.237
-869,Dorian,Kinrade,dkinradeo4@amazon.de,3.152.33.75
-870,Hillier,Jacobsson,hjacobssono5@theglobeandmail.com,164.87.243.1
-871,Ewan,Rive,eriveo6@odnoklassniki.ru,35.248.130.63
-872,Aaren,Beany,abeanyo7@acquirethisname.com,114.88.68.209
-873,Devland,Harness,dharnesso8@dropbox.com,90.84.14.97
-874,Nada,Beckmann,nbeckmanno9@tumblr.com,31.65.246.138
-875,Clayborn,Sheeran,csheeranoa@baidu.com,142.99.177.6
-876,Katuscha,Linfield,klinfieldob@istockphoto.com,98.148.185.27
-877,Dani,Widdison,dwiddisonoc@intel.com,178.152.181.71
-878,Fidel,MacGillavery,fmacgillaveryod@nyu.edu,55.131.105.243
-879,Danielle,Revie,drevieoe@imageshack.us,58.55.9.16
-880,Saunders,Guillem,sguillemof@prweb.com,129.149.55.191
-881,Brucie,Springell,bspringellog@mozilla.com,202.46.30.66
-882,Lee,Menier,lmenieroh@sina.com.cn,145.161.94.135
-883,Beilul,Jatczak,bjatczakoi@techcrunch.com,20.170.73.202
-884,Donn,Ondracek,dondracekoj@jugem.jp,193.224.145.30
-885,Jocelyne,Ravenshear,jravenshearok@pagesperso-orange.fr,173.66.110.77
-886,Candida,Millichip,cmillichipol@huffingtonpost.com,123.136.19.240
-887,Leisha,MacMichael,lmacmichaelom@zimbio.com,39.228.254.54
-888,Farly,Rounsefull,frounsefullon@yahoo.co.jp,122.244.240.215
-889,Loleta,Swannick,lswannickoo@google.ca,89.56.96.205
-890,Lester,Ventam,lventamop@china.com.cn,27.209.125.66
-891,Annetta,Pancast,apancastoq@51.la,216.35.37.97
-892,Cindie,Torrecilla,ctorrecillaor@typepad.com,239.142.216.203
-893,Glyn,Igounet,gigounetos@goo.gl,116.167.125.10
-894,Olympie,Cullinane,ocullinaneot@paypal.com,225.2.50.215
-895,Shara,Panyer,spanyerou@nydailynews.com,211.97.133.207
-896,Sigmund,Dorrian,sdorrianov@state.gov,217.156.31.250
-897,Merilyn,Eastby,meastbyow@omniture.com,246.56.58.156
-898,Natasha,Jaquemar,njaquemarox@goodreads.com,195.106.120.250
-899,Gene,Heavens,gheavensoy@histats.com,214.73.215.76
-900,Menard,Calderonello,mcalderonellooz@xrea.com,35.65.10.57
-901,Elbert,Risson,erissonp0@geocities.com,101.152.215.19
-902,Vern,Sabatini,vsabatinip1@disqus.com,61.86.243.226
-903,Tommie,Sapauton,tsapautonp2@theglobeandmail.com,114.217.29.95
-904,Toddy,Da Costa,tdacostap3@walmart.com,158.128.77.31
-905,Beatriz,Dursley,bdursleyp4@independent.co.uk,235.46.171.234
-906,Ferdinand,McDarmid,fmcdarmidp5@ning.com,27.27.105.68
-907,Odette,Lilley,olilleyp6@nba.com,10.83.178.123
-908,Augusta,Niessen,aniessenp7@vinaora.com,185.98.39.208
-909,Dara,Benwell,dbenwellp8@europa.eu,234.235.158.146
-910,Kristan,Luckie,kluckiep9@yelp.com,200.90.57.225
-911,Ashlin,Carbin,acarbinpa@bbb.org,230.163.209.111
-912,Jere,Habishaw,jhabishawpb@issuu.com,244.236.152.43
-913,Page,Follows,pfollowspc@usda.gov,232.35.241.17
-914,Currey,Galiford,cgalifordpd@instagram.com,69.233.24.215
-915,Jan,Coan,jcoanpe@google.it,232.151.71.96
-916,Curr,Hollyland,chollylandpf@walmart.com,201.7.244.6
-917,Marni,Moxon,mmoxonpg@blogger.com,248.192.188.101
-918,Baron,Ryland,brylandph@youku.com,215.121.122.0
-919,Zena,Strutton,zstruttonpi@microsoft.com,85.122.33.201
-920,Ilaire,Geddis,igeddispj@home.pl,184.75.155.156
-921,Cindee,McMonies,cmcmoniespk@yolasite.com,180.242.214.212
-922,Brocky,Urvoy,burvoypl@timesonline.co.uk,12.32.241.187
-923,Roseanne,McGrail,rmcgrailpm@merriam-webster.com,128.172.7.169
-924,Elga,Stoyles,estoylespn@smugmug.com,47.50.177.20
-925,Reggis,Lovelock,rlovelockpo@slashdot.org,83.253.6.198
-926,Kameko,Harly,kharlypp@infoseek.co.jp,4.224.190.78
-927,Marjory,Keller,mkellerpq@examiner.com,0.193.71.169
-928,Temple,Suett,tsuettpr@last.fm,228.178.247.154
-929,Erroll,Douty,edoutyps@pbs.org,72.216.143.103
-930,Maritsa,Bruford,mbrufordpt@va.gov,228.7.185.49
-931,Cecilia,Breewood,cbreewoodpu@163.com,173.244.177.139
-932,Ryann,Twine,rtwinepv@bloglines.com,253.192.163.184
-933,Lyle,Mauger,lmaugerpw@goo.gl,16.187.217.51
-934,Vanna,Wix,vwixpx@comcast.net,4.80.90.125
-935,Chrissie,Nimmo,cnimmopy@edublogs.org,28.41.138.178
-936,Clara,Gilhooly,cgilhoolypz@google.it,112.121.211.73
-937,Timmi,Farens,tfarensq0@uiuc.edu,136.42.64.49
-938,Julius,Falshaw,jfalshawq1@omniture.com,181.177.178.201
-939,Corey,Dwire,cdwireq2@mlb.com,116.254.75.56
-940,Corny,MacLaughlin,cmaclaughlinq3@ow.ly,161.121.120.157
-941,Cecile,Toma,ctomaq4@rambler.ru,239.55.216.51
-942,Baxie,Ledur,bledurq5@reverbnation.com,151.135.162.234
-943,Beck,Hustings,bhustingsq6@businessinsider.com,43.246.219.111
-944,Robbert,Robrow,rrobrowq7@github.io,226.195.166.40
-945,Weider,Tie,wtieq8@buzzfeed.com,94.179.160.139
-946,Kacie,Merriton,kmerritonq9@smugmug.com,208.77.59.123
-947,Alano,Vannoni,avannoniqa@goo.ne.jp,6.164.27.66
-948,Symon,Prine,sprineqb@jalbum.net,17.57.160.81
-949,Barris,Pimerick,bpimerickqc@google.nl,210.253.171.62
-950,Dedie,Clell,dclellqd@sun.com,65.230.192.163
-951,Lida,Brager,lbragerqe@tinypic.com,212.228.89.59
-952,Darsie,McGarel,dmcgarelqf@businesswire.com,32.185.31.122
-953,Dorris,Ruslinge,druslingeqg@studiopress.com,38.235.239.50
-954,Whitby,Reddie,wreddieqh@canalblog.com,71.194.86.60
-955,Maxwell,Allridge,mallridgeqi@tuttocitta.it,23.88.163.47
-956,Royal,Gavey,rgaveyqj@xinhuanet.com,111.145.148.115
-957,Adena,Jump,ajumpqk@cnn.com,67.70.197.167
-958,Davidde,Naismith,dnaismithql@goodreads.com,26.172.219.88
-959,Ferdinande,Tellenbroker,ftellenbrokerqm@nsw.gov.au,207.198.43.114
-960,Nettle,Edwins,nedwinsqn@gnu.org,186.171.29.254
-961,Marmaduke,Kedward,mkedwardqo@booking.com,106.221.52.105
-962,Winifield,Dechelle,wdechelleqp@va.gov,144.93.20.66
-963,Armin,Gogay,agogayqq@va.gov,63.248.234.242
-964,Garrett,Skerritt,gskerrittqr@webnode.com,246.230.249.143
-965,Grady,Ditty,gdittyqs@about.com,75.222.1.233
-966,Clarance,Aysh,cayshqt@wordpress.org,186.92.62.46
-967,Kirbie,Punshon,kpunshonqu@github.io,210.103.228.24
-968,Dimitri,Derobert,dderobertqv@plala.or.jp,165.229.97.73
-969,Jaimie,Tetsall,jtetsallqw@yolasite.com,70.227.5.120
-970,Jewell,Tonks,jtonksqx@histats.com,177.139.25.89
-971,Raddie,Boone,rbooneqy@sogou.com,190.91.78.84
-972,Davita,Maddyson,dmaddysonqz@php.net,27.254.112.46
-973,Kamila,Philpin,kphilpinr0@merriam-webster.com,230.56.120.64
-974,Simon,Lawday,slawdayr1@miitbeian.gov.cn,41.34.62.115
-975,Ame,Sallnow,asallnowr2@nature.com,42.19.246.11
-976,Catina,Shier,cshierr3@g.co,92.168.225.102
-977,Dina,Shoebottom,dshoebottomr4@digg.com,30.254.218.176
-978,Alden,Bicheno,abichenor5@ucoz.com,152.230.77.68
-979,Doro,Burlingame,dburlingamer6@gizmodo.com,116.55.114.230
-980,Yasmeen,Goundrill,ygoundrillr7@bbb.org,64.231.202.114
-981,Lynea,Boniface,lbonifacer8@etsy.com,248.188.64.4
-982,Olympe,Myring,omyringr9@cdbaby.com,34.244.192.242
-983,Gnni,Swanton,gswantonra@csmonitor.com,93.129.19.228
-984,Jordana,Roja,jrojarb@yelp.com,37.182.170.218
-985,Latrina,Kubala,lkubalarc@behance.net,16.180.74.53
-986,Laura,Mound,lmoundrd@e-recht24.de,9.252.101.27
-987,Catharine,Taylor,ctaylorre@istockphoto.com,104.3.204.36
-988,Brunhilda,Dorian,bdorianrf@wikimedia.org,52.81.132.101
-989,Augy,Gwilt,agwiltrg@twitter.com,39.25.165.212
-990,Nola,Carde,ncarderh@chronoengine.com,79.228.210.36
-991,Trista,Kuzemka,tkuzemkari@dot.gov,154.36.63.90
-992,Agustin,Hyndman,ahyndmanrj@auda.org.au,95.78.72.191
-993,Sherwynd,McGonnell,smcgonnellrk@nasa.gov,14.160.79.162
-994,Con,Smeath,csmeathrl@telegraph.co.uk,141.72.39.41
-995,Abigale,Toone,atoonerm@dyndns.org,133.5.61.95
-996,Wenonah,MacArd,wmacardrn@guardian.co.uk,206.42.244.179
-997,Alanson,Fearns,afearnsro@omniture.com,246.91.72.145
-998,Tiphany,Murkus,tmurkusrp@umn.edu,200.218.3.234
-999,Winnah,Pock,wpockrq@godaddy.com,192.155.247.2
-1000,Ravi,Angear,rangearrr@umich.edu,6.67.79.92
+id	first_name	last_name	email	ip_address
+1	Ethe	Book	ebook0@twitter.com	67.61.243.220
+2	Myranda	Tire	mtire1@vkontakte.ru	151.194.73.229
+3	Remus	Dorian	rdorian2@twitpic.com	204.220.73.121
+4	Stesha	Suddock	ssuddock3@ycombinator.com	113.182.132.211
+5	Serge	Daws	sdaws4@usgs.gov	111.173.74.111
+6	Ettie	Maddison	emaddison5@fastcompany.com	35.1.210.212
+7	Giffy	Biernat	gbiernat6@fastcompany.com	52.23.72.93
+8	Vitoria	Ommundsen	vommundsen7@narod.ru	94.239.171.99
+9	Mirella	Wisden	mwisden8@homestead.com	104.209.4.89
+10	Ami	Santus	asantus9@archive.org	235.3.35.99
+11	Otto	Hursthouse	ohursthousea@wordpress.com	84.230.160.212
+12	Sherrie	Pelos	spelosb@ucsd.edu	115.16.84.201
+13	Doreen	Loyndon	dloyndonc@columbia.edu	154.58.216.20
+14	Raddy	Maber	rmaberd@ihg.com	179.253.223.80
+15	Coralie	Pechan	cpechane@netlog.com	83.224.237.7
+16	Ira	Allmann	iallmannf@ucoz.com	209.175.60.153
+17	Silvester	Siseland	ssiselandg@smh.com.au	5.12.55.221
+18	Raviv	Dwane	rdwaneh@amazon.co.jp	178.115.168.254
+19	Rianon	Wansbury	rwansburyi@marketwatch.com	250.153.130.70
+20	Zacharie	Vardey	zvardeyj@wufoo.com	91.69.105.86
+21	Ofelia	Meriet	omerietk@domainmarket.com	118.193.26.70
+22	Minta	Du Fray	mdufrayl@cmu.edu	224.152.143.125
+23	Baillie	McDougal	bmcdougalm@dagondesign.com	118.36.198.87
+24	Dunstan	Schimpke	dschimpken@nih.gov	39.137.225.135
+25	Ab	Dackombe	adackombeo@un.org	163.98.82.166
+26	Cyrillus	Lakin	clakinp@indiegogo.com	154.155.120.48
+27	Jori	Gully	jgullyq@flickr.com	186.239.179.225
+28	Brod	Besse	bbesser@taobao.com	62.50.230.144
+29	Edie	Corderoy	ecorderoys@nationalgeographic.com	57.217.190.44
+30	Zach	Babbs	zbabbst@squidoo.com	84.65.12.93
+31	Burnaby	Claridge	bclaridgeu@mapy.cz	139.27.7.79
+32	Cam	Kieff	ckieffv@skyrock.com	135.73.189.82
+33	Cathi	Rolstone	crolstonew@biglobe.ne.jp	251.171.34.73
+34	Henrieta	Beastall	hbeastallx@state.gov	116.208.99.100
+35	Martie	Noble	mnobley@europa.eu	51.9.91.187
+36	Mildred	Durtnal	mdurtnalz@psu.edu	39.190.64.147
+37	Adrea	Nazer	anazer10@google.com	13.20.52.92
+38	Baxy	Beardsworth	bbeardsworth11@sfgate.com	110.83.233.13
+39	Rabbi	Brownsett	rbrownsett12@arstechnica.com	73.49.174.230
+40	Isiahi	Muino	imuino13@constantcontact.com	141.134.130.104
+41	Woodrow	Freeborn	wfreeborn14@usgs.gov	95.44.56.52
+42	Roseanne	Rankcom	rrankcom15@cnbc.com	71.254.39.163
+43	Desmond	Aynold	daynold16@zdnet.com	2.133.82.174
+44	Christel	Landre	clandre17@auda.org.au	186.14.74.159
+45	Kari	McKeurtan	kmckeurtan18@reference.com	163.110.86.97
+46	Bartholemy	Bulward	bbulward19@utexas.edu	175.44.136.142
+47	Evelyn	Walesa	ewalesa1a@hhs.gov	103.98.34.217
+48	Leroi	Rapier	lrapier1b@blogspot.com	179.247.125.22
+49	Floyd	Blease	fblease1c@canalblog.com	89.55.211.210
+50	Ondrea	Rotherham	orotherham1d@linkedin.com	143.80.13.255
+51	Arluene	Barfoot	abarfoot1e@clickbank.net	115.217.54.28
+52	Giulietta	Oaks	goaks1f@army.mil	4.250.68.73
+53	Jacquelynn	Rain	jrain1g@google.es	150.114.39.236
+54	Emlyn	Bawle	ebawle1h@timesonline.co.uk	46.180.27.230
+55	Shandy	Mandy	smandy1i@europa.eu	53.157.154.153
+56	Goldina	Gush	ggush1j@disqus.com	213.215.73.23
+57	Bryan	Moat	bmoat1k@mapy.cz	55.236.218.220
+58	Douglas	Bannerman	dbannerman1l@princeton.edu	237.32.119.149
+59	Adolphe	Hug	ahug1m@google.com	224.235.209.252
+60	Melessa	Pitkin	mpitkin1n@upenn.edu	100.165.210.253
+61	Michell	Swalwell	mswalwell1o@ucoz.ru	155.123.84.35
+62	Leona	Brodway	lbrodway1p@friendfeed.com	198.230.211.36
+63	Spence	Willas	swillas1q@tmall.com	174.104.61.20
+64	Griselda	Heavy	gheavy1r@instagram.com	1.135.2.166
+65	Lovell	Offill	loffill1s@e-recht24.de	234.143.13.61
+66	Clare	Lomaz	clomaz1t@google.co.jp	50.141.52.216
+67	Price	Milmo	pmilmo1u@sohu.com	59.186.62.238
+68	Neddie	Mcasparan	nmcasparan1v@scribd.com	254.141.50.152
+69	Barron	Maffin	bmaffin1w@theguardian.com	25.151.2.46
+70	Marve	Newcome	mnewcome1x@accuweather.com	212.96.253.98
+71	Beltran	Errichiello	berrichiello1y@unblog.fr	1.206.223.9
+72	Janine	Scotts	jscotts1z@pcworld.com	141.132.42.151
+73	Laurie	Pritchard	lpritchard20@squarespace.com	147.185.204.160
+74	Celestina	Crockley	ccrockley21@disqus.com	8.222.246.118
+75	Verla	Darrell	vdarrell22@quantcast.com	23.203.205.28
+76	Rupert	Collicott	rcollicott23@yale.edu	185.73.121.164
+77	Lonni	Brandino	lbrandino24@noaa.gov	116.86.14.240
+78	Sydelle	Soles	ssoles25@goo.gl	189.220.248.29
+79	Fergus	Matyukon	fmatyukon26@fc2.com	190.205.190.125
+80	Henderson	Conry	hconry27@newsvine.com	254.103.39.6
+81	Bernardine	Matteuzzi	bmatteuzzi28@cdbaby.com	49.177.58.201
+82	Kalina	Kitching	kkitching29@hatena.ne.jp	145.116.81.53
+83	Agnola	Coller	acoller2a@apache.org	205.173.237.76
+84	Pattin	Leinster	pleinster2b@shareasale.com	200.148.58.63
+85	Lorrie	Summerson	lsummerson2c@pen.io	224.222.232.187
+86	Normand	Ducker	nducker2d@earthlink.net	233.180.61.254
+87	Kristyn	Hillam	khillam2e@clickbank.net	100.239.61.160
+88	Kriste	Chatters	kchatters2f@lycos.com	9.119.212.73
+89	Mikael	Bastide	mbastide2g@tripod.com	227.59.45.166
+90	Consuelo	Renner	crenner2h@shop-pro.jp	194.219.125.57
+91	Cassondra	Matussevich	cmatussevich2i@google.com.br	31.213.26.253
+92	Harlin	Gissing	hgissing2j@ihg.com	56.231.244.201
+93	Rick	Deekes	rdeekes2k@sogou.com	81.199.104.110
+94	Cullen	Vidineev	cvidineev2l@ameblo.jp	197.23.66.210
+95	Fancie	Litt	flitt2m@admin.ch	138.60.214.187
+96	Gayler	Bernardi	gbernardi2n@goodreads.com	195.127.1.29
+97	Chan	Edscer	cedscer2o@arizona.edu	5.134.182.165
+98	Isa	Broun	ibroun2p@bbb.org	176.47.202.207
+99	Liuka	Aberdein	laberdein2q@reddit.com	159.104.205.207
+100	Marcelo	Daintry	mdaintry2r@4shared.com	17.232.250.180
+101	Katina	Mehmet	kmehmet2s@diigo.com	104.208.9.151
+102	Hank	Southernwood	hsouthernwood2t@nature.com	199.156.116.77
+103	Filmore	Fulmen	ffulmen2u@springer.com	155.213.68.172
+104	Cal	Mayes	cmayes2v@nature.com	116.148.235.40
+105	Francois	Brozsset	fbrozsset2w@multiply.com	141.171.53.209
+106	Monty	Mayou	mmayou2x@tamu.edu	110.182.213.71
+107	Miquela	Brine	mbrine2y@skype.com	143.50.240.107
+108	Kahlil	Nursey	knursey2z@china.com.cn	65.226.155.158
+109	Glendon	Soutar	gsoutar30@dmoz.org	176.164.229.115
+110	Idalia	Gutowski	igutowski31@livejournal.com	70.12.7.137
+111	Lee	Howkins	lhowkins32@economist.com	73.75.176.65
+112	Gwyneth	Jiggle	gjiggle33@blog.com	225.131.13.14
+113	Sheffie	Munby	smunby34@bluehost.com	150.143.194.197
+114	Mahala	Arnauduc	marnauduc35@symantec.com	20.92.174.130
+115	Angelica	Merrick	amerrick36@reference.com	56.39.40.33
+116	Halsy	Carpe	hcarpe37@vk.com	4.80.117.170
+117	Arch	Espinel	aespinel38@hibu.com	168.14.58.76
+118	Kelcie	Quig	kquig39@123-reg.co.uk	90.91.100.136
+119	Geoffrey	Dorant	gdorant3a@newyorker.com	124.49.113.92
+120	Pollyanna	Swetenham	pswetenham3b@yale.edu	13.141.62.94
+121	Liam	Tiltman	ltiltman3c@stumbleupon.com	84.134.143.214
+122	Tory	Craven	tcraven3d@fotki.com	51.46.141.71
+123	Dene	MacKessock	dmackessock3e@360.cn	184.180.226.89
+124	Hogan	Nezey	hnezey3f@indiatimes.com	244.25.250.175
+125	Deina	Scotfurth	dscotfurth3g@salon.com	51.20.213.72
+126	Jessie	Cardoo	jcardoo3h@fotki.com	140.171.175.173
+127	Kala	Fallows	kfallows3i@sogou.com	4.52.196.103
+128	Berenice	Marie	bmarie3j@ucsd.edu	79.76.8.157
+129	Dirk	Donaghy	ddonaghy3k@wired.com	179.200.212.84
+130	Lucia	Boshier	lboshier3l@gravatar.com	221.227.100.251
+131	Hatty	Elwin	helwin3m@netvibes.com	128.37.135.27
+132	Bonnie	Petyt	bpetyt3n@jugem.jp	21.61.201.112
+133	Phillipe	Martyntsev	pmartyntsev3o@netvibes.com	183.24.176.139
+134	Powell	Enrique	penrique3p@loc.gov	252.38.153.48
+135	Rey	Southward	rsouthward3q@dion.ne.jp	162.192.135.104
+136	Aluin	Brew	abrew3r@flavors.me	220.50.126.30
+137	Arielle	Aspin	aaspin3s@about.me	174.175.140.183
+138	Irene	Hackin	ihackin3t@oakley.com	71.111.61.36
+139	Abba	Fley	afley3u@etsy.com	147.156.189.24
+140	Lola	Cluatt	lcluatt3v@addthis.com	243.238.95.192
+141	Sallee	Laflin	slaflin3w@meetup.com	144.167.83.204
+142	Noami	Fergusson	nfergusson3x@ox.ac.uk	95.254.111.247
+143	Craig	Kolakowski	ckolakowski3y@goodreads.com	136.90.91.227
+144	Axel	Gianneschi	agianneschi3z@guardian.co.uk	64.32.17.203
+145	Ennis	Runge	erunge40@bluehost.com	68.54.122.19
+146	Tanney	Preshaw	tpreshaw41@simplemachines.org	211.64.133.182
+147	Shirley	Humbee	shumbee42@histats.com	150.61.218.72
+148	Claire	Casperri	ccasperri43@disqus.com	190.105.217.249
+149	Alvinia	Quibell	aquibell44@latimes.com	211.175.91.74
+150	Cristine	Larmet	clarmet45@prweb.com	219.213.234.203
+151	Fransisco	Snazle	fsnazle46@ed.gov	132.154.64.233
+152	Malchy	By	mby47@unesco.org	39.132.111.147
+153	Jeniffer	Leiden	jleiden48@usa.gov	167.209.132.123
+154	Laraine	Glasard	lglasard49@opensource.org	108.104.117.93
+155	Sandie	Woollam	swoollam4a@pinterest.com	165.125.58.90
+156	Ossie	Carle	ocarle4b@aboutads.info	252.93.125.66
+157	Ahmed	Lloyd-Williams	alloydwilliams4c@cnn.com	142.92.98.91
+158	Fifi	Pescod	fpescod4d@ftc.gov	184.222.148.241
+159	Hunfredo	Coton	hcoton4e@barnesandnoble.com	133.131.166.250
+160	Benjamen	Tort	btort4f@indiegogo.com	185.198.145.238
+161	Odelia	Grindall	ogrindall4g@creativecommons.org	133.188.232.235
+162	Ermanno	Danson	edanson4h@cbc.ca	13.43.126.215
+163	Netti	Wolters	nwolters4i@feedburner.com	229.127.153.246
+164	Krissy	Upham	kupham4j@privacy.gov.au	45.158.194.218
+165	Andra	Wyard	awyard4k@hugedomains.com	241.13.177.238
+166	Ennis	Peterson	epeterson4l@google.co.uk	42.112.253.18
+167	Michael	Jotham	mjotham4m@gov.uk	235.189.5.120
+168	Ruby	Shenton	rshenton4n@mozilla.com	169.205.79.220
+169	Eugenie	Tidd	etidd4o@dion.ne.jp	134.53.25.174
+170	Cammie	Belsher	cbelsher4p@scientificamerican.com	185.138.254.30
+171	Almire	Mabbett	amabbett4q@arizona.edu	23.166.132.13
+172	Karlie	De Carteret	kdecarteret4r@economist.com	76.53.116.99
+173	Stafford	Uphill	suphill4s@bbc.co.uk	141.105.29.43
+174	Omero	Copins	ocopins4t@altervista.org	223.73.36.52
+175	Tye	Beeston	tbeeston4u@lulu.com	16.38.192.124
+176	Kayla	Truelock	ktruelock4v@mac.com	189.112.196.88
+177	Kelcy	Mavin	kmavin4w@bloglines.com	0.114.85.73
+178	Alonso	Mapother	amapother4x@discovery.com	255.92.160.115
+179	Shelton	Spellard	sspellard4y@icio.us	171.103.162.9
+180	Arin	Geany	ageany4z@w3.org	181.19.214.187
+181	Bernetta	Isakov	bisakov50@virginia.edu	218.183.145.140
+182	Boone	Garrard	bgarrard51@irs.gov	46.26.5.24
+183	Edgardo	Pleasaunce	epleasaunce52@globo.com	59.126.148.239
+184	Arch	Gaddesby	agaddesby53@friendfeed.com	249.59.113.51
+185	Brandy	Gorries	bgorries54@ehow.com	255.199.133.203
+186	Christiana	Howsam	chowsam55@usda.gov	181.20.166.184
+187	Vin	Momery	vmomery56@free.fr	65.42.186.56
+188	Perry	Cullotey	pcullotey57@yellowbook.com	120.12.63.104
+189	Cherise	De Biasi	cdebiasi58@goodreads.com	190.114.2.70
+190	Hanny	Stubbes	hstubbes59@chronoengine.com	137.90.146.109
+191	Monah	Boutton	mboutton5a@homestead.com	140.69.12.115
+192	Hamid	Calloway	hcalloway5b@nhs.uk	60.220.17.117
+193	Miner	Epgrave	mepgrave5c@mapquest.com	151.67.233.50
+194	Bertrando	Mallabar	bmallabar5d@timesonline.co.uk	180.63.24.173
+195	Merci	Sturton	msturton5e@cloudflare.com	30.128.226.38
+196	Roland	Astlet	rastlet5f@spiegel.de	53.57.186.191
+197	Nathalia	Durdle	ndurdle5g@bloglovin.com	231.199.154.107
+198	Lissie	Rouzet	lrouzet5h@cbsnews.com	53.222.142.148
+199	Camellia	Elstone	celstone5i@noaa.gov	42.69.82.116
+200	Kaja	Conklin	kconklin5j@slate.com	79.82.90.4
+201	Saunderson	Hun	shun5k@creativecommons.org	16.157.179.142
+202	Roby	Clemetts	rclemetts5l@boston.com	140.123.99.70
+203	Corinna	Tidmarsh	ctidmarsh5m@yellowbook.com	133.208.20.165
+204	Maude	Regitz	mregitz5n@netlog.com	219.141.22.123
+205	Elaina	Braidwood	ebraidwood5o@unicef.org	248.58.91.45
+206	Corrianne	Whitelaw	cwhitelaw5p@mediafire.com	118.18.114.16
+207	Eberto	Swyndley	eswyndley5q@geocities.com	27.236.40.116
+208	Christiano	Minucci	cminucci5r@examiner.com	156.189.56.97
+209	Malachi	Revell	mrevell5s@soup.io	207.107.110.198
+210	Annadiana	Tysack	atysack5t@discuz.net	233.37.29.6
+211	Federico	Giovanardi	fgiovanardi5u@ycombinator.com	243.150.14.238
+212	Caty	Christon	cchriston5v@creativecommons.org	130.23.247.197
+213	Maryanne	Gradon	mgradon5w@wufoo.com	93.232.255.99
+214	Jack	Laurence	jlaurence5x@usda.gov	208.254.160.155
+215	Lauraine	Peplay	lpeplay5y@domainmarket.com	75.25.167.2
+216	Ortensia	Stouther	ostouther5z@mozilla.org	113.76.175.213
+217	Iago	Tunstall	itunstall60@amazon.com	99.202.202.181
+218	Georas	Lace	glace61@usa.gov	169.132.20.130
+219	Peter	Peggs	ppeggs62@twitpic.com	180.204.244.2
+220	Aviva	Fruchon	afruchon63@amazon.co.uk	53.206.106.56
+221	Tirrell	Guillou	tguillou64@webnode.com	74.166.194.83
+222	Temple	Wisniewski	twisniewski65@instagram.com	227.60.79.73
+223	Giorgi	Beddo	gbeddo66@baidu.com	139.14.44.66
+224	Davie	Ranking	dranking67@ft.com	136.84.98.59
+225	Terrence	Dunnett	tdunnett68@deliciousdays.com	61.26.160.251
+226	Katha	Greasley	kgreasley69@hubpages.com	138.139.214.118
+227	Agnese	Cardenas	acardenas6a@cdbaby.com	172.89.183.52
+228	Devonne	Gregg	dgregg6b@shareasale.com	101.231.151.202
+229	Zandra	Muggleton	zmuggleton6c@1688.com	118.196.56.164
+230	Brandyn	Arnold	barnold6d@fema.gov	32.15.169.236
+231	Vivie	Rubel	vrubel6e@google.nl	36.14.201.192
+232	Alex	Linney	alinney6f@slate.com	184.180.199.186
+233	Dimitry	Delouch	ddelouch6g@ucsd.edu	149.49.16.223
+234	Tedd	Sweynson	tsweynson6h@opera.com	98.124.176.147
+235	Antonio	Lawfull	alawfull6i@networkadvertising.org	198.67.237.250
+236	Beverlee	Penni	bpenni6j@comcast.net	140.51.191.227
+237	Rosemary	Minor	rminor6k@vk.com	94.93.169.60
+238	Abbie	Deason	adeason6l@berkeley.edu	147.14.18.158
+239	Ileane	Friday	ifriday6m@wiley.com	188.172.47.190
+240	Stephenie	Woolatt	swoolatt6n@infoseek.co.jp	3.176.184.203
+241	Angel	Moden	amoden6o@nasa.gov	255.57.108.58
+242	Chevy	Croley	ccroley6p@wufoo.com	132.248.149.49
+243	Gaylor	Wiltshear	gwiltshear6q@jimdo.com	82.92.128.187
+244	Hagen	Benda	hbenda6r@boston.com	249.202.180.209
+245	Nickie	Sprake	nsprake6s@cloudflare.com	229.141.64.215
+246	Ulberto	Lakenden	ulakenden6t@kickstarter.com	111.8.12.119
+247	Annnora	Bunworth	abunworth6u@mysql.com	12.100.167.66
+248	Lesli	McFall	lmcfall6v@thetimes.co.uk	39.86.103.227
+249	Creight	Wogden	cwogden6w@google.de	8.71.1.35
+250	Evey	End	eend6x@reuters.com	250.254.194.206
+251	Ranna	Glazyer	rglazyer6y@wikimedia.org	80.0.51.83
+252	Francisco	Elcoate	felcoate6z@wired.com	102.116.100.0
+253	Selig	Pepler	spepler70@github.io	134.103.190.178
+254	Hamel	Peasee	hpeasee71@kickstarter.com	238.90.201.30
+255	Louise	Hasney	lhasney72@hibu.com	199.137.135.110
+256	Dahlia	Georgeou	dgeorgeou73@studiopress.com	162.209.224.126
+257	Chase	Hapke	chapke74@fastcompany.com	154.159.242.2
+258	Ring	Fluin	rfluin75@discovery.com	237.233.233.27
+259	Virginia	Marland	vmarland76@miibeian.gov.cn	143.192.114.83
+260	Paxon	Warbey	pwarbey77@51.la	125.7.220.195
+261	Liana	Stanworth	lstanworth78@miitbeian.gov.cn	110.25.203.26
+262	Karina	Chalmers	kchalmers79@angelfire.com	252.100.183.152
+263	Frazer	Knoton	fknoton7a@arstechnica.com	218.62.101.165
+264	Fairlie	Herkess	fherkess7b@diigo.com	59.53.7.215
+265	Binnie	Eadon	beadon7c@prlog.org	199.212.166.40
+266	Fannie	Eldin	feldin7d@exblog.jp	123.145.220.3
+267	Thaxter	Beamand	tbeamand7e@techcrunch.com	101.127.7.155
+268	Marcile	Coverley	mcoverley7f@123-reg.co.uk	247.143.32.95
+269	Evan	Hawkwood	ehawkwood7g@phpbb.com	178.45.110.151
+270	Tiphani	Aldhous	taldhous7h@is.gd	174.230.79.189
+271	Gertruda	Cawood	gcawood7i@google.it	28.209.45.209
+272	Auberon	Loveland	aloveland7j@homestead.com	211.149.5.147
+273	Salmon	McMickan	smcmickan7k@clickbank.net	38.13.110.150
+274	Lotta	McDougle	lmcdougle7l@pagesperso-orange.fr	20.240.225.225
+275	Uta	Percy	upercy7m@who.int	250.139.21.183
+276	Rori	Southward	rsouthward7n@sina.com.cn	166.107.196.142
+277	Janna	Barneville	jbarneville7o@sogou.com	68.173.71.94
+278	Heather	Earle	hearle7p@nbcnews.com	33.160.255.99
+279	Hartley	Goulborn	hgoulborn7q@adobe.com	96.176.133.88
+280	Alli	Di Franceschi	adifranceschi7r@reference.com	10.163.229.86
+281	Noelyn	Juleff	njuleff7s@vk.com	87.159.235.164
+282	Gay	Derham	gderham7t@soundcloud.com	32.46.181.78
+283	Evvy	Burkill	eburkill7u@phoca.cz	5.177.33.95
+284	Nobe	Fery	nfery7v@berkeley.edu	124.14.138.141
+285	Carey	Lockner	clockner7w@infoseek.co.jp	236.98.79.192
+286	Patrice	De Lorenzo	pdelorenzo7x@epa.gov	59.104.71.225
+287	Norine	Costigan	ncostigan7y@blogspot.com	33.34.125.123
+288	Eveline	Hutable	ehutable7z@alexa.com	83.232.125.97
+289	Mackenzie	Sholem	msholem80@wired.com	66.232.214.142
+290	Ardelia	Gammage	agammage81@lycos.com	81.47.84.39
+291	Hakim	Pestricke	hpestricke82@sciencedirect.com	6.211.189.173
+292	Alphonso	Lazarus	alazarus83@lulu.com	9.143.238.133
+293	Fred	Broxton	fbroxton84@studiopress.com	200.196.89.145
+294	Florencia	Bilt	fbilt85@bloomberg.com	126.140.143.159
+295	Tanner	Blumfield	tblumfield86@thetimes.co.uk	177.202.37.42
+296	Phil	Duplan	pduplan87@networkadvertising.org	78.98.30.138
+297	Marty	Rother	mrother88@reuters.com	92.189.95.115
+298	Carree	Oxford	coxford89@deliciousdays.com	150.176.219.1
+299	Carolynn	Drance	cdrance8a@fotki.com	186.44.48.162
+300	Yoko	Perree	yperree8b@hibu.com	142.63.125.237
+301	Phyllis	Jikovsky	pjikovsky8c@independent.co.uk	7.3.177.62
+302	Blinny	Scatchard	bscatchard8d@blogtalkradio.com	126.130.223.95
+303	Tracey	Aharoni	taharoni8e@ustream.tv	248.64.74.236
+304	Bernadina	Freeburn	bfreeburn8f@amazon.co.uk	19.69.151.159
+305	Stacee	Feeham	sfeeham8g@aol.com	43.191.101.169
+306	Josy	Ridgedell	jridgedell8h@apache.org	30.31.250.117
+307	Hiram	Willgrass	hwillgrass8i@symantec.com	80.128.69.234
+308	Yalonda	Laxtonne	ylaxtonne8j@livejournal.com	133.181.128.162
+309	Tiebout	Kupper	tkupper8k@reuters.com	204.104.124.81
+310	Marian	Gutch	mgutch8l@zdnet.com	129.56.44.92
+311	Justis	Charlesworth	jcharlesworth8m@t.co	127.92.113.240
+312	Jacquelynn	Glass	jglass8n@behance.net	7.101.43.182
+313	Mayor	Husband	mhusband8o@upenn.edu	3.1.193.229
+314	Kev	Hubbold	khubbold8p@flavors.me	70.50.10.83
+315	Horatius	Trudgion	htrudgion8q@shareasale.com	151.227.23.28
+316	Myrtia	Cordes	mcordes8r@globo.com	218.202.183.118
+317	Reagen	Lapre	rlapre8s@cyberchimps.com	132.173.255.42
+318	Guy	Osgardby	gosgardby8t@baidu.com	119.67.94.65
+319	Jori	Arrault	jarrault8u@zimbio.com	59.21.94.35
+320	Hill	Crampsey	hcrampsey8v@ebay.co.uk	3.170.10.72
+321	Jo ann	Francom	jfrancom8w@multiply.com	111.249.41.24
+322	Clive	Frascone	cfrascone8x@goo.ne.jp	181.191.42.104
+323	Carl	Charer	ccharer8y@ask.com	253.185.128.82
+324	Margarita	Pledger	mpledger8z@globo.com	251.58.128.251
+325	Mord	Matthessen	mmatthessen90@about.me	207.59.70.244
+326	Rina	Osbiston	rosbiston91@ameblo.jp	34.153.172.87
+327	Alexina	Stuchbery	astuchbery92@vimeo.com	4.254.53.179
+328	Duncan	Perford	dperford93@fda.gov	130.47.86.144
+329	Glynnis	Yarrington	gyarrington94@loc.gov	8.136.79.187
+330	Paige	Filippi	pfilippi95@symantec.com	31.136.6.109
+331	Almire	Curnokk	acurnokk96@ca.gov	161.194.173.84
+332	Helena	Andreacci	handreacci97@chron.com	249.232.236.206
+333	Berti	Fearfull	bfearfull98@over-blog.com	210.247.197.92
+334	Lula	Joburn	ljoburn99@people.com.cn	119.56.63.228
+335	Urson	Chown	uchown9a@ycombinator.com	221.93.156.233
+336	Morlee	Myhill	mmyhill9b@ehow.com	93.75.196.247
+337	Glynda	Kayley	gkayley9c@examiner.com	160.84.170.80
+338	Vally	Eslinger	veslinger9d@boston.com	174.164.207.3
+339	Edouard	Schubart	eschubart9e@cornell.edu	7.23.150.142
+340	Dollie	Hargerie	dhargerie9f@yahoo.com	13.176.70.32
+341	Raphaela	Hasluck	rhasluck9g@cdbaby.com	255.251.180.175
+342	Fransisco	Szabo	fszabo9h@goodreads.com	159.114.236.220
+343	Quinn	Mordie	qmordie9i@marketwatch.com	32.14.40.214
+344	Nicoline	Behrens	nbehrens9j@posterous.com	130.8.213.242
+345	Vito	Bromby	vbromby9k@bloglovin.com	56.34.49.131
+346	Horacio	Tremberth	htremberth9l@ocn.ne.jp	148.195.78.183
+347	Heidie	Sawle	hsawle9m@1688.com	14.87.253.125
+348	Mina	Delph	mdelph9n@gravatar.com	3.44.2.51
+349	Jennie	Gerleit	jgerleit9o@cpanel.net	144.194.96.157
+350	Nelie	Ault	nault9p@tmall.com	132.215.199.16
+351	Myrtle	Casely	mcasely9q@angelfire.com	17.12.205.133
+352	Ashli	Gristwood	agristwood9r@studiopress.com	91.212.98.169
+353	Armstrong	Libermore	alibermore9s@nhs.uk	176.56.230.231
+354	Paule	Sprowson	psprowson9t@google.de	162.67.240.94
+355	Donovan	Pearlman	dpearlman9u@cargocollective.com	158.54.166.121
+356	Isabeau	Goranov	igoranov9v@smugmug.com	239.137.92.63
+357	Zeb	Shane	zshane9w@eepurl.com	30.4.128.139
+358	Kaitlin	Bladon	kbladon9x@nhs.uk	98.41.113.137
+359	Georgie	Westmancoat	gwestmancoat9y@eepurl.com	107.62.32.180
+360	Laraine	Jaumet	ljaumet9z@mac.com	101.140.100.140
+361	Artemis	Flannigan	aflannigana0@nyu.edu	163.59.229.174
+362	Kalvin	Cortin	kcortina1@microsoft.com	227.69.2.127
+363	Gavin	Hassell	ghassella2@google.it	149.135.149.206
+364	Gabbi	Widger	gwidgera3@salon.com	73.191.239.172
+365	Huntlee	Cummings	hcummingsa4@amazon.de	95.213.192.155
+366	Dora	Carlisi	dcarlisia5@histats.com	33.241.105.150
+367	Stefa	Langsdon	slangsdona6@ycombinator.com	166.197.172.22
+368	Grier	Kennealy	gkennealya7@phoca.cz	215.124.143.143
+369	Othilia	Gulvin	ogulvina8@theatlantic.com	1.181.101.218
+370	Ax	Gulk	agulka9@facebook.com	109.220.189.0
+371	Pedro	Roncelli	proncelliaa@addthis.com	220.105.19.192
+372	Sara-ann	Utteridge	sutteridgeab@slideshare.net	122.105.134.161
+373	Enoch	Shepcutt	eshepcuttac@cafepress.com	134.95.17.100
+374	Elsie	Peasegood	epeasegoodad@bing.com	148.53.172.79
+375	Esme	Mallock	emallockae@simplemachines.org	78.203.230.34
+376	Thalia	MacNally	tmacnallyaf@craigslist.org	219.198.35.102
+377	Hartley	Zoane	hzoaneag@canalblog.com	216.237.105.88
+378	Thorsten	Samett	tsamettah@histats.com	207.219.108.26
+379	Whitby	Pattini	wpattiniai@cbslocal.com	207.82.202.30
+380	Drugi	Robson	drobsonaj@networksolutions.com	23.89.17.112
+381	Myron	Cape	mcapeak@csmonitor.com	66.250.132.88
+382	Jehu	Navarre	jnavarreal@shareasale.com	199.29.252.132
+383	Gerty	Shavel	gshavelam@ning.com	23.147.185.39
+384	Orbadiah	Baughen	obaughenan@goo.ne.jp	27.220.204.144
+385	Danell	Dinneen	ddinneenao@merriam-webster.com	117.86.100.127
+386	Craggie	Winson	cwinsonap@hatena.ne.jp	160.85.146.160
+387	Andonis	MacGille	amacgilleaq@wired.com	48.14.157.131
+388	Claudine	Box	cboxar@etsy.com	187.54.28.196
+389	Igor	Jacox	ijacoxas@slate.com	179.246.14.189
+390	Leeland	Ingleton	lingletonat@umich.edu	201.181.2.90
+391	Wilma	Sybry	wsybryau@economist.com	150.96.210.188
+392	Sherwin	Schapiro	sschapiroav@ox.ac.uk	159.218.191.196
+393	Jeannie	Innes	jinnesaw@ocn.ne.jp	35.94.133.115
+394	Barbra	Jeschner	bjeschnerax@home.pl	120.115.31.214
+395	Dasie	Ludlam	dludlamay@usa.gov	197.60.159.215
+396	Cleo	Franz	cfranzaz@cafepress.com	10.4.172.62
+397	Sascha	Seelbach	sseelbachb0@constantcontact.com	26.24.82.168
+398	Nissy	Hallahan	nhallahanb1@csmonitor.com	98.190.108.251
+399	Boote	Stemp	bstempb2@cnn.com	128.253.30.32
+400	Markos	Bertram	mbertramb3@behance.net	128.15.252.63
+401	Flor	Paramore	fparamoreb4@ow.ly	164.46.95.215
+402	Harman	Minthorpe	hminthorpeb5@wikipedia.org	48.203.63.31
+403	Neilla	Goggey	ngoggeyb6@reverbnation.com	56.67.211.58
+404	Allin	Noddings	anoddingsb7@globo.com	208.31.112.60
+405	Cassi	Roles	crolesb8@people.com.cn	119.237.74.26
+406	Zuzana	Cliss	zclissb9@guardian.co.uk	89.132.183.2
+407	Margo	Pendreigh	mpendreighba@forbes.com	198.114.121.203
+408	Yehudi	Arnecke	yarneckebb@wix.com	41.171.29.12
+409	Caye	Geering	cgeeringbc@nsw.gov.au	60.107.73.28
+410	Jess	Pattini	jpattinibd@utexas.edu	110.17.160.73
+411	Olvan	Blackleech	oblackleechbe@rambler.ru	183.228.3.230
+412	Heidie	Piegrome	hpiegromebf@soundcloud.com	10.219.76.120
+413	Annmaria	Sandom	asandombg@disqus.com	252.217.161.38
+414	Nollie	Friary	nfriarybh@drupal.org	173.208.66.240
+415	Krystyna	Skitch	kskitchbi@newsvine.com	248.227.29.64
+416	Lanna	Banfill	lbanfillbj@ycombinator.com	52.61.113.79
+417	Antoine	Skuse	askusebk@github.com	254.163.19.172
+418	Janith	Kingsland	jkingslandbl@digg.com	252.188.219.179
+419	Malory	Neller	mnellerbm@soundcloud.com	123.70.66.220
+420	Rutherford	Goodwin	rgoodwinbn@springer.com	62.186.229.16
+421	Felita	Fleckney	ffleckneybo@zimbio.com	6.46.133.160
+422	Gratia	Van Arsdale	gvanarsdalebp@cargocollective.com	122.147.178.146
+423	Madeleine	Angrick	mangrickbq@kickstarter.com	70.196.180.152
+424	Rurik	Bernakiewicz	rbernakiewiczbr@lycos.com	30.160.101.66
+425	Ferdinande	Tinline	ftinlinebs@last.fm	181.249.213.202
+426	Kenyon	Branigan	kbraniganbt@imageshack.us	204.176.54.190
+427	Arley	Cursey	acurseybu@latimes.com	17.58.82.43
+428	Abramo	Crossingham	acrossinghambv@myspace.com	192.236.31.231
+429	Sayres	Risso	srissobw@theglobeandmail.com	115.236.192.45
+430	Andrew	Horwell	ahorwellbx@blinklist.com	110.235.15.207
+431	Loella	Hegden	lhegdenby@biglobe.ne.jp	177.37.227.253
+432	Gerek	Barrass	gbarrassbz@people.com.cn	80.202.217.115
+433	Pace	Wickstead	pwicksteadc0@state.gov	68.139.125.142
+434	Thedrick	Took	ttookc1@rakuten.co.jp	233.204.174.146
+435	Venita	Trotter	vtrotterc2@indiegogo.com	147.116.118.189
+436	Carmencita	Motto	cmottoc3@123-reg.co.uk	132.48.107.69
+437	Marion	Fortie	mfortiec4@ebay.com	254.15.201.135
+438	Lorrie	Borlease	lborleasec5@sfgate.com	216.74.2.87
+439	Iormina	Jaycox	ijaycoxc6@so-net.ne.jp	156.105.28.5
+440	Ollie	Siggens	osiggensc7@gravatar.com	170.190.165.81
+441	Jeniffer	Klimentov	jklimentovc8@storify.com	22.231.192.37
+442	Giulietta	Sloss	gslossc9@dagondesign.com	70.103.164.246
+443	Dirk	Oldacres	doldacresca@technorati.com	153.82.103.2
+444	Thane	Klimke	tklimkecb@people.com.cn	51.39.234.210
+445	Dalston	Wakelam	dwakelamcc@usa.gov	83.197.236.115
+446	Robyn	Topham	rtophamcd@sourceforge.net	42.178.182.2
+447	Jamima	Donaghie	jdonaghiece@mysql.com	203.43.208.108
+448	Shanta	Whatman	swhatmancf@purevolume.com	149.93.188.6
+449	Caroline	Gorries	cgorriescg@123-reg.co.uk	82.137.166.26
+450	Filmore	De Beauchamp	fdebeauchampch@sfgate.com	214.41.248.185
+451	Lila	Coltman	lcoltmanci@craigslist.org	31.70.118.118
+452	Elijah	Mackinder	emackindercj@digg.com	110.87.4.138
+453	Bunny	Rudledge	brudledgeck@cnbc.com	121.99.176.158
+454	Rebeca	Stienton	rstientoncl@macromedia.com	125.55.195.206
+455	Dalston	Rubinowitch	drubinowitchcm@sakura.ne.jp	220.145.118.199
+456	Feodor	Gosland	fgoslandcn@narod.ru	0.103.87.144
+457	Isak	Attock	iattockco@mediafire.com	48.129.121.205
+458	Kathleen	Venes	kvenescp@hhs.gov	71.224.38.76
+459	Lucille	Jodrellec	ljodrelleccq@topsy.com	228.24.118.202
+460	Fernanda	Trill	ftrillcr@furl.net	44.61.125.200
+461	Harley	Masterson	hmastersoncs@newyorker.com	252.69.52.235
+462	Lazar	Lightman	llightmanct@github.com	146.200.165.16
+463	Haskell	Abbis	habbiscu@google.cn	152.228.9.168
+464	Hurley	Midford	hmidfordcv@sbwire.com	129.151.32.245
+465	Jemimah	Pressey	jpresseycw@a8.net	183.62.242.244
+466	Carrissa	Friary	cfriarycx@google.it	92.55.177.71
+467	Maryanna	Paulsen	mpaulsency@nationalgeographic.com	181.209.180.227
+468	Giraud	Gronav	ggronavcz@taobao.com	105.213.114.225
+469	Chancey	Pettifer	cpettiferd0@sohu.com	130.9.209.119
+470	Frannie	Gloyens	fgloyensd1@redcross.org	19.191.0.75
+471	Jasen	Costock	jcostockd2@about.me	87.179.47.67
+472	Welch	Tomaszczyk	wtomaszczykd3@blogger.com	38.44.135.32
+473	Luciano	Mc Meekin	lmcmeekind4@comcast.net	254.164.180.49
+474	Del	Hentzer	dhentzerd5@skyrock.com	230.94.237.132
+475	Gretel	Vassman	gvassmand6@about.me	182.239.129.59
+476	Milty	Reicharz	mreicharzd7@mozilla.com	199.208.140.143
+477	Whitney	Sendall	wsendalld8@edublogs.org	76.27.135.149
+478	Tim	Glison	tglisond9@usgs.gov	46.203.89.135
+479	Maurice	Blooman	mbloomanda@senate.gov	120.94.254.9
+480	Ysabel	Eagles	yeaglesdb@oakley.com	223.168.236.122
+481	Nicolle	Menci	nmencidc@fema.gov	14.67.226.38
+482	Agnes	Shutte	ashuttedd@xinhuanet.com	71.215.246.206
+483	Emlynn	Calder	ecalderde@mail.ru	139.138.245.83
+484	Jorry	Kedslie	jkedsliedf@mozilla.org	87.35.218.149
+485	Manuel	Downey	mdowneydg@walmart.com	89.51.120.229
+486	Caro	Ambrosio	cambrosiodh@addthis.com	85.126.54.39
+487	Welch	Yeskov	wyeskovdi@blogs.com	192.89.209.194
+488	Gerrard	McLorinan	gmclorinandj@xinhuanet.com	75.245.44.64
+489	Briny	Garret	bgarretdk@microsoft.com	223.195.222.201
+490	Mark	Charte	mchartedl@reddit.com	239.202.60.94
+491	Luci	Dzenisenka	ldzenisenkadm@tinypic.com	82.253.61.134
+492	Kelbee	Larchier	klarchierdn@quantcast.com	221.163.28.162
+493	Mozelle	Chritchlow	mchritchlowdo@technorati.com	198.81.173.161
+494	Jarvis	Iorillo	jiorillodp@studiopress.com	93.101.150.11
+495	Netta	Reape	nreapedq@gnu.org	51.144.222.128
+496	Bing	Gerardot	bgerardotdr@parallels.com	50.104.129.117
+497	Corny	Odcroft	codcroftds@gnu.org	208.131.76.86
+498	Cirstoforo	Danilishin	cdanilishindt@i2i.jp	81.71.29.231
+499	Winni	Fonzone	wfonzonedu@pagesperso-orange.fr	224.208.253.44
+500	Greta	Charlesworth	gcharlesworthdv@cdc.gov	189.92.249.105
+501	Davita	Nattriss	dnattrissdw@usnews.com	104.76.94.84
+502	Jacky	Merrington	jmerringtondx@clickbank.net	32.186.87.6
+503	Levin	Brightling	lbrightlingdy@amazon.co.uk	244.155.255.27
+504	Nari	Tenny	ntennydz@ocn.ne.jp	225.68.188.123
+505	Shem	Benthall	sbenthalle0@webeden.co.uk	78.171.218.118
+506	Austine	Sygroves	asygrovese1@gov.uk	131.187.101.74
+507	Armando	Totterdell	atotterdelle2@gravatar.com	158.38.141.117
+508	Barde	Sibbs	bsibbse3@mit.edu	211.78.171.181
+509	Marcelia	Castagna	mcastagnae4@theguardian.com	4.99.134.90
+510	Marybelle	Hamelyn	mhamelyne5@yahoo.com	52.67.130.95
+511	Deana	Whittington	dwhittingtone6@mediafire.com	72.58.213.232
+512	Ashley	Waggett	awaggette7@delicious.com	108.85.79.77
+513	Ernestus	Mayling	emaylinge8@goodreads.com	124.56.40.59
+514	Roanne	Mullinder	rmullindere9@trellian.com	201.53.105.68
+515	Lodovico	Voules	lvoulesea@amazon.com	61.179.48.169
+516	Colas	Rollinson	crollinsoneb@bbc.co.uk	53.246.111.221
+517	Stefania	Heasly	sheaslyec@zdnet.com	187.226.144.94
+518	Demetra	Aizik	daiziked@sfgate.com	73.115.216.63
+519	Munroe	Pillans	mpillansee@buzzfeed.com	7.214.116.110
+520	Kaela	Bilbee	kbilbeeef@twitter.com	56.232.67.129
+521	Philippa	Pachmann	ppachmanneg@diigo.com	100.156.152.139
+522	Symon	Beazer	sbeazereh@ted.com	144.22.117.218
+523	Debi	Bonifacio	dbonifacioei@icio.us	95.128.45.154
+524	Cristi	Cumberledge	ccumberledgeej@google.com.au	17.253.21.244
+525	Jocelyne	Humm	jhummek@sphinn.com	5.193.76.122
+526	Inna	Erni	ierniel@weibo.com	162.244.156.206
+527	Edik	Studdard	estuddardem@amazon.de	112.108.204.147
+528	Jo	Howard	jhowarden@blinklist.com	252.90.29.4
+529	Marcelo	Springall	mspringalleo@zimbio.com	146.82.70.138
+530	Roxanne	Baggs	rbaggsep@biblegateway.com	43.59.252.117
+531	Josiah	Priditt	jpriditteq@goo.gl	128.191.182.166
+532	Margit	Forsdicke	mforsdickeer@ox.ac.uk	105.146.197.153
+533	Derril	Ambridge	dambridgees@facebook.com	25.99.66.38
+534	Eryn	Cohrs	ecohrset@geocities.jp	127.15.106.240
+535	Boone	Brient	bbrienteu@acquirethisname.com	135.74.238.119
+536	Barry	Cale	bcaleev@ucoz.com	15.154.159.133
+537	Carey	Sparhawk	csparhawkew@bloglines.com	129.132.63.205
+538	Tammy	Charley	tcharleyex@livejournal.com	151.198.50.157
+539	Walsh	Leggin	wlegginey@narod.ru	45.190.220.196
+540	Matthiew	Espinoza	mespinozaez@epa.gov	153.158.117.40
+541	Bekki	Lindwall	blindwallf0@jiathis.com	110.99.162.3
+542	Virgie	MacMychem	vmacmychemf1@mozilla.com	251.42.243.242
+543	Liv	Boundey	lboundeyf2@washingtonpost.com	13.30.208.83
+544	Dirk	Feld	dfeldf3@unesco.org	245.189.172.75
+545	Nikki	Boorne	nboornef4@discovery.com	19.92.231.218
+546	Brynna	Smeath	bsmeathf5@springer.com	34.139.205.63
+547	Erica	Laraway	elarawayf6@va.gov	0.19.56.89
+548	Gill	Kubczak	gkubczakf7@mtv.com	58.189.26.134
+549	Stefa	Klicher	sklicherf8@cocolog-nifty.com	212.250.35.126
+550	Ric	Matteini	rmatteinif9@google.com	76.40.210.171
+551	Renate	Clendennen	rclendennenfa@paginegialle.it	155.128.125.241
+552	Aryn	Housden	ahousdenfb@elegantthemes.com	218.187.212.50
+553	Denice	Haimes	dhaimesfc@tiny.cc	127.43.110.137
+554	Clarette	Brookfield	cbrookfieldfd@simplemachines.org	5.22.2.135
+555	Gabbey	Bradbrook	gbradbrookfe@tripod.com	100.103.183.118
+556	Chicky	Cordier	ccordierff@tripod.com	252.64.158.116
+557	Barton	Collick	bcollickfg@netlog.com	74.6.198.84
+558	Olivie	Fibbens	ofibbensfh@exblog.jp	62.227.196.134
+559	Donny	Wibrow	dwibrowfi@hubpages.com	46.77.170.143
+560	Dory	Williment	dwillimentfj@csmonitor.com	31.82.168.122
+561	Elayne	Cranmer	ecranmerfk@google.pl	12.148.73.45
+562	Corby	Vaz	cvazfl@weather.com	47.184.29.175
+563	Annmarie	Bisterfeld	abisterfeldfm@huffingtonpost.com	9.167.215.142
+564	Emelda	Blasius	eblasiusfn@vkontakte.ru	223.61.226.54
+565	Paloma	Hulke	phulkefo@canalblog.com	201.194.32.92
+566	Bertie	Del Checolo	bdelchecolofp@jimdo.com	243.210.15.79
+567	Cullen	Summerton	csummertonfq@blogtalkradio.com	117.160.26.233
+568	Algernon	Backshell	abackshellfr@squidoo.com	35.184.102.214
+569	Nevin	Cicculi	ncicculifs@microsoft.com	54.140.7.38
+570	Kelcey	Olrenshaw	kolrenshawft@comcast.net	219.11.78.3
+571	Benny	Curtayne	bcurtaynefu@addthis.com	134.236.253.152
+572	Florie	Magenny	fmagennyfv@bbb.org	236.226.233.115
+573	Tabor	Clench	tclenchfw@google.cn	58.188.164.129
+574	Renato	Langmuir	rlangmuirfx@ed.gov	224.245.61.255
+575	Timoteo	Megarry	tmegarryfy@businesswire.com	87.56.232.131
+576	Saba	Trace	stracefz@cnn.com	172.20.254.18
+577	Martin	Hardin	mharding0@uiuc.edu	59.94.197.156
+578	Che	Bosma	cbosmag1@example.com	171.9.149.230
+579	Lorenzo	Kingshott	lkingshottg2@wikipedia.org	134.33.44.254
+580	Dorise	Paige	dpaigeg3@jugem.jp	20.161.148.227
+581	Elana	Knocker	eknockerg4@biblegateway.com	118.187.107.81
+582	Loralie	Gabala	lgabalag5@time.com	204.62.248.40
+583	Gerrard	Hofler	ghoflerg6@mapquest.com	21.90.212.249
+584	Meade	Mee	mmeeg7@edublogs.org	243.160.122.66
+585	Lucille	Hardbattle	lhardbattleg8@acquirethisname.com	185.202.79.158
+586	Brigham	Garrison	bgarrisong9@icq.com	100.197.243.236
+587	Gabrila	Gartsyde	ggartsydega@berkeley.edu	218.166.227.41
+588	Angel	Audas	aaudasgb@youtu.be	45.36.137.219
+589	Babara	Blenkensop	bblenkensopgc@163.com	69.160.69.41
+590	Odelle	MacNess	omacnessgd@1688.com	189.134.207.88
+591	Normy	Luney	nluneyge@yahoo.co.jp	175.173.13.106
+592	Billie	Westnedge	bwestnedgegf@soup.io	87.242.196.167
+593	Gusella	Trevers	gtreversgg@printfriendly.com	165.221.104.240
+594	Sergei	Headey	sheadeygh@smh.com.au	249.88.42.65
+595	Page	Suggate	psuggategi@cbsnews.com	46.36.122.173
+596	Frasier	Beards	fbeardsgj@illinois.edu	112.199.28.40
+597	Cristy	Kuhnt	ckuhntgk@ezinearticles.com	242.113.62.65
+598	Hyacintha	Marriot	hmarriotgl@stanford.edu	144.224.32.129
+599	Tish	Simyson	tsimysongm@hp.com	55.111.3.192
+600	Kimmy	Cookman	kcookmangn@ftc.gov	110.100.123.66
+601	Fee	Trenaman	ftrenamango@stanford.edu	125.132.183.122
+602	Harold	Spreckley	hspreckleygp@nature.com	115.186.25.105
+603	Ophelie	Spinnace	ospinnacegq@miibeian.gov.cn	255.234.255.18
+604	Aymer	MacGowan	amacgowangr@booking.com	214.162.180.214
+605	Elliot	Brownsword	ebrownswordgs@ihg.com	76.84.225.105
+606	Christabel	Riedel	criedelgt@nationalgeographic.com	91.92.75.188
+607	Mercie	Gaukrodge	mgaukrodgegu@nasa.gov	8.66.116.234
+608	Jordan	Doiley	jdoileygv@themeforest.net	119.34.164.200
+609	Guenna	Dearnly	gdearnlygw@people.com.cn	40.147.212.167
+610	Rosalind	Doreward	rdorewardgx@hao123.com	76.93.185.142
+611	Stearne	Siddall	ssiddallgy@apache.org	206.2.186.251
+612	Maible	Vigurs	mvigursgz@smugmug.com	233.89.155.231
+613	Carry	Curuclis	ccuruclish0@cyberchimps.com	237.4.137.235
+614	Dacia	Shoobridge	dshoobridgeh1@sphinn.com	97.220.159.59
+615	Illa	Townson	itownsonh2@slashdot.org	36.57.197.202
+616	Mirilla	Spehr	mspehrh3@virginia.edu	2.230.213.20
+617	Afton	Clout	aclouth4@php.net	148.51.103.239
+618	Zia	Niccols	zniccolsh5@umn.edu	111.92.244.233
+619	Harlan	Care	hcareh6@geocities.jp	147.165.253.105
+620	Nealy	Kelby	nkelbyh7@java.com	199.17.128.183
+621	Hurlee	Rosel	hroselh8@aboutads.info	148.83.117.93
+622	Oates	Jurkowski	ojurkowskih9@domainmarket.com	51.168.198.177
+623	Tymon	Emerson	temersonha@gravatar.com	58.135.8.221
+624	Stacy	Katzmann	skatzmannhb@tumblr.com	27.51.250.240
+625	Aksel	Udden	auddenhc@reverbnation.com	8.179.159.178
+626	Brooke	Lourenco	blourencohd@google.com	215.41.155.94
+627	Clarita	Kolczynski	ckolczynskihe@unicef.org	211.79.208.231
+628	Emlyn	Glassman	eglassmanhf@stumbleupon.com	163.116.32.117
+629	Lucian	Gowrich	lgowrichhg@utexas.edu	190.40.48.107
+630	Rozamond	O'Kielt	rokielthh@answers.com	15.240.42.203
+631	Estel	McGeever	emcgeeverhi@paypal.com	125.220.7.209
+632	Meryl	Yakovitch	myakovitchhj@ca.gov	26.167.145.250
+633	Barty	Sneden	bsnedenhk@blogtalkradio.com	4.137.5.75
+634	Alex	McCord	amccordhl@hud.gov	73.247.18.192
+635	Edwina	Rubbert	erubberthm@tamu.edu	119.125.97.104
+636	Dicky	Bernette	dbernettehn@weebly.com	66.168.252.37
+637	Cirilo	Withey	cwitheyho@nytimes.com	114.36.203.75
+638	Ewell	Gillbard	egillbardhp@omniture.com	87.64.26.114
+639	Jephthah	Larver	jlarverhq@whitehouse.gov	195.113.125.231
+640	Tracee	Hanalan	thanalanhr@devhub.com	149.247.21.125
+641	Martino	Aucutt	maucutths@wp.com	183.226.21.75
+642	Carmel	Tilbury	ctilburyht@hubpages.com	237.24.250.230
+643	Phillida	Gonin	pgoninhu@wiley.com	21.135.44.11
+644	Grenville	Davenport	gdavenporthv@symantec.com	161.214.152.192
+645	Roland	Quinton	rquintonhw@dot.gov	187.116.110.29
+646	Oralla	Joffe	ojoffehx@diigo.com	194.12.78.19
+647	Franky	Bratch	fbratchhy@sciencedirect.com	95.101.50.215
+648	Tally	Strass	tstrasshz@ucoz.com	189.105.115.183
+649	Kaja	Dulwitch	kdulwitchi0@wordpress.com	24.47.243.10
+650	Charley	MacMoyer	cmacmoyeri1@ezinearticles.com	125.232.95.204
+651	Erena	Meegin	emeegini2@blinklist.com	113.139.104.92
+652	Shamus	McCalister	smccalisteri3@youtu.be	185.48.230.243
+653	Kenna	Johnes	kjohnesi4@adobe.com	199.246.105.153
+654	Kermie	Minchinden	kminchindeni5@mlb.com	188.192.235.227
+655	Nyssa	Moff	nmoffi6@google.fr	181.77.162.156
+656	Sandro	Eltone	seltonei7@sitemeter.com	238.214.156.50
+657	Gonzales	Gilchrist	ggilchristi8@123-reg.co.uk	183.186.33.93
+658	Giles	Hearnshaw	ghearnshawi9@oakley.com	41.172.162.150
+659	Aileen	Kaming	akamingia@bandcamp.com	210.182.117.208
+660	Viv	O'Shiel	voshielib@amazon.com	26.61.162.9
+661	Urson	Goodlip	ugoodlipic@studiopress.com	15.113.125.212
+662	Milty	Haggerston	mhaggerstonid@independent.co.uk	152.219.3.253
+663	Sallie	Elegood	selegoodie@jiathis.com	160.171.175.184
+664	Franny	Vigors	fvigorsif@japanpost.jp	118.37.205.205
+665	Adham	Blaxley	ablaxleyig@spiegel.de	30.116.133.169
+666	Maison	Kester	mkesterih@nymag.com	106.1.202.54
+667	Jesselyn	Luchetti	jluchettiii@dion.ne.jp	62.142.116.199
+668	Lina	Rowth	lrowthij@ezinearticles.com	157.196.248.45
+669	Ashlie	Denkin	adenkinik@fda.gov	50.184.255.159
+670	Stefan	Larking	slarkingil@hugedomains.com	117.121.10.196
+671	Tarra	Siddon	tsiddonim@nyu.edu	38.211.247.49
+672	Birk	Ellsbury	bellsburyin@storify.com	137.63.23.220
+673	Kurtis	Cason	kcasonio@mlb.com	230.97.231.3
+674	Misti	Gout	mgoutip@tmall.com	151.17.163.109
+675	Westbrook	O'dell	wodelliq@jimdo.com	87.175.119.82
+676	Tilda	Louiset	tlouisetir@slate.com	170.149.37.43
+677	Marcille	Matts	mmattsis@lycos.com	144.79.136.126
+678	Welch	Gopsall	wgopsallit@istockphoto.com	50.11.182.169
+679	Annabella	Whyberd	awhyberdiu@sitemeter.com	35.92.32.199
+680	Christian	Lory	cloryiv@ocn.ne.jp	252.121.51.34
+681	Odella	Strain	ostrainiw@123-reg.co.uk	8.207.56.131
+682	Elfie	Portt	eporttix@mysql.com	163.185.104.244
+683	Henrik	Grebbin	hgrebbiniy@bizjournals.com	201.159.100.117
+684	Helyn	Jordanson	hjordansoniz@nydailynews.com	246.11.98.116
+685	Olag	Parkyns	oparkynsj0@washington.edu	141.66.101.12
+686	Dru	Molson	dmolsonj1@typepad.com	203.111.32.244
+687	Skell	Donizeau	sdonizeauj2@yandex.ru	5.141.75.227
+688	Alma	Voak	avoakj3@qq.com	125.145.71.113
+689	Hamlin	Pask	hpaskj4@cbsnews.com	118.59.32.174
+690	Harper	Ollett	hollettj5@weather.com	246.156.222.76
+691	Jerrold	Peppin	jpeppinj6@auda.org.au	20.217.61.240
+692	Esmaria	Sheal	eshealj7@kickstarter.com	239.225.184.81
+693	Brenden	Mehew	bmehewj8@webnode.com	8.46.14.81
+694	Henrie	Kenchington	hkenchingtonj9@answers.com	37.152.228.120
+695	Eve	Ponter	eponterja@arstechnica.com	220.49.183.33
+696	Thorin	Stoltz	tstoltzjb@cbc.ca	173.140.3.165
+697	Tammara	Corkan	tcorkanjc@xinhuanet.com	176.233.206.87
+698	Adelle	Avieson	aaviesonjd@wikispaces.com	147.173.134.183
+699	Ania	Evens	aevensje@java.com	157.244.22.10
+700	Lianne	Rollason	lrollasonjf@gizmodo.com	143.48.158.150
+701	Cariotta	Hamfleet	chamfleetjg@vistaprint.com	235.23.137.164
+702	Jakie	Denziloe	jdenziloejh@posterous.com	53.216.193.58
+703	Hope	Luckes	hluckesji@g.co	93.92.237.226
+704	Arley	Stickels	astickelsjj@typepad.com	56.182.90.21
+705	Dennet	Bedo	dbedojk@wikispaces.com	159.42.172.82
+706	Byron	Jagels	bjagelsjl@google.de	191.5.191.36
+707	Fianna	Whitby	fwhitbyjm@webs.com	120.48.54.228
+708	Odette	Marcq	omarcqjn@arizona.edu	253.116.251.36
+709	Elsy	Carcas	ecarcasjo@ed.gov	232.158.13.197
+710	Mickie	Mascall	mmascalljp@zdnet.com	104.67.40.134
+711	Karlie	Linggard	klinggardjq@statcounter.com	42.214.94.91
+712	Catha	Fredy	cfredyjr@sbwire.com	9.111.166.228
+713	Brinn	Caso	bcasojs@seattletimes.com	183.21.58.124
+714	Hynda	Adamczyk	hadamczykjt@biglobe.ne.jp	99.200.137.45
+715	Krystyna	Tweede	ktweedeju@constantcontact.com	185.90.38.188
+716	Janaya	Fowler	jfowlerjv@so-net.ne.jp	100.240.187.165
+717	Noll	Pawelczyk	npawelczykjw@gmpg.org	199.238.195.115
+718	Elia	Troutbeck	etroutbeckjx@wikispaces.com	17.203.214.69
+719	Sholom	Juliano	sjulianojy@pcworld.com	80.185.95.197
+720	Cullin	Lindsay	clindsayjz@foxnews.com	242.255.112.218
+721	Kelcie	Filyaev	kfilyaevk0@indiegogo.com	161.44.77.219
+722	Rodie	Bigham	rbighamk1@google.fr	35.107.24.127
+723	Sigmund	Rayson	sraysonk2@gov.uk	30.12.252.247
+724	Sonny	Triggol	striggolk3@biglobe.ne.jp	82.161.194.245
+725	Morty	Witsey	mwitseyk4@chronoengine.com	86.214.192.200
+726	Benito	Dowe	bdowek5@topsy.com	229.7.48.41
+727	Nikolaos	Wrixon	nwrixonk6@indiegogo.com	66.50.167.14
+728	Will	Poyntz	wpoyntzk7@bluehost.com	196.186.176.79
+729	Myrtia	Jellis	mjellisk8@theguardian.com	28.124.249.59
+730	Jeanine	Dionsetti	jdionsettik9@msn.com	229.45.171.95
+731	Mackenzie	Buy	mbuyka@dell.com	55.167.107.27
+732	Mikaela	Salvidge	msalvidgekb@liveinternet.ru	17.50.40.21
+733	Sapphira	Gebuhr	sgebuhrkc@plala.or.jp	227.224.204.43
+734	Grethel	Garralts	ggarraltskd@ycombinator.com	134.204.105.246
+735	Merrili	Dougher	mdougherke@springer.com	247.246.194.178
+736	Kasper	Taudevin	ktaudevinkf@japanpost.jp	212.159.34.22
+737	Dorris	Nichols	dnicholskg@aboutads.info	33.198.95.121
+738	Jacquelynn	Assel	jasselkh@tinyurl.com	194.67.28.241
+739	Sarita	Hertwell	shertwellki@sogou.com	123.103.85.60
+740	Drusi	Eastcott	deastcottkj@nytimes.com	235.97.253.211
+741	Cornall	Mullarkey	cmullarkeykk@imgur.com	77.162.225.76
+742	Luisa	Ullrich	lullrichkl@omniture.com	62.174.214.46
+743	Marvin	Broske	mbroskekm@scientificamerican.com	91.15.204.79
+744	Danielle	Astbery	dastberykn@businessinsider.com	72.29.253.119
+745	Stephanus	Conochie	sconochieko@wikispaces.com	198.170.198.88
+746	Olimpia	Essame	oessamekp@techcrunch.com	168.81.119.110
+747	Arney	Mann	amannkq@newsvine.com	245.63.210.99
+748	Haslett	Aspland	hasplandkr@simplemachines.org	6.76.138.82
+749	Lethia	Blind	lblindks@imageshack.us	129.151.127.39
+750	Clive	Emanuelli	cemanuellikt@homestead.com	229.194.26.101
+751	Shelbi	Beare	sbeareku@youku.com	175.95.178.52
+752	Faustina	Tackes	ftackeskv@soup.io	109.209.97.22
+753	Christie	Janus	cjanuskw@purevolume.com	219.158.228.112
+754	Marline	Reynoollds	mreynoolldskx@furl.net	106.236.16.155
+755	Iris	Dorrell	idorrellky@behance.net	73.227.163.147
+756	Gearard	Allgood	gallgoodkz@imageshack.us	149.113.235.145
+757	Davin	Battman	dbattmanl0@amazonaws.com	196.229.219.39
+758	Kennith	Hurtic	khurticl1@wiley.com	251.34.249.123
+759	Russell	Leckey	rleckeyl2@sitemeter.com	66.220.77.162
+760	Vivyan	Erik	verikl3@google.es	206.69.34.16
+761	Ewell	Carty	ecartyl4@army.mil	219.105.52.216
+762	Chiarra	Vanin	cvaninl5@yolasite.com	168.223.79.4
+763	Matilda	Pinnell	mpinnelll6@g.co	35.4.117.50
+764	Jimmie	Pitt	jpittl7@multiply.com	122.36.128.215
+765	Jerrold	Giles	jgilesl8@sun.com	171.75.33.7
+766	Aura	Blonden	ablondenl9@paginegialle.it	132.76.205.221
+767	Corny	Dartnall	cdartnallla@wordpress.com	67.66.120.225
+768	Lizzy	Dene	ldenelb@wix.com	88.71.136.27
+769	Pammie	Tuckey	ptuckeylc@dailymotion.com	13.114.234.200
+770	Gillan	Thornham	gthornhamld@gov.uk	130.73.184.25
+771	Bobby	Rebeiro	brebeirole@google.ca	59.84.193.224
+772	Morris	Wellings	mwellingslf@usgs.gov	8.93.132.103
+773	Henka	Dabbs	hdabbslg@patch.com	103.11.47.245
+774	Merwin	Bubbins	mbubbinslh@dailymotion.com	252.201.20.88
+775	Adorne	MacFadden	amacfaddenli@fc2.com	151.92.155.153
+776	Arlen	Orthmann	aorthmannlj@ftc.gov	146.140.43.202
+777	Devland	Wickens	dwickenslk@alibaba.com	12.124.30.158
+778	Janeczka	Ossenna	jossennall@squidoo.com	223.38.238.12
+779	Karil	Eaglen	keaglenlm@disqus.com	205.107.227.221
+780	Roger	Dumpleton	rdumpletonln@e-recht24.de	92.165.141.137
+781	Adora	Van Der Vlies	avandervlieslo@deliciousdays.com	107.101.120.65
+782	Terrel	Varvara	tvarvaralp@posterous.com	6.61.4.193
+783	Aloisia	Rainbow	arainbowlq@latimes.com	203.83.216.69
+784	Willis	Gedney	wgedneylr@discovery.com	192.112.210.170
+785	Muffin	Schaumaker	mschaumakerls@devhub.com	3.65.7.244
+786	Martyn	Beckson	mbecksonlt@japanpost.jp	173.129.27.218
+787	Julia	Gilhooly	jgilhoolylu@cnn.com	245.73.152.144
+788	Bartholemy	Presland	bpreslandlv@cbslocal.com	223.154.197.67
+789	Pancho	Cregg	pcregglw@homestead.com	196.81.72.189
+790	Petrina	Curle	pcurlelx@census.gov	224.163.155.80
+791	Ebony	Maundrell	emaundrellly@google.cn	45.2.253.163
+792	Brietta	Chastang	bchastanglz@xinhuanet.com	20.3.115.139
+793	Emile	Philippson	ephilippsonm0@wsj.com	143.150.227.75
+794	Gabrila	Houten	ghoutenm1@hexun.com	224.51.106.107
+795	Sheela	Klasing	sklasingm2@barnesandnoble.com	182.181.244.197
+796	Grenville	Dinan	gdinanm3@hubpages.com	84.100.158.174
+797	Ariana	Gidney	agidneym4@smh.com.au	243.210.79.166
+798	Donetta	Morter	dmorterm5@php.net	200.153.89.27
+799	Rosalinda	Greswell	rgreswellm6@taobao.com	37.66.42.192
+800	Corey	Greve	cgrevem7@bravesites.com	225.218.179.24
+801	Wanda	Lambal	wlambalm8@constantcontact.com	141.162.228.187
+802	Franz	Coppins	fcoppinsm9@thetimes.co.uk	39.161.2.61
+803	Tildy	Quinby	tquinbyma@indiatimes.com	235.11.214.76
+804	Bellina	Piddock	bpiddockmb@apache.org	161.8.126.26
+805	Mathilde	Denney	mdenneymc@purevolume.com	228.208.12.222
+806	Shae	Stapleford	sstaplefordmd@go.com	31.157.172.26
+807	Bernadine	Ortiger	bortigerme@purevolume.com	15.230.62.15
+808	Chen	Wyeth	cwyethmf@reuters.com	127.203.14.248
+809	Lynnet	Mebius	lmebiusmg@naver.com	242.246.161.85
+810	Monica	Traice	mtraicemh@hexun.com	111.72.54.67
+811	Bamby	Bernardi	bbernardimi@netvibes.com	117.13.43.223
+812	Thorny	Swarbrick	tswarbrickmj@topsy.com	40.220.155.44
+813	Bryna	Knock	bknockmk@slate.com	164.239.162.100
+814	Valaria	Jirka	vjirkaml@fema.gov	164.78.230.97
+815	Loria	Scarfe	lscarfemm@edublogs.org	79.110.28.105
+816	Christalle	Acory	cacorymn@csmonitor.com	192.39.189.63
+817	Natassia	Barbrook	nbarbrookmo@squarespace.com	162.97.237.82
+818	Roxy	Rojel	rrojelmp@sakura.ne.jp	14.230.72.57
+819	Drud	Dincke	ddinckemq@jimdo.com	164.163.79.162
+820	Bunnie	Lillie	blilliemr@hhs.gov	167.76.84.198
+821	Nathalia	Piesing	npiesingms@adobe.com	48.181.6.5
+822	Gian	Godlonton	ggodlontonmt@storify.com	170.135.16.245
+823	Genvieve	Accum	gaccummu@google.ru	32.123.201.150
+824	Nichole	Gee	ngeemv@arizona.edu	187.226.20.105
+825	Aldus	Sweetman	asweetmanmw@blogs.com	156.32.15.195
+826	Jo ann	Yeoman	jyeomanmx@hao123.com	98.137.164.28
+827	Corrine	Bonafacino	cbonafacinomy@mashable.com	226.8.92.141
+828	Elga	Aubery	eauberymz@wired.com	135.11.25.227
+829	Ettie	Mogra	emogran0@hubpages.com	104.104.13.216
+830	Hillary	Blacket	hblacketn1@youtu.be	146.68.142.149
+831	Blondell	Sevitt	bsevittn2@earthlink.net	62.26.144.186
+832	Sawyere	Danelet	sdaneletn3@buzzfeed.com	97.20.13.250
+833	Shena	Castagnaro	scastagnaron4@list-manage.com	38.7.233.64
+834	Keir	Mochan	kmochann5@house.gov	70.177.107.177
+835	Lovell	Beceril	lbeceriln6@tripadvisor.com	167.234.99.212
+836	Florinda	Parmiter	fparmitern7@europa.eu	193.203.140.42
+837	Thornton	Dyster	tdystern8@adobe.com	225.216.130.235
+838	Mildrid	Crennan	mcrennann9@hostgator.com	236.59.17.73
+839	Aubree	Hallihan	ahallihanna@nasa.gov	229.86.16.71
+840	Liva	Pettitt	lpettittnb@icq.com	185.157.127.113
+841	Valentin	Grob	vgrobnc@163.com	218.75.120.145
+842	Clark	Mousdall	cmousdallnd@bbb.org	130.169.222.221
+843	Dorothy	Corney	dcorneyne@scribd.com	244.73.141.178
+844	Torie	Badman	tbadmannf@alexa.com	215.112.15.225
+845	Marcelle	Kennerknecht	mkennerknechtng@cnn.com	119.122.7.42
+846	Rayna	Lamacraft	rlamacraftnh@comsenz.com	224.33.169.205
+847	Marmaduke	Tallboy	mtallboyni@timesonline.co.uk	207.39.45.105
+848	Harmonia	Paffot	hpaffotnj@digg.com	212.115.141.56
+849	Bord	Rosso	brossonk@icq.com	184.64.217.200
+850	Cornall	Immings	cimmingsnl@tripadvisor.com	108.72.96.252
+851	Cris	Fortnon	cfortnonnm@smugmug.com	181.191.217.186
+852	Ezra	Anfrey	eanfreynn@posterous.com	234.74.58.251
+853	Tania	Bruggeman	tbruggemanno@1688.com	167.26.98.82
+854	Jedidiah	Holby	jholbynp@sciencedirect.com	199.234.10.4
+855	Bernard	Hollerin	bhollerinnq@yale.edu	212.190.179.50
+856	Francesco	Abelovitz	fabelovitznr@fotki.com	154.39.144.57
+857	Lib	Gillbanks	lgillbanksns@prweb.com	250.123.87.142
+858	Giavani	Brumby	gbrumbynt@aol.com	242.169.197.61
+859	Chic	Carder	ccardernu@blogspot.com	244.68.133.118
+860	Lucine	Scurrell	lscurrellnv@smh.com.au	241.177.177.92
+861	Theresa	Houdhury	thoudhurynw@cocolog-nifty.com	234.77.132.96
+862	Kacie	Ratray	kratraynx@skype.com	3.97.166.243
+863	Fowler	Fenix	ffenixny@senate.gov	31.253.81.69
+864	Putnem	Munroe	pmunroenz@xing.com	59.66.177.29
+865	Ediva	Dominik	edominiko0@networkadvertising.org	71.242.120.164
+866	Web	Favell	wfavello1@arstechnica.com	225.38.194.178
+867	Larry	Geill	lgeillo2@xinhuanet.com	201.111.234.86
+868	Tamarra	Melanaphy	tmelanaphyo3@bbc.co.uk	165.78.76.237
+869	Dorian	Kinrade	dkinradeo4@amazon.de	3.152.33.75
+870	Hillier	Jacobsson	hjacobssono5@theglobeandmail.com	164.87.243.1
+871	Ewan	Rive	eriveo6@odnoklassniki.ru	35.248.130.63
+872	Aaren	Beany	abeanyo7@acquirethisname.com	114.88.68.209
+873	Devland	Harness	dharnesso8@dropbox.com	90.84.14.97
+874	Nada	Beckmann	nbeckmanno9@tumblr.com	31.65.246.138
+875	Clayborn	Sheeran	csheeranoa@baidu.com	142.99.177.6
+876	Katuscha	Linfield	klinfieldob@istockphoto.com	98.148.185.27
+877	Dani	Widdison	dwiddisonoc@intel.com	178.152.181.71
+878	Fidel	MacGillavery	fmacgillaveryod@nyu.edu	55.131.105.243
+879	Danielle	Revie	drevieoe@imageshack.us	58.55.9.16
+880	Saunders	Guillem	sguillemof@prweb.com	129.149.55.191
+881	Brucie	Springell	bspringellog@mozilla.com	202.46.30.66
+882	Lee	Menier	lmenieroh@sina.com.cn	145.161.94.135
+883	Beilul	Jatczak	bjatczakoi@techcrunch.com	20.170.73.202
+884	Donn	Ondracek	dondracekoj@jugem.jp	193.224.145.30
+885	Jocelyne	Ravenshear	jravenshearok@pagesperso-orange.fr	173.66.110.77
+886	Candida	Millichip	cmillichipol@huffingtonpost.com	123.136.19.240
+887	Leisha	MacMichael	lmacmichaelom@zimbio.com	39.228.254.54
+888	Farly	Rounsefull	frounsefullon@yahoo.co.jp	122.244.240.215
+889	Loleta	Swannick	lswannickoo@google.ca	89.56.96.205
+890	Lester	Ventam	lventamop@china.com.cn	27.209.125.66
+891	Annetta	Pancast	apancastoq@51.la	216.35.37.97
+892	Cindie	Torrecilla	ctorrecillaor@typepad.com	239.142.216.203
+893	Glyn	Igounet	gigounetos@goo.gl	116.167.125.10
+894	Olympie	Cullinane	ocullinaneot@paypal.com	225.2.50.215
+895	Shara	Panyer	spanyerou@nydailynews.com	211.97.133.207
+896	Sigmund	Dorrian	sdorrianov@state.gov	217.156.31.250
+897	Merilyn	Eastby	meastbyow@omniture.com	246.56.58.156
+898	Natasha	Jaquemar	njaquemarox@goodreads.com	195.106.120.250
+899	Gene	Heavens	gheavensoy@histats.com	214.73.215.76
+900	Menard	Calderonello	mcalderonellooz@xrea.com	35.65.10.57
+901	Elbert	Risson	erissonp0@geocities.com	101.152.215.19
+902	Vern	Sabatini	vsabatinip1@disqus.com	61.86.243.226
+903	Tommie	Sapauton	tsapautonp2@theglobeandmail.com	114.217.29.95
+904	Toddy	Da Costa	tdacostap3@walmart.com	158.128.77.31
+905	Beatriz	Dursley	bdursleyp4@independent.co.uk	235.46.171.234
+906	Ferdinand	McDarmid	fmcdarmidp5@ning.com	27.27.105.68
+907	Odette	Lilley	olilleyp6@nba.com	10.83.178.123
+908	Augusta	Niessen	aniessenp7@vinaora.com	185.98.39.208
+909	Dara	Benwell	dbenwellp8@europa.eu	234.235.158.146
+910	Kristan	Luckie	kluckiep9@yelp.com	200.90.57.225
+911	Ashlin	Carbin	acarbinpa@bbb.org	230.163.209.111
+912	Jere	Habishaw	jhabishawpb@issuu.com	244.236.152.43
+913	Page	Follows	pfollowspc@usda.gov	232.35.241.17
+914	Currey	Galiford	cgalifordpd@instagram.com	69.233.24.215
+915	Jan	Coan	jcoanpe@google.it	232.151.71.96
+916	Curr	Hollyland	chollylandpf@walmart.com	201.7.244.6
+917	Marni	Moxon	mmoxonpg@blogger.com	248.192.188.101
+918	Baron	Ryland	brylandph@youku.com	215.121.122.0
+919	Zena	Strutton	zstruttonpi@microsoft.com	85.122.33.201
+920	Ilaire	Geddis	igeddispj@home.pl	184.75.155.156
+921	Cindee	McMonies	cmcmoniespk@yolasite.com	180.242.214.212
+922	Brocky	Urvoy	burvoypl@timesonline.co.uk	12.32.241.187
+923	Roseanne	McGrail	rmcgrailpm@merriam-webster.com	128.172.7.169
+924	Elga	Stoyles	estoylespn@smugmug.com	47.50.177.20
+925	Reggis	Lovelock	rlovelockpo@slashdot.org	83.253.6.198
+926	Kameko	Harly	kharlypp@infoseek.co.jp	4.224.190.78
+927	Marjory	Keller	mkellerpq@examiner.com	0.193.71.169
+928	Temple	Suett	tsuettpr@last.fm	228.178.247.154
+929	Erroll	Douty	edoutyps@pbs.org	72.216.143.103
+930	Maritsa	Bruford	mbrufordpt@va.gov	228.7.185.49
+931	Cecilia	Breewood	cbreewoodpu@163.com	173.244.177.139
+932	Ryann	Twine	rtwinepv@bloglines.com	253.192.163.184
+933	Lyle	Mauger	lmaugerpw@goo.gl	16.187.217.51
+934	Vanna	Wix	vwixpx@comcast.net	4.80.90.125
+935	Chrissie	Nimmo	cnimmopy@edublogs.org	28.41.138.178
+936	Clara	Gilhooly	cgilhoolypz@google.it	112.121.211.73
+937	Timmi	Farens	tfarensq0@uiuc.edu	136.42.64.49
+938	Julius	Falshaw	jfalshawq1@omniture.com	181.177.178.201
+939	Corey	Dwire	cdwireq2@mlb.com	116.254.75.56
+940	Corny	MacLaughlin	cmaclaughlinq3@ow.ly	161.121.120.157
+941	Cecile	Toma	ctomaq4@rambler.ru	239.55.216.51
+942	Baxie	Ledur	bledurq5@reverbnation.com	151.135.162.234
+943	Beck	Hustings	bhustingsq6@businessinsider.com	43.246.219.111
+944	Robbert	Robrow	rrobrowq7@github.io	226.195.166.40
+945	Weider	Tie	wtieq8@buzzfeed.com	94.179.160.139
+946	Kacie	Merriton	kmerritonq9@smugmug.com	208.77.59.123
+947	Alano	Vannoni	avannoniqa@goo.ne.jp	6.164.27.66
+948	Symon	Prine	sprineqb@jalbum.net	17.57.160.81
+949	Barris	Pimerick	bpimerickqc@google.nl	210.253.171.62
+950	Dedie	Clell	dclellqd@sun.com	65.230.192.163
+951	Lida	Brager	lbragerqe@tinypic.com	212.228.89.59
+952	Darsie	McGarel	dmcgarelqf@businesswire.com	32.185.31.122
+953	Dorris	Ruslinge	druslingeqg@studiopress.com	38.235.239.50
+954	Whitby	Reddie	wreddieqh@canalblog.com	71.194.86.60
+955	Maxwell	Allridge	mallridgeqi@tuttocitta.it	23.88.163.47
+956	Royal	Gavey	rgaveyqj@xinhuanet.com	111.145.148.115
+957	Adena	Jump	ajumpqk@cnn.com	67.70.197.167
+958	Davidde	Naismith	dnaismithql@goodreads.com	26.172.219.88
+959	Ferdinande	Tellenbroker	ftellenbrokerqm@nsw.gov.au	207.198.43.114
+960	Nettle	Edwins	nedwinsqn@gnu.org	186.171.29.254
+961	Marmaduke	Kedward	mkedwardqo@booking.com	106.221.52.105
+962	Winifield	Dechelle	wdechelleqp@va.gov	144.93.20.66
+963	Armin	Gogay	agogayqq@va.gov	63.248.234.242
+964	Garrett	Skerritt	gskerrittqr@webnode.com	246.230.249.143
+965	Grady	Ditty	gdittyqs@about.com	75.222.1.233
+966	Clarance	Aysh	cayshqt@wordpress.org	186.92.62.46
+967	Kirbie	Punshon	kpunshonqu@github.io	210.103.228.24
+968	Dimitri	Derobert	dderobertqv@plala.or.jp	165.229.97.73
+969	Jaimie	Tetsall	jtetsallqw@yolasite.com	70.227.5.120
+970	Jewell	Tonks	jtonksqx@histats.com	177.139.25.89
+971	Raddie	Boone	rbooneqy@sogou.com	190.91.78.84
+972	Davita	Maddyson	dmaddysonqz@php.net	27.254.112.46
+973	Kamila	Philpin	kphilpinr0@merriam-webster.com	230.56.120.64
+974	Simon	Lawday	slawdayr1@miitbeian.gov.cn	41.34.62.115
+975	Ame	Sallnow	asallnowr2@nature.com	42.19.246.11
+976	Catina	Shier	cshierr3@g.co	92.168.225.102
+977	Dina	Shoebottom	dshoebottomr4@digg.com	30.254.218.176
+978	Alden	Bicheno	abichenor5@ucoz.com	152.230.77.68
+979	Doro	Burlingame	dburlingamer6@gizmodo.com	116.55.114.230
+980	Yasmeen	Goundrill	ygoundrillr7@bbb.org	64.231.202.114
+981	Lynea	Boniface	lbonifacer8@etsy.com	248.188.64.4
+982	Olympe	Myring	omyringr9@cdbaby.com	34.244.192.242
+983	Gnni	Swanton	gswantonra@csmonitor.com	93.129.19.228
+984	Jordana	Roja	jrojarb@yelp.com	37.182.170.218
+985	Latrina	Kubala	lkubalarc@behance.net	16.180.74.53
+986	Laura	Mound	lmoundrd@e-recht24.de	9.252.101.27
+987	Catharine	Taylor	ctaylorre@istockphoto.com	104.3.204.36
+988	Brunhilda	Dorian	bdorianrf@wikimedia.org	52.81.132.101
+989	Augy	Gwilt	agwiltrg@twitter.com	39.25.165.212
+990	Nola	Carde	ncarderh@chronoengine.com	79.228.210.36
+991	Trista	Kuzemka	tkuzemkari@dot.gov	154.36.63.90
+992	Agustin	Hyndman	ahyndmanrj@auda.org.au	95.78.72.191
+993	Sherwynd	McGonnell	smcgonnellrk@nasa.gov	14.160.79.162
+994	Con	Smeath	csmeathrl@telegraph.co.uk	141.72.39.41
+995	Abigale	Toone	atoonerm@dyndns.org	133.5.61.95
+996	Wenonah	MacArd	wmacardrn@guardian.co.uk	206.42.244.179
+997	Alanson	Fearns	afearnsro@omniture.com	246.91.72.145
+998	Tiphany	Murkus	tmurkusrp@umn.edu	200.218.3.234
+999	Winnah	Pock	wpockrq@godaddy.com	192.155.247.2
+1000	Ravi	Angear	rangearrr@umich.edu	6.67.79.92
diff --git a/fixtures/csv/employees.csv b/fixtures/csv/employees.csv
index 4f0050fd1..8fb0c7c99 100644
--- a/fixtures/csv/employees.csv
+++ b/fixtures/csv/employees.csv
@@ -1,51 +1,51 @@
-id,first_name,last_name,email,ip_address
-1,Tobye,Tallach,ttallach0@icq.com,159.80.54.64
-2,Bret,Auchterlonie,bauchterlonie1@t-online.de,63.179.228.179
-3,Chester,Leban,cleban2@arstechnica.com,109.23.123.220
-4,Weston,Venny,wvenny3@about.com,80.78.0.69
-5,Alejoa,Hassen,ahassen4@narod.ru,193.70.126.231
-6,Otes,Ioselevich,oioselevich5@pen.io,55.238.240.160
-7,Dolley,Mc Ilwrick,dmcilwrick6@vistaprint.com,225.224.151.67
-8,Cliff,Druitt,cdruitt7@earthlink.net,216.35.85.142
-9,Alfreda,Parysiak,aparysiak8@google.com.br,234.124.93.69
-10,Alfonso,Wotherspoon,awotherspoon9@cafepress.com,34.94.1.132
-11,Jemmy,Gavriel,jgavriela@wikispaces.com,69.13.142.245
-12,Ezechiel,Binion,ebinionb@princeton.edu,85.203.127.191
-13,Burk,Blowfelde,bblowfeldec@theglobeandmail.com,74.133.42.177
-14,Danette,Brealey,dbrealeyd@tumblr.com,249.85.157.243
-15,Brent,Collcutt,bcollcutte@twitpic.com,68.202.67.52
-16,Filbert,Wane,fwanef@mozilla.org,51.190.146.189
-17,Amory,Brewers,abrewersg@sciencedirect.com,147.155.225.194
-18,Giraud,Reen,greenh@themeforest.net,134.254.177.66
-19,Burtie,Siebert,bsieberti@reuters.com,47.194.48.217
-20,Adam,Maddick,amaddickj@theguardian.com,165.16.248.228
-21,Callean,Vernall,cvernallk@google.pl,243.145.198.197
-22,Olympie,Itzakovitz,oitzakovitzl@addthis.com,40.55.240.15
-23,Jacky,Emney,jemneym@cbslocal.com,216.72.80.81
-24,Isidoro,Novello,inovellon@symantec.com,153.171.11.150
-25,Kora,Liversedge,kliversedgeo@godaddy.com,131.126.97.242
-26,Salaidh,McMenamie,smcmenamiep@yolasite.com,228.231.31.219
-27,Corey,Dowdeswell,cdowdeswellq@a8.net,203.73.30.64
-28,Brodie,Holwell,bholwellr@china.com.cn,64.200.225.25
-29,Trudey,Ungerer,tungerers@friendfeed.com,122.82.88.41
-30,Doralin,Maxted,dmaxtedt@photobucket.com,37.78.14.199
-31,Maurie,Marklin,mmarklinu@gizmodo.com,22.181.178.6
-32,Hermann,Voase,hvoasev@gnu.org,155.126.157.84
-33,Fanchette,Callaway,fcallawayw@naver.com,121.161.80.246
-34,Sara-ann,Birdall,sbirdallx@hexun.com,35.64.166.83
-35,Harriot,Clipsham,hclipshamy@redcross.org,78.103.253.219
-36,Bonita,Woolway,bwoolwayz@artisteer.com,70.114.50.135
-37,Arleyne,MacComiskey,amaccomiskey10@oracle.com,80.22.221.216
-38,Ethelbert,Covill,ecovill11@blogs.com,52.66.186.124
-39,Irita,Knee,iknee12@skyrock.com,239.247.34.120
-40,Naoma,Janca,njanca13@washington.edu,189.63.152.60
-41,Kayne,Mizzen,kmizzen14@jalbum.net,84.133.236.10
-42,Estell,Stuckford,estuckford15@nationalgeographic.com,246.168.153.22
-43,Larine,Stack,lstack16@bravesites.com,197.176.195.68
-44,Rikki,Newbold,rnewbold17@omniture.com,27.245.43.243
-45,Romonda,Charer,rcharer18@ifeng.com,137.144.236.93
-46,Letizia,Monksfield,lmonksfield19@ebay.com,209.47.5.147
-47,Sinclare,McAreavey,smcareavey1a@cnn.com,251.250.216.206
-48,Athene,Haysham,ahaysham1b@ifeng.com,81.227.231.240
-49,Gale,Tracy,gtracy1c@squidoo.com,93.138.226.205
-50,Dareen,O'Shields,doshields1d@nymag.com,27.226.127.240
+id	first_name	last_name	email	ip_address
+1	Tobye	Tallach	ttallach0@icq.com	159.80.54.64
+2	Bret	Auchterlonie	bauchterlonie1@t-online.de	63.179.228.179
+3	Chester	Leban	cleban2@arstechnica.com	109.23.123.220
+4	Weston	Venny	wvenny3@about.com	80.78.0.69
+5	Alejoa	Hassen	ahassen4@narod.ru	193.70.126.231
+6	Otes	Ioselevich	oioselevich5@pen.io	55.238.240.160
+7	Dolley	Mc Ilwrick	dmcilwrick6@vistaprint.com	225.224.151.67
+8	Cliff	Druitt	cdruitt7@earthlink.net	216.35.85.142
+9	Alfreda	Parysiak	aparysiak8@google.com.br	234.124.93.69
+10	Alfonso	Wotherspoon	awotherspoon9@cafepress.com	34.94.1.132
+11	Jemmy	Gavriel	jgavriela@wikispaces.com	69.13.142.245
+12	Ezechiel	Binion	ebinionb@princeton.edu	85.203.127.191
+13	Burk	Blowfelde	bblowfeldec@theglobeandmail.com	74.133.42.177
+14	Danette	Brealey	dbrealeyd@tumblr.com	249.85.157.243
+15	Brent	Collcutt	bcollcutte@twitpic.com	68.202.67.52
+16	Filbert	Wane	fwanef@mozilla.org	51.190.146.189
+17	Amory	Brewers	abrewersg@sciencedirect.com	147.155.225.194
+18	Giraud	Reen	greenh@themeforest.net	134.254.177.66
+19	Burtie	Siebert	bsieberti@reuters.com	47.194.48.217
+20	Adam	Maddick	amaddickj@theguardian.com	165.16.248.228
+21	Callean	Vernall	cvernallk@google.pl	243.145.198.197
+22	Olympie	Itzakovitz	oitzakovitzl@addthis.com	40.55.240.15
+23	Jacky	Emney	jemneym@cbslocal.com	216.72.80.81
+24	Isidoro	Novello	inovellon@symantec.com	153.171.11.150
+25	Kora	Liversedge	kliversedgeo@godaddy.com	131.126.97.242
+26	Salaidh	McMenamie	smcmenamiep@yolasite.com	228.231.31.219
+27	Corey	Dowdeswell	cdowdeswellq@a8.net	203.73.30.64
+28	Brodie	Holwell	bholwellr@china.com.cn	64.200.225.25
+29	Trudey	Ungerer	tungerers@friendfeed.com	122.82.88.41
+30	Doralin	Maxted	dmaxtedt@photobucket.com	37.78.14.199
+31	Maurie	Marklin	mmarklinu@gizmodo.com	22.181.178.6
+32	Hermann	Voase	hvoasev@gnu.org	155.126.157.84
+33	Fanchette	Callaway	fcallawayw@naver.com	121.161.80.246
+34	Sara-ann	Birdall	sbirdallx@hexun.com	35.64.166.83
+35	Harriot	Clipsham	hclipshamy@redcross.org	78.103.253.219
+36	Bonita	Woolway	bwoolwayz@artisteer.com	70.114.50.135
+37	Arleyne	MacComiskey	amaccomiskey10@oracle.com	80.22.221.216
+38	Ethelbert	Covill	ecovill11@blogs.com	52.66.186.124
+39	Irita	Knee	iknee12@skyrock.com	239.247.34.120
+40	Naoma	Janca	njanca13@washington.edu	189.63.152.60
+41	Kayne	Mizzen	kmizzen14@jalbum.net	84.133.236.10
+42	Estell	Stuckford	estuckford15@nationalgeographic.com	246.168.153.22
+43	Larine	Stack	lstack16@bravesites.com	197.176.195.68
+44	Rikki	Newbold	rnewbold17@omniture.com	27.245.43.243
+45	Romonda	Charer	rcharer18@ifeng.com	137.144.236.93
+46	Letizia	Monksfield	lmonksfield19@ebay.com	209.47.5.147
+47	Sinclare	McAreavey	smcareavey1a@cnn.com	251.250.216.206
+48	Athene	Haysham	ahaysham1b@ifeng.com	81.227.231.240
+49	Gale	Tracy	gtracy1c@squidoo.com	93.138.226.205
+50	Dareen	O'Shields	doshields1d@nymag.com	27.226.127.240
diff --git a/poetry.lock b/poetry.lock
index 68a5d81a4..6ace88a87 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,181 @@
 # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
+[[package]]
+name = "aiobotocore"
+version = "2.15.0"
+description = "Async client for aws services using botocore and aiohttp"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "aiobotocore-2.15.0-py3-none-any.whl", hash = "sha256:6d0b4a51d70bc33b1b4eba411076b0cc979aecbdad8e084bab202202423c0725"},
+    {file = "aiobotocore-2.15.0.tar.gz", hash = "sha256:988eef33fd9dd4b070959cfec922278e84166950695b2160bd581623cb6a420c"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.9.2,<4.0.0"
+aioitertools = ">=0.5.1,<1.0.0"
+botocore = ">=1.35.16,<1.35.17"
+wrapt = ">=1.10.10,<2.0.0"
+
+[package.extras]
+awscli = ["awscli (>=1.34.16,<1.34.17)"]
+boto3 = ["boto3 (>=1.35.16,<1.35.17)"]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.0"
+description = "Happy Eyeballs for asyncio"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
+    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.10.5"
+description = "Async http client/server framework (asyncio)"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "aiohttp-3.10.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:18a01eba2574fb9edd5f6e5fb25f66e6ce061da5dab5db75e13fe1558142e0a3"},
+    {file = "aiohttp-3.10.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:94fac7c6e77ccb1ca91e9eb4cb0ac0270b9fb9b289738654120ba8cebb1189c6"},
+    {file = "aiohttp-3.10.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2f1f1c75c395991ce9c94d3e4aa96e5c59c8356a15b1c9231e783865e2772699"},
+    {file = "aiohttp-3.10.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f7acae3cf1a2a2361ec4c8e787eaaa86a94171d2417aae53c0cca6ca3118ff6"},
+    {file = "aiohttp-3.10.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:94c4381ffba9cc508b37d2e536b418d5ea9cfdc2848b9a7fea6aebad4ec6aac1"},
+    {file = "aiohttp-3.10.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c31ad0c0c507894e3eaa843415841995bf8de4d6b2d24c6e33099f4bc9fc0d4f"},
+    {file = "aiohttp-3.10.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0912b8a8fadeb32ff67a3ed44249448c20148397c1ed905d5dac185b4ca547bb"},
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@@ -22,6 +198,17 @@ files = [
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
 ]
 
+[[package]]
+name = "async-timeout"
+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
+    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+]
+
 [[package]]
 name = "attrs"
 version = "24.2.0"
@@ -122,6 +309,46 @@ files = [
     {file = "backports_datetime_fromisoformat-2.0.2.tar.gz", hash = "sha256:142313bde1f93b0ea55f20f5a6ea034f84c79713daeb252dc47d40019db3812f"},
 ]
 
+[[package]]
+name = "bcrypt"
+version = "4.2.0"
+description = "Modern password hashing for your software and your servers"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "bcrypt-4.2.0-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291"},
+    {file = "bcrypt-4.2.0-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328"},
+    {file = "bcrypt-4.2.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7"},
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+    {file = "bcrypt-4.2.0-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c"},
+    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae"},
+    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d"},
+    {file = "bcrypt-4.2.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e"},
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+    {file = "bcrypt-4.2.0-cp39-abi3-win_amd64.whl", hash = "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9"},
+    {file = "bcrypt-4.2.0-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a"},
+    {file = "bcrypt-4.2.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"},
+    {file = "bcrypt-4.2.0-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170"},
+    {file = "bcrypt-4.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184"},
+    {file = "bcrypt-4.2.0.tar.gz", hash = "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221"},
+]
+
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -145,17 +372,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.20"
+version = "1.35.16"
 description = "The AWS SDK for Python"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.20-py3-none-any.whl", hash = "sha256:aaddbeb8c37608492f2c8286d004101464833d4c6e49af44601502b8b18785ed"},
-    {file = "boto3-1.35.20.tar.gz", hash = "sha256:47e89d95964f10beee21ee723c3290874fddf364269bd97d200e8bfa9bf93a06"},
+    {file = "boto3-1.35.16-py3-none-any.whl", hash = "sha256:9c5b0ce4a25bb78d659478d1c552f1dbb7ff275aab3263bb41cdbef8bca28693"},
+    {file = "boto3-1.35.16.tar.gz", hash = "sha256:9b96c210678cf430b16b49dee87db30f46044602bb9a605a465e1900f468a43f"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.20,<1.36.0"
+botocore = ">=1.35.16,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -164,13 +391,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.20"
+version = "1.35.16"
 description = "Low-level, data-driven core of boto 3."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.20-py3-none-any.whl", hash = "sha256:62412038f960691a299e60492f9ee7e8e75af563f2eca7f3640b3b54b8f5d236"},
-    {file = "botocore-1.35.20.tar.gz", hash = "sha256:82ad8a73fcd5852d127461c8dadbe40bf679f760a4efb0dde8d4d269ad3f126f"},
+    {file = "botocore-1.35.16-py3-none-any.whl", hash = "sha256:3564a980d95ff2861a6ca74313173d8778aa659125c63cf49c93ad23896c63b1"},
+    {file = "botocore-1.35.16.tar.gz", hash = "sha256:1b48c94e8a4bbe23143f3d1c21a32b9ffc7476b651ef42371ab45d678f6dbfbc"},
 ]
 
 [package.dependencies]
@@ -515,7 +742,7 @@ toml = ["tomli"]
 name = "cryptography"
 version = "43.0.1"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "cryptography-43.0.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:8385d98f6a3bf8bb2d65a73e17ed87a3ba84f6991c155691c51112075f9ffc5d"},
@@ -718,20 +945,106 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.16.0"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.16.0-py3-none-any.whl", hash = "sha256:f6ed4c963184f4c84dd5557ce8fece759a3724b37b80c6c4f20a2f63a4dc6609"},
-    {file = "filelock-3.16.0.tar.gz", hash = "sha256:81de9eb8453c769b63369f87f11131a7ab04e367f8d97ad39dc230daa07e3bec"},
+    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
+    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.1.1)", "pytest (>=8.3.2)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.3)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
+[[package]]
+name = "frozenlist"
+version = "1.4.1"
+description = "A list-like structure which implements collections.abc.MutableSequence"
+optional = true
+python-versions = ">=3.8"
+files = [
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 version = "2.4.16"
@@ -767,6 +1080,45 @@ boto3 = ">=1.9,<2.0"
 fs = ">=2.4,<3.0"
 six = ">=1.10,<2.0"
 
+[[package]]
+name = "fsspec"
+version = "2024.9.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
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+
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+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
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+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
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+tqdm = ["tqdm"]
+
 [[package]]
 name = "furo"
 version = "2024.8.6"
@@ -959,7 +1311,7 @@ files = [
 name = "jinja2"
 version = "3.1.4"
 description = "A very fast and expressive template engine."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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 name = "jmespath"
 version = "1.0.1"
 description = "JSON Matching Expressions"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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@@ -1074,7 +1426,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
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+description = ""
+optional = false
+python-versions = ">=3.8"
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+cryptography = ">=3.3.1"
+Jinja2 = ">=2.10.1"
+python-dateutil = ">=2.1,<3.0.0"
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+responses = ">=0.15.0"
+werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
+xmltodict = "*"
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+
 [[package]]
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 version = "1.11.2"
@@ -1417,6 +1918,27 @@ files = [
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 ]
 
+[[package]]
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+description = "SSH2 protocol library"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
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+cryptography = ">=3.3"
+pynacl = ">=1.5"
+
+[package.extras]
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+gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
+invoke = ["invoke (>=2.0)"]
+
 [[package]]
 name = "pkgutil-resolve-name"
 version = "1.3.10"
@@ -1430,13 +1952,13 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.3.4"
+version = "4.3.5"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
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 python-versions = ">=3.8"
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 docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
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+python-versions = ">=3.6"
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+tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
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 version = "8.3.3"
@@ -1652,6 +2200,21 @@ files = [
 [package.dependencies]
 pytest = ">=3.0.0"
 
+[[package]]
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+version = "0.13.1"
+description = "unittest subTest() support and subtests fixture"
+optional = false
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+
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@@ -1836,6 +2399,25 @@ requests = ">=2.22,<3"
 [package.extras]
 fixture = ["fixtures"]
 
+[[package]]
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+description = "A utility library for mocking out the `requests` Python library."
+optional = false
+python-versions = ">=3.8"
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+
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 version = "0.1.4"
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+
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 version = "0.10.2"
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+    {file = "yarl-1.11.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:884eab2ce97cbaf89f264372eae58388862c33c4f551c15680dd80f53c89a269"},
+    {file = "yarl-1.11.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8a336eaa7ee7e87cdece3cedb395c9657d227bfceb6781295cf56abcd3386a26"},
+    {file = "yarl-1.11.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:87f020d010ba80a247c4abc335fc13421037800ca20b42af5ae40e5fd75e7909"},
+    {file = "yarl-1.11.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:637c7ddb585a62d4469f843dac221f23eec3cbad31693b23abbc2c366ad41ff4"},
+    {file = "yarl-1.11.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:48dfd117ab93f0129084577a07287376cc69c08138694396f305636e229caa1a"},
+    {file = "yarl-1.11.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:75e0ae31fb5ccab6eda09ba1494e87eb226dcbd2372dae96b87800e1dcc98804"},
+    {file = "yarl-1.11.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f46f81501160c28d0c0b7333b4f7be8983dbbc161983b6fb814024d1b4952f79"},
+    {file = "yarl-1.11.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:04293941646647b3bfb1719d1d11ff1028e9c30199509a844da3c0f5919dc520"},
+    {file = "yarl-1.11.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:250e888fa62d73e721f3041e3a9abf427788a1934b426b45e1b92f62c1f68366"},
+    {file = "yarl-1.11.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:e8f63904df26d1a66aabc141bfd258bf738b9bc7bc6bdef22713b4f5ef789a4c"},
+    {file = "yarl-1.11.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:aac44097d838dda26526cffb63bdd8737a2dbdf5f2c68efb72ad83aec6673c7e"},
+    {file = "yarl-1.11.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:267b24f891e74eccbdff42241c5fb4f974de2d6271dcc7d7e0c9ae1079a560d9"},
+    {file = "yarl-1.11.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:6907daa4b9d7a688063ed098c472f96e8181733c525e03e866fb5db480a424df"},
+    {file = "yarl-1.11.1-cp39-cp39-win32.whl", hash = "sha256:14438dfc5015661f75f85bc5adad0743678eefee266ff0c9a8e32969d5d69f74"},
+    {file = "yarl-1.11.1-cp39-cp39-win_amd64.whl", hash = "sha256:94d0caaa912bfcdc702a4204cd5e2bb01eb917fc4f5ea2315aa23962549561b0"},
+    {file = "yarl-1.11.1-py3-none-any.whl", hash = "sha256:72bf26f66456baa0584eff63e44545c9f0eaed9b73cb6601b647c91f14c11f38"},
+    {file = "yarl-1.11.1.tar.gz", hash = "sha256:1bb2d9e212fb7449b8fb73bc461b51eaa17cc8430b4a87d87be7b25052d92f53"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
 [[package]]
 name = "zipp"
 version = "3.20.2"
@@ -2713,10 +3527,11 @@ docs = ["furo", "myst-parser", "pytest", "sphinx", "sphinx-copybutton", "sphinx-
 faker = ["faker"]
 jwt = ["PyJWT", "cryptography"]
 parquet = ["numpy", "numpy", "numpy", "pyarrow"]
-s3 = ["fs-s3fs"]
+s3 = ["fs-s3fs", "s3fs"]
+ssh = ["paramiko"]
 testing = ["pytest"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8"
-content-hash = "c951c963a600931c41fbf584967ba4e1ccd6cd832a63fce856c4936d8cd00508"
+content-hash = "54b2b2caf41a6f8c058f4e40b00fb33031c86cdea138bce71d457a94a03f164b"
diff --git a/pyproject.toml b/pyproject.toml
index f1d8ed830..d93afc892 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,8 +43,9 @@ backoff = { version = ">=2.0.0", python = "<4" }
 backports-datetime-fromisoformat = { version = ">=2.0.1", python = "<3.11" }
 click = "~=8.0"
 fs = ">=2.4.16"
-importlib-metadata = {version = "<9.0.0", python = "<3.12"}
-importlib-resources = {version = ">=5.12.0,!=6.2.0,!=6.3.0,!=6.3.1", python = "<3.10"}
+fsspec = ">=2024.9.0"
+importlib-metadata = { version = "<9.0.0", python = "<3.12" }
+importlib-resources = { version = ">=5.12.0,!=6.2.0,!=6.3.0,!=6.3.1", python = "<3.10" }
 inflection = ">=0.5.1"
 joblib = ">=1.3.0"
 jsonpath-ng = ">=1.5.3"
@@ -76,6 +77,7 @@ sphinx-reredirects = {version = ">=0.1.5", python = ">=3.9", optional = true}
 
 # File storage dependencies installed as optional 'filesystem' extras
 fs-s3fs = {version = ">=1.1.1", optional = true}
+s3fs = { version = ">=2024.9.0", optional = true }
 
 # Parquet file dependencies installed as optional 'parquet' extras
 # We add Python constraints to force Poetry to add the latest supported Numpy version
@@ -99,6 +101,9 @@ faker = {version = ">=22.5", optional = true}
 cryptography = { version = ">=3.4.6", optional = true }
 PyJWT = { version = "~=2.4", optional = true }
 
+# SSH extras
+paramiko = ">=3.3.0"
+
 [tool.poetry.extras]
 jwt = [
     "cryptography",
@@ -114,7 +119,8 @@ docs = [
     "sphinx-notfound-page",
     "sphinx-reredirects",
 ]
-s3 = ["fs-s3fs"]
+s3 = ["fs-s3fs", "s3fs"]
+ssh = ["paramiko"]
 testing = [
     "pytest",
 ]
@@ -129,8 +135,10 @@ duckdb = ">=0.8.0"
 duckdb-engine = { version = ">=0.9.4", python = "<4" }
 
 fastjsonschema = ">=2.19.1"
+moto = ">=5.0.14"
 pytest-benchmark = ">=4.0.0"
 pytest-snapshot = ">=0.9.0"
+pytest-subtests = ">=0.13.1"
 pytz = ">=2022.2.1"
 requests-cache = ">=1.2.1"
 requests-mock = ">=1.10.0"
@@ -269,7 +277,9 @@ DEP002 = [
     "sphinx-notfound-page",
     "sphinx-reredirects",
     # Plugins
+    "paramiko",
     "fs-s3fs",
+    "s3fs",
 ]
 
 [tool.mypy]
@@ -288,6 +298,7 @@ warn_unused_ignores = true
 ignore_missing_imports = true
 module = [
     "backports.datetime_fromisoformat.*",
+    "fsspec.*",       # TODO: Remove when https://github.com/fsspec/filesystem_spec/issues/625 is addressed
     "joblib.*",       # TODO: Remove when https://github.com/joblib/joblib/issues/1516 is shipped
     "jsonpath_ng.*",  # TODO: Remove when https://github.com/h2non/jsonpath-ng/issues/152 is implemented and released
     "pyarrow.*",      # TODO: Remove when https://github.com/apache/arrow/issues/32609 if implemented and released
@@ -397,6 +408,7 @@ unfixable = [
     "DOC",
     "FBT001",
     "FBT003",
+    "INP",      # Allow implicit namespace packages in tests
     "PLR2004",
     "S101",
     "SLF001",
diff --git a/samples/sample_tap_csv/client.py b/samples/sample_tap_csv/client.py
index a35fd3510..c5a40bfe2 100644
--- a/samples/sample_tap_csv/client.py
+++ b/samples/sample_tap_csv/client.py
@@ -1,91 +1,52 @@
 from __future__ import annotations
 
 import csv
-import datetime
-import os
 import typing as t
 
-from singer_sdk import Stream
-from singer_sdk.streams.core import REPLICATION_INCREMENTAL
+from singer_sdk.contrib.filesystem import FileStream
+from singer_sdk.contrib.filesystem.stream import SDC_META_FILEPATH
 
 if t.TYPE_CHECKING:
-    from singer_sdk.helpers.types import Context, Record
-    from singer_sdk.tap_base import Tap
+    from singer_sdk.helpers.types import Record
 
-SDC_META_FILEPATH = "_sdc_path"
-SDC_META_MODIFIED_AT = "_sdc_modified_at"
 
+SDC_META_LINE_NUMBER = "_sdc_line_number"
 
-def _to_datetime(value: float) -> str:
-    return datetime.datetime.fromtimestamp(value).astimezone()
 
-
-class CSVStream(Stream):
+class CSVStream(FileStream):
     """CSV stream class."""
 
-    def __init__(
-        self,
-        tap: Tap,
-        name: str | None = None,
-        *,
-        partitions: list[str] | None = None,
-    ) -> None:
-        # TODO(edgarmondragon): Build schema from CSV file.
-        schema = {
-            "type": ["object"],
-            "properties": {
-                SDC_META_FILEPATH: {"type": "string"},
-                SDC_META_MODIFIED_AT: {"type": "string", "format": "date-time"},
-            },
-            "required": [],
-            "additionalProperties": {"type": "string"},
-        }
-        super().__init__(tap, schema, name)
-
-        # TODO(edgarrmondragon): Make this None if the filesytem does not support it.
-        self.replication_key = SDC_META_MODIFIED_AT
-
-        self._partitions = partitions or []
-
     @property
-    def partitions(self) -> list[Context]:
-        return self._partitions
-
-    def _read_file(self, path: str) -> t.Iterable[Record]:  # noqa: PLR6301
-        # Make these configurable.
-        delimiter = ","
-        quotechar = '"'
-        escapechar = None
-        doublequote = True
-        lineterminator = "\r\n"
+    def primary_keys(self) -> t.Sequence[str]:
+        return (SDC_META_FILEPATH, SDC_META_LINE_NUMBER)
 
-        # TODO: Use filesytem-specific file open method.
-        with open(path, encoding="utf-8") as file:  # noqa: PTH123
+    def get_schema(self, path: str) -> dict[str, t.Any]:
+        with self.filesystem.open(path, mode="r") as file:
             reader = csv.DictReader(
                 file,
-                delimiter=delimiter,
-                quotechar=quotechar,
-                escapechar=escapechar,
-                doublequote=doublequote,
-                lineterminator=lineterminator,
+                delimiter=self.config["delimiter"],
+                quotechar=self.config["quotechar"],
+                escapechar=self.config.get("escapechar"),
+                doublequote=self.config["doublequote"],
+                lineterminator=self.config["lineterminator"],
             )
-            yield from reader
-
-    def get_records(
-        self,
-        context: Context | None,
-    ) -> t.Iterable[Record | tuple[Record, Context | None]]:
-        path: str = context[SDC_META_FILEPATH]
-        mtime = os.path.getmtime(path)  # noqa: PTH204
-
-        if (
-            self.replication_method is REPLICATION_INCREMENTAL
-            and (previous_bookmark := self.get_starting_timestamp(context))
-            and _to_datetime(mtime) < previous_bookmark
-        ):
-            self.logger.info("File has not been modified since last read, skipping")
-            return
-
-        for record in self._read_file(path):
-            record[SDC_META_MODIFIED_AT] = _to_datetime(mtime)
-            yield record
+            schema = {
+                "type": "object",
+                "properties": {key: {"type": "string"} for key in reader.fieldnames},
+            }
+            schema["properties"][SDC_META_LINE_NUMBER] = {"type": "integer"}
+            return schema
+
+    def read_file(self, path: str) -> t.Iterable[Record]:
+        with self.filesystem.open(path, mode="r") as file:
+            reader = csv.DictReader(
+                file,
+                delimiter=self.config["delimiter"],
+                quotechar=self.config["quotechar"],
+                escapechar=self.config.get("escapechar"),
+                doublequote=self.config["doublequote"],
+                lineterminator=self.config["lineterminator"],
+            )
+            for record in reader:
+                record[SDC_META_LINE_NUMBER] = reader.line_num
+                yield record
diff --git a/samples/sample_tap_csv/sample_tap_csv.py b/samples/sample_tap_csv/sample_tap_csv.py
index 94b904ab1..71c8b3d1d 100644
--- a/samples/sample_tap_csv/sample_tap_csv.py
+++ b/samples/sample_tap_csv/sample_tap_csv.py
@@ -2,105 +2,47 @@
 
 from __future__ import annotations
 
-import enum
-import functools
-import os
-
 import singer_sdk.typing as th
-from samples.sample_tap_csv.client import SDC_META_FILEPATH, CSVStream
-from singer_sdk import Tap
-
-DEFAULT_MERGE_STREAM_NAME = "files"
-
-
-def file_path_to_stream_name(file_path: str) -> str:
-    """Convert a file path to a stream name."""
-    return os.path.basename(file_path).replace(".csv", "").replace(os.sep, "__")  # noqa: PTH119
-
+from samples.sample_tap_csv.client import CSVStream
+from singer_sdk.contrib.filesystem import FolderTap
 
-class ReadMode(str, enum.Enum):
-    """Sync mode for the tap."""
 
-    one_stream_per_file = "one_stream_per_file"
-    merge = "merge"
-
-
-class SampleTapCSV(Tap):
+class SampleTapCSV(FolderTap):
     """Sample Tap for CSV files."""
 
     name = "sample-tap-csv"
+    valid_extensions: tuple[str, ...] = (".csv",)
+    default_stream_class = CSVStream
 
     config_jsonschema = th.PropertiesList(
         th.Property(
-            "path",
+            "delimiter",
             th.StringType,
-            required=True,
-            description="Path to CSV files.",
+            default=",",
+            description="Field delimiter character.",
         ),
         th.Property(
-            "read_mode",
+            "quotechar",
             th.StringType,
-            required=True,
-            description=(
-                "Use `one_stream_per_file` to read each file as a separate stream, or "
-                "`merge` to merge all files into a single stream."
-            ),
-            allowed_values=[
-                ReadMode.one_stream_per_file,
-                ReadMode.merge,
-            ],
+            default='"',
+            description="Quote character.",
         ),
         th.Property(
-            "stream_name",
+            "escapechar",
             th.StringType,
-            required=True,
-            default=DEFAULT_MERGE_STREAM_NAME,
-            description="Name of the stream to use when `read_mode` is `merge`.",
+            default=None,
+            description="Escape character.",
+        ),
+        th.Property(
+            "doublequote",
+            th.BooleanType,
+            default=True,
+            description="Whether quotechar inside a field should be doubled.",
+        ),
+        th.Property(
+            "lineterminator",
+            th.StringType,
+            default="\r\n",
+            description="Line terminator character.",
         ),
-        # TODO(edgarmondragon): Other configuration options.
     ).to_dict()
-
-    @functools.cached_property
-    def read_mode(self) -> ReadMode:
-        return ReadMode(self.config["read_mode"])
-
-    def discover_streams(self) -> list:
-        # TODO(edgarmondragon): Implement stream discovery, based on the configured path
-        # and read mode.
-        path: str = self.config[
-            "path"
-        ]  # a directory for now, but could be a glob pattern
-
-        # One stream per file
-        if self.read_mode == ReadMode.one_stream_per_file:
-            if os.path.isdir(path):  # noqa: PTH112
-                return [
-                    CSVStream(
-                        tap=self,
-                        name=file_path_to_stream_name(member),
-                        partitions=[{SDC_META_FILEPATH: os.path.join(path, member)}],  # noqa: PTH118
-                    )
-                    for member in os.listdir(path)
-                    if member.endswith(".csv")
-                ]
-
-            msg = f"Path {path} is not a directory."
-            raise ValueError(msg)
-
-        # Merge
-        if os.path.isdir(path):  # noqa: PTH112
-            contexts = [
-                {
-                    SDC_META_FILEPATH: os.path.join(path, member),  # noqa: PTH118
-                }
-                for member in os.listdir(path)
-                if member.endswith(".csv")
-            ]
-            return [
-                CSVStream(
-                    tap=self,
-                    name=self.config["stream_name"],
-                    partitions=contexts,
-                )
-            ]
-        return []
diff --git a/singer_sdk/contrib/filesystem/__init__.py b/singer_sdk/contrib/filesystem/__init__.py
new file mode 100644
index 000000000..00f479063
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/__init__.py
@@ -0,0 +1,8 @@
+"""Filesystem interfaces for the Singer SDK."""
+
+from __future__ import annotations
+
+from singer_sdk.contrib.filesystem.stream import FileStream
+from singer_sdk.contrib.filesystem.tap import FolderTap
+
+__all__ = ["FileStream", "FolderTap"]
diff --git a/singer_sdk/contrib/filesystem/config.py b/singer_sdk/contrib/filesystem/config.py
new file mode 100644
index 000000000..eccd11fca
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/config.py
@@ -0,0 +1,99 @@
+"""JSON Schema for each filesystem configuration."""
+
+from __future__ import annotations
+
+from singer_sdk import typing as th  # JSON schema typing helpers
+
+# https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.implementations.ftp.FTPFileSystem
+FTP = th.Property(
+    "ftp",
+    th.ObjectType(
+        th.Property(
+            "host",
+            th.StringType,
+            required=True,
+            description="FTP server host",
+        ),
+        th.Property(
+            "port",
+            th.IntegerType,
+            default=21,
+            description="FTP server port",
+        ),
+        th.Property(
+            "username",
+            th.StringType,
+            description="FTP username",
+        ),
+        th.Property(
+            "password",
+            th.StringType,
+            secret=True,
+            description="FTP password",
+        ),
+        th.Property(
+            "timeout",
+            th.IntegerType,
+            default=60,
+            description="Timeout of the FTP connection in seconds",
+        ),
+        th.Property(
+            "encoding",
+            th.StringType,
+            default="utf-8",
+            description="FTP server encoding",
+        ),
+    ),
+    description="FTP connection settings",
+)
+
+
+# https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.implementations.sftp.SFTPFileSystem
+SFTP = th.Property(
+    "sftp",
+    th.ObjectType(
+        th.Property(
+            "host",
+            th.StringType,
+            required=True,
+            description="SFTP server host",
+        ),
+        th.Property(
+            "ssh_kwargs",
+            th.ObjectType(
+                th.Property(
+                    "port",
+                    th.IntegerType,
+                    default=22,
+                    description="SFTP server port",
+                ),
+                th.Property(
+                    "username",
+                    th.StringType,
+                    required=True,
+                    description="SFTP username",
+                ),
+                th.Property(
+                    "password",
+                    th.StringType,
+                    secret=True,
+                    description="SFTP password",
+                ),
+                th.Property(
+                    "pkey",
+                    th.StringType,
+                    secret=True,
+                    description="Private key",
+                ),
+                th.Property(
+                    "timeout",
+                    th.IntegerType,
+                    default=60,
+                    description="Timeout of the SFTP connection in seconds",
+                ),
+            ),
+            description="SSH connection settings",
+        ),
+    ),
+    description="SFTP connection settings",
+)
diff --git a/singer_sdk/contrib/filesystem/stream.py b/singer_sdk/contrib/filesystem/stream.py
new file mode 100644
index 000000000..4c1b285de
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/stream.py
@@ -0,0 +1,141 @@
+"""Stream class for reading from files."""
+
+from __future__ import annotations
+
+import abc
+import functools
+import typing as t
+
+from singer_sdk import Stream
+from singer_sdk.exceptions import ConfigValidationError
+from singer_sdk.helpers._util import utc_now
+from singer_sdk.streams.core import REPLICATION_INCREMENTAL
+
+if t.TYPE_CHECKING:
+    import datetime
+
+    import fsspec
+
+    from singer_sdk.helpers.types import Context, Record
+    from singer_sdk.tap_base import Tap
+
+SDC_META_FILEPATH = "_sdc_path"
+SDC_META_MODIFIED_AT = "_sdc_modified_at"
+
+
+class FileStream(Stream, metaclass=abc.ABCMeta):
+    """Abstract base class for file streams."""
+
+    SDC_PROPERTIES: t.ClassVar[dict[str, dict]] = {
+        SDC_META_FILEPATH: {"type": "string"},
+        SDC_META_MODIFIED_AT: {"type": ["string", "null"], "format": "date-time"},
+    }
+
+    def __init__(
+        self,
+        tap: Tap,
+        name: str,
+        *,
+        filepaths: t.Sequence[str],
+        filesystem: fsspec.AbstractFileSystem,
+    ) -> None:
+        """Create a new FileStream instance.
+
+        Args:
+            tap: The tap for this stream.
+            name: The name of the stream.
+            filepaths: List of file paths to read.
+            filesystem: The filesystem implementation object to use.
+            mode: The read mode for the stream.
+
+        Raises:
+            ConfigValidationError: If no file paths are provided.
+        """
+        if not filepaths:  # pragma: no cover
+            msg = "Configuration error"
+            raise ConfigValidationError(msg, errors=["No file paths provided"])
+
+        self._filepaths = filepaths
+        self.filesystem = filesystem
+
+        super().__init__(tap, schema=None, name=name)
+
+        # TODO(edgarrmondragon): Make this None if the filesytem does not support it.
+        self.replication_key = SDC_META_MODIFIED_AT
+        self._sync_start_time = utc_now()
+        self._partitions = [{SDC_META_FILEPATH: path} for path in self._filepaths]
+
+    @property
+    def partitions(self) -> list[dict[str, t.Any]]:
+        """Return the list of partitions for this stream."""
+        return self._partitions
+
+    def _get_full_schema(self) -> dict[str, t.Any]:
+        """Return the full schema for the stream.
+
+        Args:
+            context: Stream partition or context dictionary.
+
+        Returns:
+            The full schema for the stream.
+        """
+        path: str = self._filepaths[0]
+        schema = self.get_schema(path)
+        schema["properties"].update(self.SDC_PROPERTIES)
+        return schema
+
+    @functools.cached_property
+    def schema(self) -> dict[str, t.Any]:
+        """Return the schema for the stream."""
+        return self._get_full_schema()
+
+    def get_records(
+        self,
+        context: Context | None,
+    ) -> t.Iterable[dict | tuple[dict, dict | None]]:
+        """Read records from the file.
+
+        Args:
+            context: Stream partition or context dictionary.
+
+        Yields:
+            Record or tuple of Record and child context.
+
+        Raises:
+            RuntimeError: If context is not provided.
+        """
+        if not context:  # pragma: no cover
+            # TODO: Raise a more specific error.
+            msg = f"Context is required for {self.name}"
+            raise RuntimeError(msg)
+
+        path: str = context[SDC_META_FILEPATH]
+
+        mtime: datetime.datetime | None
+        try:
+            mtime: datetime.datetime = self.filesystem.modified(path)  # type: ignore[no-redef]
+        except NotImplementedError:  # pragma: no cover
+            self.logger.warning("Filesystem does not support modified time")
+            mtime = None
+
+        if (
+            self.replication_method is REPLICATION_INCREMENTAL
+            and (previous_bookmark := self.get_starting_timestamp(context))
+            and mtime is not None
+            and mtime < previous_bookmark
+        ):
+            self.logger.info("File has not been modified since last read, skipping")
+            return
+
+        for record in self.read_file(path):
+            record[SDC_META_MODIFIED_AT] = mtime or self._sync_start_time
+            record[SDC_META_FILEPATH] = path
+            yield record
+
+    @abc.abstractmethod
+    def get_schema(self, path: str) -> dict[str, t.Any]:
+        """Return the schema for the file."""
+
+    @abc.abstractmethod
+    def read_file(self, path: str) -> t.Iterable[Record]:
+        """Return a generator of records from the file."""
diff --git a/singer_sdk/contrib/filesystem/tap.py b/singer_sdk/contrib/filesystem/tap.py
new file mode 100644
index 000000000..f2fd7c352
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/tap.py
@@ -0,0 +1,193 @@
+"""Singer tap for files in a directory."""
+
+from __future__ import annotations
+
+import enum
+import functools
+import logging
+import os
+import typing as t
+from pathlib import Path
+
+import fsspec
+
+import singer_sdk.typing as th
+from singer_sdk import Tap
+from singer_sdk.contrib.filesystem import config as filesystem_config
+from singer_sdk.contrib.filesystem.stream import FileStream
+from singer_sdk.exceptions import ConfigValidationError
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_MERGE_STREAM_NAME = "files"
+
+
+class ReadMode(str, enum.Enum):
+    """Sync mode for the tap."""
+
+    one_stream_per_file = "one_stream_per_file"
+    merge = "merge"
+
+
+BASE_CONFIG_SCHEMA = th.PropertiesList(
+    th.Property(
+        "filesystem",
+        th.StringType,
+        required=True,
+        default="local",
+        allowed_values=["local", "ftp", "sftp"],
+        description="The filesystem to use.",
+    ),
+    th.Property(
+        "path",
+        th.StringType,
+        required=True,
+        description="Path to the directory where the files are stored.",
+    ),
+    th.Property(
+        "read_mode",
+        th.StringType,
+        required=True,
+        description=(
+            "Use `one_stream_per_file` to read each file as a separate stream, or "
+            "`merge` to merge all files into a single stream."
+        ),
+        allowed_values=list(ReadMode),
+    ),
+    th.Property(
+        "stream_name",
+        th.StringType,
+        required=True,
+        default=DEFAULT_MERGE_STREAM_NAME,
+        description="Name of the stream to use when `read_mode` is `merge`.",
+    ),
+    filesystem_config.FTP,
+    filesystem_config.SFTP,
+).to_dict()
+
+
+def file_path_to_stream_name(file_path: str) -> str:
+    """Convert a file path to a stream name.
+
+    - Get rid of any extensions
+    - Preserve the full path, but replace slashes with double underscores
+
+    Args:
+        file_path: The file path to convert.
+
+    Returns:
+        The stream name.
+    """
+    path_obj = Path(file_path)
+    return path_obj.with_suffix("").as_posix().replace("/", "__")
+
+
+_T = t.TypeVar("_T", bound=FileStream)
+
+
+class FolderTap(Tap, t.Generic[_T]):
+    """Singer tap for files in a directory."""
+
+    valid_extensions: tuple[str, ...]
+    """Valid file extensions for this tap.
+
+    Files with extensions not in this list will be ignored.
+    """
+
+    default_stream_class: type[_T]
+    """The default stream class to use for this tap.
+
+    This should be a subclass of `FileStream`.
+    """
+
+    config_jsonschema: t.ClassVar[dict] = {"properties": {}}
+
+    @classmethod
+    def append_builtin_config(cls: type[FolderTap], config_jsonschema: dict) -> None:
+        """Appends built-in config to `config_jsonschema` if not already set.
+
+        To customize or disable this behavior, developers may either override this class
+        method or override the `capabilities` property to disabled any unwanted
+        built-in capabilities.
+
+        For all except very advanced use cases, we recommend leaving these
+        implementations "as-is", since this provides the most choice to users and is
+        the most "future proof" in terms of taking advantage of built-in capabilities
+        which may be added in the future.
+
+        Args:
+            config_jsonschema: [description]
+        """
+
+        def _merge_missing(source_jsonschema: dict, target_jsonschema: dict) -> None:
+            # Append any missing properties in the target with those from source.
+            for k, v in source_jsonschema["properties"].items():
+                if k not in target_jsonschema["properties"]:
+                    target_jsonschema["properties"][k] = v
+
+        _merge_missing(BASE_CONFIG_SCHEMA, config_jsonschema)
+
+        super().append_builtin_config(config_jsonschema)
+
+    @functools.cached_property
+    def read_mode(self) -> ReadMode:
+        """Folder read mode."""
+        return ReadMode(self.config["read_mode"])
+
+    @functools.cached_property
+    def fs(self) -> fsspec.AbstractFileSystem:
+        """Return the filesystem object.
+
+        Raises:
+            ConfigValidationError: If the filesystem configuration is missing.
+        """
+        protocol = self.config["filesystem"]
+        if protocol != "local" and protocol not in self.config:  # pragma: no cover
+            msg = "Filesytem configuration is missing"
+            raise ConfigValidationError(
+                msg,
+                errors=[f"Missing configuration for filesystem {protocol}"],
+            )
+        logger.info("Instatiating filesystem inteface: '%s'", protocol)
+        return fsspec.filesystem(protocol, **self.config.get(protocol, {}))
+
+    def discover_streams(self) -> list:
+        """Return a list of discovered streams.
+
+        Raises:
+            ValueError: If the path does not exist or is not a directory.
+        """
+        # A directory for now, but could be a glob pattern.
+        path: str = self.config["path"]
+
+        if not self.fs.exists(path) or not self.fs.isdir(path):  # pragma: no cover
+            # Raise a more specific error if the path is not a directory.
+            msg = f"Path {path} does not exist or is not a directory"
+            raise ValueError(msg)
+
+        # One stream per file
+        if self.read_mode == ReadMode.one_stream_per_file:
+            return [
+                self.default_stream_class(
+                    tap=self,
+                    name=file_path_to_stream_name(member),
+                    filepaths=[os.path.join(path, member)],  # noqa: PTH118
+                    filesystem=self.fs,
+                )
+                for member in os.listdir(path)
+                if member.endswith(self.valid_extensions)
+            ]
+
+        # Merge
+        return [
+            self.default_stream_class(
+                tap=self,
+                name=self.config["stream_name"],
+                filepaths=[
+                    os.path.join(path, member)  # noqa: PTH118
+                    for member in os.listdir(path)
+                    if member.endswith(self.valid_extensions)
+                ],
+                filesystem=self.fs,
+            )
+        ]
diff --git a/singer_sdk/streams/core.py b/singer_sdk/streams/core.py
index c65bc87dc..550b99809 100644
--- a/singer_sdk/streams/core.py
+++ b/singer_sdk/streams/core.py
@@ -735,7 +735,7 @@ def stream_state(self) -> dict:
     # Partitions
 
     @property
-    def partitions(self) -> list[types.Context] | None:
+    def partitions(self) -> list[dict] | None:
         """Get stream partitions.
 
         Developers may override this property to provide a default partitions list.
@@ -746,7 +746,7 @@ def partitions(self) -> list[types.Context] | None:
         Returns:
             A list of partition key dicts (if applicable), otherwise `None`.
         """
-        result: list[types.Mapping] = [
+        result: list[dict] = [
             partition_state["context"]
             for partition_state in (
                 get_state_partitions_list(self.tap_state, self.name) or []
@@ -1106,7 +1106,7 @@ def _sync_records(  # noqa: C901
 
         record_index = 0
         context_element: types.Context | None
-        context_list: list[types.Context] | None
+        context_list: list[types.Context] | list[dict] | None
         context_list = [context] if context is not None else self.partitions
         selected = self.selected
 
diff --git a/tests/samples/test_tap_csv.py b/tests/samples/test_tap_csv.py
index d7f3ae088..cb16e0e0e 100644
--- a/tests/samples/test_tap_csv.py
+++ b/tests/samples/test_tap_csv.py
@@ -1,9 +1,11 @@
 from __future__ import annotations
 
+import datetime
+
 import pytest
 
 from samples.sample_tap_csv.sample_tap_csv import SampleTapCSV
-from singer_sdk.testing import get_tap_test_class
+from singer_sdk.testing import SuiteConfig, get_tap_test_class
 
 _TestCSVMerge = get_tap_test_class(
     tap_class=SampleTapCSV,
@@ -11,26 +13,73 @@
         "path": "fixtures/csv",
         "read_mode": "merge",
         "stream_name": "people",
+        "delimiter": "\t",
     },
 )
 
 
 class TestCSVMerge(_TestCSVMerge):
-    @pytest.mark.xfail(reason="Schema generation not implemented", strict=True)
-    def test_tap_stream_record_schema_matches_transformed_catalog(self, stream: str):
-        super().test_tap_stream_record_schema_matches_transformed_catalog(stream)
+    pass
 
 
-TestCSVOneStreamPerFile = get_tap_test_class(
+_TestCSVOneStreamPerFile = get_tap_test_class(
     tap_class=SampleTapCSV,
     config={
         "path": "fixtures/csv",
         "read_mode": "one_stream_per_file",
+        "delimiter": "\t",
     },
 )
 
 
-class TestCSVOneStreamPerFile(TestCSVOneStreamPerFile):
-    @pytest.mark.xfail(reason="Schema generation not implemented", strict=True)
-    def test_tap_stream_record_schema_matches_transformed_catalog(self, stream: str):
-        super().test_tap_stream_record_schema_matches_transformed_catalog(stream)
+class TestCSVOneStreamPerFile(_TestCSVOneStreamPerFile):
+    pass
+
+
+# Three days into the future.
+FUTURE = datetime.datetime.now(tz=datetime.timezone.utc) + datetime.timedelta(days=3)
+
+STATE = {
+    "bookmarks": {
+        "customers": {
+            "partitions": [
+                {
+                    "context": {"_sdc_path": "fixtures/csv/customers.csv"},
+                    "replication_key": "_sdc_modified_at",
+                    "replication_key_value": FUTURE.isoformat(),
+                }
+            ]
+        },
+        "employees": {
+            "partitions": [
+                {
+                    "context": {"_sdc_path": "fixtures/csv/employees.csv"},
+                    "replication_key": "_sdc_modified_at",
+                    "replication_key_value": FUTURE.isoformat(),
+                }
+            ]
+        },
+    }
+}
+
+
+_TestCSVOneStreamPerFileIncremental = get_tap_test_class(
+    tap_class=SampleTapCSV,
+    config={
+        "path": "fixtures/csv",
+        "read_mode": "one_stream_per_file",
+        "delimiter": "\t",
+    },
+    state=STATE,
+    suite_config=SuiteConfig(ignore_no_records=True),
+)
+
+
+class TestCSVOneStreamPerFileIncremental(_TestCSVOneStreamPerFileIncremental):
+    @pytest.mark.xfail(reason="No records are extracted", strict=True)
+    def test_tap_stream_transformed_catalog_schema_matches_record(self, stream: str):
+        super().test_tap_stream_transformed_catalog_schema_matches_record(stream)
+
+    @pytest.mark.xfail(reason="No records are extracted", strict=True)
+    def test_tap_stream_returns_record(self, stream: str):
+        super().test_tap_stream_returns_record(stream)

From eb48cf6b2d0de5f97797b7f882d2e59766b9b231 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 2 Oct 2024 14:33:48 -0600
Subject: [PATCH 26/49] refactor(templates): Use tox without installing Poetry
 explicitly in workflows (#2696)

* refactor(templates): Use tox without installing Poetry explicitly in workflows

* Fix YAML template
---
 .../.github/workflows/test.yml                       | 12 +++---------
 .../.github/workflows/test.yml                       | 12 +++---------
 .../.github/workflows/test.yml                       | 12 +++---------
 samples/sample_tap_csv/client.py                     |  5 +++++
 4 files changed, 14 insertions(+), 27 deletions(-)

diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
index 929567e8c..fd66735dc 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
@@ -44,13 +44,7 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
-    - name: Install Poetry
+    - run: pipx install tox
+    - name: Run Tox
       run: |
-        pip install poetry
-    - name: Install dependencies
-      run: |
-        poetry env use {{ '${{ matrix.python-version }}' }}
-        poetry install
-    - name: Test with pytest
-      run: |
-        poetry run pytest
+        tox -e $(echo py{{ '${{ matrix.python-version }}' }} | tr -d .)
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
index d8772f156..ed9549bca 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
@@ -44,13 +44,7 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
-    - name: Install Poetry
+    - run: pipx install tox
+    - name: Run Tox
       run: |
-        pip install poetry
-    - name: Install dependencies
-      run: |
-        poetry env use {{ '${{ matrix.python-version }}' }}
-        poetry install
-    - name: Test with pytest
-      run: |
-        poetry run pytest
+        tox -e $(echo py{{ '${{ matrix.python-version }}' }} | tr -d .)
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
index 01362f096..9a098a000 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
@@ -44,13 +44,7 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
-    - name: Install Poetry
+    - run: pipx install tox
+    - name: Run Tox
       run: |
-        pip install poetry
-    - name: Install dependencies
-      run: |
-        poetry env use {{ '${{ matrix.python-version }}' }}
-        poetry install
-    - name: Test with pytest
-      run: |
-        poetry run pytest
+        tox -e $(echo py{{ '${{ matrix.python-version }}' }} | tr -d .)
diff --git a/samples/sample_tap_csv/client.py b/samples/sample_tap_csv/client.py
index c5a40bfe2..e0767cb19 100644
--- a/samples/sample_tap_csv/client.py
+++ b/samples/sample_tap_csv/client.py
@@ -1,3 +1,5 @@
+"""Stream class for CSV files."""
+
 from __future__ import annotations
 
 import csv
@@ -18,9 +20,11 @@ class CSVStream(FileStream):
 
     @property
     def primary_keys(self) -> t.Sequence[str]:
+        """Return the primary key fields for records in this stream."""
         return (SDC_META_FILEPATH, SDC_META_LINE_NUMBER)
 
     def get_schema(self, path: str) -> dict[str, t.Any]:
+        """Return a schema for the given file."""
         with self.filesystem.open(path, mode="r") as file:
             reader = csv.DictReader(
                 file,
@@ -38,6 +42,7 @@ def get_schema(self, path: str) -> dict[str, t.Any]:
             return schema
 
     def read_file(self, path: str) -> t.Iterable[Record]:
+        """Read the given file and emit records."""
         with self.filesystem.open(path, mode="r") as file:
             reader = csv.DictReader(
                 file,

From 743bfafc36ac00c5470eed89611c585ce2406e28 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 2 Oct 2024 14:39:31 -0600
Subject: [PATCH 27/49] fix: All HTTP timeout exceptions are now retried in
 REST and GraphQL streams (#2697)

---
 singer_sdk/streams/rest.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/singer_sdk/streams/rest.py b/singer_sdk/streams/rest.py
index 4eef8e268..7f1f6fb89 100644
--- a/singer_sdk/streams/rest.py
+++ b/singer_sdk/streams/rest.py
@@ -253,7 +253,7 @@ def request_decorator(self, func: t.Callable) -> t.Callable:
             (
                 ConnectionResetError,
                 RetriableAPIError,
-                requests.exceptions.ReadTimeout,
+                requests.exceptions.Timeout,
                 requests.exceptions.ConnectionError,
                 requests.exceptions.ChunkedEncodingError,
                 requests.exceptions.ContentDecodingError,

From 15371f859f6df00a175012c822dae117f7d95dc6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Wed, 2 Oct 2024 15:00:48 -0600
Subject: [PATCH 28/49] chore: Run `poetry lock`

---
 poetry.lock | 578 ++++++++++++++++++++++++++--------------------------
 1 file changed, 293 insertions(+), 285 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 6ace88a87..3d95d2389 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,134 +2,134 @@
 
 [[package]]
 name = "aiobotocore"
-version = "2.15.0"
+version = "2.15.1"
 description = "Async client for aws services using botocore and aiohttp"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiobotocore-2.15.0-py3-none-any.whl", hash = "sha256:6d0b4a51d70bc33b1b4eba411076b0cc979aecbdad8e084bab202202423c0725"},
-    {file = "aiobotocore-2.15.0.tar.gz", hash = "sha256:988eef33fd9dd4b070959cfec922278e84166950695b2160bd581623cb6a420c"},
+    {file = "aiobotocore-2.15.1-py3-none-any.whl", hash = "sha256:0f738cde74108553b753b24655094289a3c7ea0f0f179ed1c0f8cea488999a35"},
+    {file = "aiobotocore-2.15.1.tar.gz", hash = "sha256:1f9f16eec2a3da32df162b5db12da779ec6d6c6311715c936cad511f436efa74"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.2,<4.0.0"
 aioitertools = ">=0.5.1,<1.0.0"
-botocore = ">=1.35.16,<1.35.17"
+botocore = ">=1.35.16,<1.35.24"
 wrapt = ">=1.10.10,<2.0.0"
 
 [package.extras]
-awscli = ["awscli (>=1.34.16,<1.34.17)"]
-boto3 = ["boto3 (>=1.35.16,<1.35.17)"]
+awscli = ["awscli (>=1.34.16,<1.34.24)"]
+boto3 = ["boto3 (>=1.35.16,<1.35.24)"]
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.0"
+version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
-    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.5"
+version = "3.10.8"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.10.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:18a01eba2574fb9edd5f6e5fb25f66e6ce061da5dab5db75e13fe1558142e0a3"},
-    {file = "aiohttp-3.10.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:94fac7c6e77ccb1ca91e9eb4cb0ac0270b9fb9b289738654120ba8cebb1189c6"},
-    {file = "aiohttp-3.10.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2f1f1c75c395991ce9c94d3e4aa96e5c59c8356a15b1c9231e783865e2772699"},
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 ]
 
 [package.dependencies]
@@ -139,7 +139,7 @@ async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
+yarl = ">=1.12.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -372,17 +372,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.16"
+version = "1.35.23"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
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+botocore = ">=1.35.23,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -391,13 +391,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.16"
+version = "1.35.23"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -413,13 +413,13 @@ crt = ["awscrt (==0.21.5)"]
 
 [[package]]
 name = "cattrs"
-version = "24.1.1"
+version = "24.1.2"
 description = "Composable complex class support for attrs and dataclasses."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -917,17 +917,18 @@ test = ["pytest (>=6)"]
 
 [[package]]
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-version = "30.0.0"
+version = "30.1.0"
 description = "Faker is a Python package that generates fake data for you."
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 python-dateutil = ">=2.4"
+typing-extensions = "*"
 
 [[package]]
 name = "fastjsonschema"
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 ]
 
 [package.dependencies]

From 409a40b48c442e1382611d3a69b2f95df2e073d3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Wed, 2 Oct 2024 15:02:06 -0600
Subject: [PATCH 29/49] chore: Add missing default value for `dry_run`

---
 .github/workflows/version_bump.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/version_bump.yml b/.github/workflows/version_bump.yml
index f8b2559b0..7f56cfba6 100644
--- a/.github/workflows/version_bump.yml
+++ b/.github/workflows/version_bump.yml
@@ -6,6 +6,7 @@ on:
       dry_run:
         description: "Run the action without creating a PR or release draft"
         required: true
+        default: false
         type: boolean
       bump:
         description: "Version bump type"

From 9bf104ef39b2ba96559b4d3b1b4c7035c3191c1a Mon Sep 17 00:00:00 2001
From: MeltyBot <105875157+MeltyBot@users.noreply.github.com>
Date: Wed, 2 Oct 2024 18:32:31 -0400
Subject: [PATCH 30/49] chore: Release v0.41.0 (#2698)

* chore: Bump package version

* Apply suggestions from code review

---------

Co-authored-by: edgarrmondragon <16805946+edgarrmondragon@users.noreply.github.com>
---
 .github/ISSUE_TEMPLATE/bug.yml                |  2 +-
 CHANGELOG.md                                  | 35 +++++++++++++++++++
 .../{{cookiecutter.mapper_id}}/pyproject.toml |  4 +--
 .../{{cookiecutter.tap_id}}/pyproject.toml    |  6 ++--
 .../{{cookiecutter.target_id}}/pyproject.toml |  4 +--
 docs/conf.py                                  |  2 +-
 pyproject.toml                                |  2 +-
 7 files changed, 45 insertions(+), 10 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug.yml b/.github/ISSUE_TEMPLATE/bug.yml
index 222eff237..f32660170 100644
--- a/.github/ISSUE_TEMPLATE/bug.yml
+++ b/.github/ISSUE_TEMPLATE/bug.yml
@@ -13,7 +13,7 @@ body:
     attributes:
       label: Singer SDK Version
       description: Version of the library you are using
-      placeholder: "0.40.0"
+      placeholder: "0.41.0"
     validations:
       required: true
   - type: checkboxes
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 46715c382..d28c53016 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,41 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## v0.41.0 (2024-10-02)
+
+### ✨ New
+
+- [#2667](https://github.com/meltano/sdk/issues/2667) Support stream aliasing of `BATCH` messages via stream maps -- _**Thanks @ReubenFrankel!**_
+- [#2651](https://github.com/meltano/sdk/issues/2651) SQL taps now emit schemas with `maxLength` when applicable
+- [#2618](https://github.com/meltano/sdk/issues/2618) Developers can now more easily override the mapping from SQL column type to JSON schema
+
+### 🐛 Fixes
+
+- [#2697](https://github.com/meltano/sdk/issues/2697) All HTTP timeout exceptions are now retried in REST and GraphQL streams
+- [#2683](https://github.com/meltano/sdk/issues/2683) A clear error message is now emitted when flattening is enabled but `flattening_max_depth` is not set
+- [#2665](https://github.com/meltano/sdk/issues/2665) Mapped datetime values are now typed as `date-time` strings in the schema message -- _**Thanks @gregkoutsimp!**_
+- [#2663](https://github.com/meltano/sdk/issues/2663) Properties dropped using `None` or `__NULL__` in stream maps are now also removed from the schema `required` array
+
+### ⚙️ Under the Hood
+
+- [#2696](https://github.com/meltano/sdk/issues/2696) Use tox without installing Poetry explicitly in workflows
+- [#2654](https://github.com/meltano/sdk/issues/2654) Added a generic `FileStream` (still in active development!)
+- [#2695](https://github.com/meltano/sdk/issues/2695) Update dependencies in templates
+- [#2661](https://github.com/meltano/sdk/issues/2661) Drop support for Python 3.8 in templates
+- [#2670](https://github.com/meltano/sdk/issues/2670) Deprecated `Faker` class in stream maps
+- [#2666](https://github.com/meltano/sdk/issues/2666) Remove non-functional `record-flattening` capability -- _**Thanks @ReubenFrankel!**_
+- [#2652](https://github.com/meltano/sdk/issues/2652) Renamed `SQLConnector.type_mapping` to `SQLConnector.sql_to_jsonschema`
+- [#2647](https://github.com/meltano/sdk/issues/2647) Use future `warnings.deprecated` decorator
+
+### 📚 Documentation Improvements
+
+- [#2658](https://github.com/meltano/sdk/issues/2658) Added more versions when stuff changed or was added
+
+### 📦 Packaging changes
+
+- [#2694](https://github.com/meltano/sdk/issues/2694) Removed unused backport `importlib_resources` dependency in tap template
+- [#2664](https://github.com/meltano/sdk/issues/2664) Added a constraint on setuptools <= 70.3.0 to fix incompatibility with some dependencies
+
 ## v0.40.0 (2024-09-02)
 
 ### ✨ New
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
index 7214c8c25..919a92dc6 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
@@ -30,12 +30,12 @@ packages = [
 
 [tool.poetry.dependencies]
 python = ">=3.9"
-singer-sdk = { version="~=0.40.0"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
+singer-sdk = { version="~=0.41.0"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8"
-singer-sdk = { version="~=0.40.0", extras = ["testing"] }
+singer-sdk = { version="~=0.41.0", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index 05454067a..38ef2b94f 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -29,7 +29,7 @@ packages = [
 
 [tool.poetry.dependencies]
 python = ">=3.9"
-singer-sdk = { version="~=0.40.0", extras = [
+singer-sdk = { version="~=0.41.0", extras = [
     {%- if cookiecutter.auth_method == "JWT" -%}"jwt", {% endif -%}
     {%- if cookiecutter.faker_extra -%}"faker",{%- endif -%}
 ] }
@@ -41,9 +41,9 @@ requests = "~=2.32.3"
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8"
 {%- if cookiecutter.auth_method == "JWT" %}
-singer-sdk = { version="~=0.40.0", extras = ["jwt", "testing"] }
+singer-sdk = { version="~=0.41.0", extras = ["jwt", "testing"] }
 {%- else %}
-singer-sdk = { version="~=0.40.0", extras = ["testing"] }
+singer-sdk = { version="~=0.41.0", extras = ["testing"] }
 {%- endif %}
 
 [tool.poetry.extras]
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
index 8fd9baf44..27cb43531 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
@@ -29,7 +29,7 @@ packages = [
 
 [tool.poetry.dependencies]
 python = ">=3.9"
-singer-sdk = { version="~=0.40.0"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
+singer-sdk = { version="~=0.41.0"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 {%- if cookiecutter.serialization_method != "SQL" %}
 requests = "~=2.32.3"
@@ -37,7 +37,7 @@ requests = "~=2.32.3"
 
 [tool.poetry.dev-dependencies]
 pytest = ">=8"
-singer-sdk = { version="~=0.40.0", extras = ["testing"] }
+singer-sdk = { version="~=0.41.0", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
diff --git a/docs/conf.py b/docs/conf.py
index 947bedeb6..f2ee91c7a 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -29,7 +29,7 @@
 author = "Meltano Core Team and Contributors"
 
 # The full version, including alpha/beta/rc tags
-release = "0.40.0"
+release = "0.41.0"
 
 
 # -- General configuration -------------------------------------------------------------
diff --git a/pyproject.toml b/pyproject.toml
index d93afc892..83410902f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -200,7 +200,7 @@ xfail_strict = false
 
 [tool.commitizen]
 name = "cz_version_bump"
-version = "0.40.0"
+version = "0.41.0"
 changelog_merge_prerelease = true
 prerelease_offset = 1
 tag_format = "v$major.$minor.$patch$prerelease"

From 8a38e79cdcbd0e546fb42c1d3f1f731745389a92 Mon Sep 17 00:00:00 2001
From: Holly Evans <39742776+holly-evans@users.noreply.github.com>
Date: Fri, 4 Oct 2024 15:02:00 -0500
Subject: [PATCH 31/49] feat(mappers): Stream name can now be accessed in
 `__alias__` context of stream maps (#2701)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Access stream name in alias

* Comply with mypy

* Clarify log

Co-authored-by: Edgar Ramírez Mondragón <16805946+edgarrmondragon@users.noreply.github.com>

* Document

* Missed this

* Formatting

* Apply suggestions from code review

---------

Co-authored-by: Edgar Ramírez Mondragón <16805946+edgarrmondragon@users.noreply.github.com>
---
 docs/stream_maps.md                           | 39 +++++++++++++++++++
 singer_sdk/mapper.py                          | 38 ++++++++++++++++++
 tests/core/test_mapper.py                     | 24 ++++++++++++
 .../aliased_stream_not_expr.jsonl             |  6 +++
 .../mapped_stream/aliased_stream_quoted.jsonl |  6 +++
 .../builtin_variable_stream_name_alias.jsonl  |  6 +++
 ...ltin_variable_stream_name_alias_expr.jsonl |  6 +++
 7 files changed, 125 insertions(+)
 create mode 100644 tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl
 create mode 100644 tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl
 create mode 100644 tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl
 create mode 100644 tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index e31a9b634..693b8caf9 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -266,6 +266,15 @@ The `Faker` class.
 The `Faker` class was deprecated in favor of instance methods on the `fake` object.
 :::
 
+#### Built-in Alias Variable Names
+
+The following variables are available in the context of the `__alias__` expression:
+- `__stream_name__` - the existing stream name
+
+:::{versionadded} TODO
+The `__stream_name__` variable.
+:::
+
 #### Automatic Schema Detection
 
 For performance reasons, type detection is performed at runtime using text analysis
@@ -640,6 +649,36 @@ stream_maps:
 Support for stream glob expressions.
 :::
 
+### Aliasing two or more streams
+
+The `__alias__` operation evaluates simple python expressions.
+
+You can combine this with glob expressions to rename more than one stream:
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  "*":
+    __alias__: "__stream_name__ + '_v2'"
+```
+````
+
+````{tab} JSON
+```json
+{
+    "stream_maps": {
+        "*": {
+            "__alias__": "__stream_name__ + '_v2'"
+        }
+    }
+}
+```
+````
+
+:::{versionadded} TODO
+Support for `__alias__` expression evaluation.
+:::
+
 ### Understanding Filters' Affects on Parent-Child Streams
 
 Nested child streams iterations will be skipped if their parent stream has a record-level
diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index b613b78ec..14f1eac3e 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -779,6 +779,7 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
                 elif MAPPER_ALIAS_OPTION in stream_def:
                     # <source>: __alias__: <alias>
                     stream_alias = stream_def.pop(MAPPER_ALIAS_OPTION)
+                    stream_alias = PluginMapper._eval_stream(stream_alias, stream_name)
 
             if stream_name == source_stream:
                 # Exact match
@@ -831,3 +832,40 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
             else:
                 # Additional mappers for aliasing and multi-projection:
                 self.stream_maps[source_stream].append(mapper)
+
+    @staticmethod
+    def _eval_stream(expr: str, stream_name: str) -> str:
+        """Solve an alias expression.
+
+        Args:
+            expr: String expression to evaluate.
+            stream_name: Name of stream to transform.
+
+        Returns:
+            Evaluated expression.
+
+        Raises:
+            MapExpressionError: If the mapping expression failed to evaluate.
+        """
+        # Allow stream name access within alias transform
+        names = {"__stream_name__": stream_name}
+
+        result: str
+
+        try:
+            expr_evaluator = simpleeval.EvalWithCompoundTypes(names=names)
+            result = expr_evaluator.eval(expr)
+        except simpleeval.NameNotDefined:
+            logging.debug(
+                "Failed to evaluate simpleeval expression %(expr) - "
+                "falling back to original expression",
+                extra={"expr": expr},
+            )
+            result = expr
+        except (simpleeval.InvalidExpression, SyntaxError) as ex:
+            msg = f"Failed to evaluate simpleeval expressions {expr}."
+            raise MapExpressionError(msg) from ex
+
+        logging.debug("Stream eval result: %s = %s", expr, result)
+
+        return result
diff --git a/tests/core/test_mapper.py b/tests/core/test_mapper.py
index a776689a1..37e289e1b 100644
--- a/tests/core/test_mapper.py
+++ b/tests/core/test_mapper.py
@@ -768,6 +768,30 @@ def discover_streams(self):
             "aliased_stream_batch.jsonl",
             id="aliased_stream_batch",
         ),
+        pytest.param(
+            {"mystream": {"__alias__": "aliased.stream"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "aliased_stream_not_expr.jsonl",
+            id="aliased_stream_not_expr",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "'__stream_name__'"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "aliased_stream_quoted.jsonl",
+            id="aliased_stream_quoted",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "'aliased_' + __stream_name__"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_stream_name_alias.jsonl",
+            id="builtin_variable_stream_name_alias",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "__stream_name__.upper()"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_stream_name_alias_expr.jsonl",
+            id="builtin_variable_stream_name_alias_expr",
+        ),
         pytest.param(
             {},
             {"flattening_enabled": True, "flattening_max_depth": 0},
diff --git a/tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl b/tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl
new file mode 100644
index 000000000..473737291
--- /dev/null
+++ b/tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"aliased.stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
+{"type":"RECORD","stream":"aliased.stream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased.stream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased.stream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl b/tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl
new file mode 100644
index 000000000..fd9fec13e
--- /dev/null
+++ b/tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"__stream_name__","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
+{"type":"RECORD","stream":"__stream_name__","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"__stream_name__","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"__stream_name__","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl
new file mode 100644
index 000000000..bb0666313
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"aliased_mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
+{"type":"RECORD","stream":"aliased_mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased_mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased_mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl
new file mode 100644
index 000000000..c698cf72b
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"MYSTREAM","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object","required":["email"]},"key_properties":[]}
+{"type":"RECORD","stream":"MYSTREAM","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"MYSTREAM","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"MYSTREAM","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}

From bb219a4133784856104be54e6f8d4281559fee99 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Fri, 4 Oct 2024 14:17:14 -0600
Subject: [PATCH 32/49] chore: Update issue forms (#2704)

---
 .github/ISSUE_TEMPLATE/bug.yml     | 11 ++++++-----
 .github/ISSUE_TEMPLATE/docs.yml    |  2 ++
 .github/ISSUE_TEMPLATE/feature.yml |  6 ++++--
 3 files changed, 12 insertions(+), 7 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug.yml b/.github/ISSUE_TEMPLATE/bug.yml
index f32660170..61a0e143a 100644
--- a/.github/ISSUE_TEMPLATE/bug.yml
+++ b/.github/ISSUE_TEMPLATE/bug.yml
@@ -1,7 +1,9 @@
 name: Bug Report
 description: File a bug report
 title: "bug: <title>"
-labels: ["kind/Bug", "valuestream/SDK"]
+type: Bug
+assignees:
+  - edgarrmondragon
 
 body:
   - type: markdown
@@ -29,13 +31,12 @@ body:
       label: Python Version
       description: Version of Python you are using
       options:
+        - "NA"
         - "3.12"
         - "3.11"
         - "3.10"
         - "3.9"
-        - "3.8"
-        - "3.7 or earlier"
-        - "NA"
+        - "3.8 or earlier"
     validations:
       required: true
   - type: dropdown
@@ -60,7 +61,7 @@ body:
       description: What operating system you are using
       placeholder: "Windows"
     validations:
-      required: true
+      required: false
   - type: textarea
     id: what-happened
     attributes:
diff --git a/.github/ISSUE_TEMPLATE/docs.yml b/.github/ISSUE_TEMPLATE/docs.yml
index ca0d9c673..de84539e0 100644
--- a/.github/ISSUE_TEMPLATE/docs.yml
+++ b/.github/ISSUE_TEMPLATE/docs.yml
@@ -2,6 +2,8 @@ name: Documentation change
 description: Request a documentation change
 title: "docs: <title>"
 labels: ["Documentation", "valuestream/SDK"]
+assignees:
+  - edgarrmondragon
 
 body:
   - type: markdown
diff --git a/.github/ISSUE_TEMPLATE/feature.yml b/.github/ISSUE_TEMPLATE/feature.yml
index a5afd5974..4715db963 100644
--- a/.github/ISSUE_TEMPLATE/feature.yml
+++ b/.github/ISSUE_TEMPLATE/feature.yml
@@ -2,8 +2,9 @@ name: Feature request
 description: Request a new feature
 title: "feat: <title>"
 labels: ["kind/Feature", "valuestream/SDK"]
+type: Enhancement
 assignees:
-  - meltano/engineering
+  - edgarrmondragon
 
 body:
   - type: markdown
@@ -16,7 +17,8 @@ body:
       label: Feature scope
       description: Functionality this new feature would impact
       options:
-        - Taps (catalog, state, stream maps, tests, etc.)
+        - Taps (catalog, state, tests, etc.)
+        - Inline mapping (stream maps, flattening, etc.)
         - Targets (data type handling, batching, SQL object generation, tests, etc.)
         - Configuration (settings parsing, validation, etc.)
         - CLI (options, error messages, logging, etc.)

From de4d80b6e63e5fa9f2f0e3cd2aebf909bc9d0cad Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Fri, 4 Oct 2024 14:34:19 -0600
Subject: [PATCH 33/49] chore: Clean up TODOs in docs (#2705)

---
 docs/implementation/cli.md | 1 -
 docs/stream_maps.md        | 6 +++---
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/docs/implementation/cli.md b/docs/implementation/cli.md
index e4f78c26b..94077fc5d 100644
--- a/docs/implementation/cli.md
+++ b/docs/implementation/cli.md
@@ -1,5 +1,4 @@
 ---
-# TODO: this will be supported after MyST-Parser 0.18.0 is released
 myst:
   heading_anchors: 4
 ---
diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index 693b8caf9..786b0da5a 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -262,7 +262,7 @@ The `faker` object.
 The `Faker` class.
 :::
 
-:::{versionchanged} TODO
+:::{versionchanged} 0.41.0
 The `Faker` class was deprecated in favor of instance methods on the `fake` object.
 :::
 
@@ -271,7 +271,7 @@ The `Faker` class was deprecated in favor of instance methods on the `fake` obje
 The following variables are available in the context of the `__alias__` expression:
 - `__stream_name__` - the existing stream name
 
-:::{versionadded} TODO
+:::{versionadded} 0.42.0
 The `__stream_name__` variable.
 :::
 
@@ -675,7 +675,7 @@ stream_maps:
 ```
 ````
 
-:::{versionadded} TODO
+:::{versionadded} 0.42.0
 Support for `__alias__` expression evaluation.
 :::
 

From 3c303ae3cfd355608b456c26e07a63d71372061b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Sun, 6 Oct 2024 11:30:40 -0600
Subject: [PATCH 34/49] feat: Bumped simpleeval to 1.0 (#2707)

---
 .pre-commit-config.yaml |   6 --
 poetry.lock             | 203 +++++++++++++++++++++-------------------
 pyproject.toml          |  20 +---
 3 files changed, 111 insertions(+), 118 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4acaba7b9..c548245ac 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -35,12 +35,6 @@ repos:
         tests/snapshots/.*
       )$
   - id: trailing-whitespace
-    exclude: |
-        (?x)^(
-            .bumpversion.cfg|
-            singer_sdk/helpers/_simpleeval.py|
-            tests/core/test_simpleeval.py
-        )$
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
   rev: 0.29.3
diff --git a/poetry.lock b/poetry.lock
index 3d95d2389..24a2df4af 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -34,102 +34,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
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+version = "3.10.9"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
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+    {file = "aiohttp-3.10.9-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:c2b627d3c8982691b06d89d31093cee158c30629fdfebe705a91814d49b554f8"},
+    {file = "aiohttp-3.10.9-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:03690541e4cc866eef79626cfa1ef4dd729c5c1408600c8cb9e12e1137eed6ab"},
+    {file = "aiohttp-3.10.9-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:ad3675c126f2a95bde637d162f8231cff6bc0bc9fbe31bd78075f9ff7921e322"},
+    {file = "aiohttp-3.10.9-cp39-cp39-win32.whl", hash = "sha256:1321658f12b6caffafdc35cfba6c882cb014af86bef4e78c125e7e794dfb927b"},
+    {file = "aiohttp-3.10.9-cp39-cp39-win_amd64.whl", hash = "sha256:9fdf5c839bf95fc67be5794c780419edb0dbef776edcfc6c2e5e2ffd5ee755fa"},
+    {file = "aiohttp-3.10.9.tar.gz", hash = "sha256:143b0026a9dab07a05ad2dd9e46aa859bffdd6348ddc5967b42161168c24f857"},
 ]
 
 [package.dependencies]
@@ -2615,6 +2615,17 @@ files = [
     {file = "simpleeval-0.9.13.tar.gz", hash = "sha256:4a30f9cc01825fe4c719c785e3762623e350c4840d5e6855c2a8496baaa65fac"},
 ]
 
+[[package]]
+name = "simpleeval"
+version = "1.0.0"
+description = "A simple, safe single expression evaluator library."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "simpleeval-1.0.0-py3-none-any.whl", hash = "sha256:704817f39879b42d81777f02e2dd28dde45c7f9c3fd84cea0d6dbde85c3efcff"},
+    {file = "simpleeval-1.0.0.tar.gz", hash = "sha256:f3d259deeb751d34c63e56747bab384efad63a2dbdb4f130281c42279788ac3c"},
+]
+
 [[package]]
 name = "simplejson"
 version = "3.19.3"
@@ -3175,13 +3186,13 @@ referencing = "*"
 
 [[package]]
 name = "types-pytz"
-version = "2024.2.0.20240913"
+version = "2024.2.0.20241003"
 description = "Typing stubs for pytz"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-pytz-2024.2.0.20240913.tar.gz", hash = "sha256:4433b5df4a6fc587bbed41716d86a5ba5d832b4378e506f40d34bc9c81df2c24"},
-    {file = "types_pytz-2024.2.0.20240913-py3-none-any.whl", hash = "sha256:a1eebf57ebc6e127a99d2fa2ba0a88d2b173784ef9b3defcc2004ab6855a44df"},
+    {file = "types-pytz-2024.2.0.20241003.tar.gz", hash = "sha256:575dc38f385a922a212bac00a7d6d2e16e141132a3c955078f4a4fd13ed6cb44"},
+    {file = "types_pytz-2024.2.0.20241003-py3-none-any.whl", hash = "sha256:3e22df1336c0c6ad1d29163c8fda82736909eb977281cb823c57f8bae07118b7"},
 ]
 
 [[package]]
@@ -3542,4 +3553,4 @@ testing = ["pytest"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8"
-content-hash = "54b2b2caf41a6f8c058f4e40b00fb33031c86cdea138bce71d457a94a03f164b"
+content-hash = "838b8c0b03a197707b98d85a65e1b4944c271ec3b0abf4bf30e6faec3951cfe1"
diff --git a/pyproject.toml b/pyproject.toml
index 83410902f..323ab6bf6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -58,7 +58,10 @@ requests = ">=2.25.1"
 # TODO: remove this constraint once we get rid of the `fs` dependency
 # newer setuptools versions are incompatible with some dependencies (fs)
 setuptools = "<=70.3.0"
-simpleeval = ">=0.9.13"
+simpleeval = [
+    { version = ">=0.9.13,<1", python = "<3.9" },
+    { version = ">=0.9.13", python = ">=3.9" },
+]
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
@@ -160,7 +163,6 @@ pytest-codspeed = ">=2.2.0"
 [tool.pytest.ini_options]
 addopts = [
     "--durations=10",
-    "--ignore=singer_sdk/helpers/_simpleeval.py",
     "-m",
     "not external",
     "-ra",
@@ -173,19 +175,6 @@ filterwarnings = [
     "ignore:No records were available to test:UserWarning",
     # https://github.com/meltano/sdk/issues/1354
     "ignore:The function singer_sdk.testing.get_standard_tap_tests is deprecated:DeprecationWarning",
-    # https://docs.python.org/3.12/whatsnew/3.12.html#deprecated
-    # https://github.com/danthedeckie/simpleeval/blob/master/simpleeval.py
-    "ignore:ast.NameConstant is deprecated:DeprecationWarning:simpleeval",
-    # https://docs.python.org/3.12/whatsnew/3.12.html#deprecated
-    # https://github.com/danthedeckie/simpleeval/blob/master/simpleeval.py
-    "ignore:ast.Num is deprecated:DeprecationWarning:simpleeval",
-    # https://github.com/joblib/joblib/pull/1518
-    "ignore:ast.Num is deprecated:DeprecationWarning:joblib._utils",
-    # https://docs.python.org/3.12/whatsnew/3.12.html#deprecated
-    # https://github.com/danthedeckie/simpleeval/blob/master/simpleeval.py
-    "ignore:ast.Str is deprecated:DeprecationWarning:simpleeval",
-    # https://github.com/joblib/joblib/pull/1518
-    "ignore:Attribute n is deprecated:DeprecationWarning:joblib._utils",
 ]
 log_cli_level = "INFO"
 markers = [
@@ -322,7 +311,6 @@ parquet = "singer_sdk.contrib.batch_encoder_parquet:ParquetBatcher"
 [tool.ruff]
 extend-exclude = [
     "cookiecutter/*",
-    "*simpleeval*",
 ]
 line-length = 88
 target-version = "py38"

From a3b2a97c1d0101f3dd145a69e34c13e49f07ab51 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 06:56:51 -0600
Subject: [PATCH 35/49] chore(deps): bump the ci group in /.github/workflows
 with 2 updates (#2708)

Bumps the ci group in /.github/workflows with 2 updates: [griffe](https://github.com/mkdocstrings/griffe) and [pre-commit](https://github.com/pre-commit/pre-commit).


Updates `griffe` from 1.3.1 to 1.3.2
- [Release notes](https://github.com/mkdocstrings/griffe/releases)
- [Changelog](https://github.com/mkdocstrings/griffe/blob/main/CHANGELOG.md)
- [Commits](https://github.com/mkdocstrings/griffe/compare/1.3.1...1.3.2)

Updates `pre-commit` from 3.8.0 to 4.0.0
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v3.8.0...v4.0.0)

---
updated-dependencies:
- dependency-name: griffe
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: ci
- dependency-name: pre-commit
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: ci
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/constraints.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 4dfd4edc8..faa4f7f92 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,8 +1,8 @@
-griffe==1.3.1
+griffe==1.3.2
 pip==24.2
 poetry==1.8.3
 poetry-plugin-export==1.8.0
 poetry-dynamic-versioning==1.4.1
-pre-commit==3.8.0
+pre-commit==4.0.0
 nox==2024.4.15
 nox-poetry==1.0.3

From 7494ba0d5b71a478ac4a6ae861c00dabbf32ee22 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 08:04:55 -0600
Subject: [PATCH 36/49] chore(deps): bump pypa/gh-action-pypi-publish from
 1.10.2 to 1.10.3 in the actions group (#2709)

chore(deps): bump pypa/gh-action-pypi-publish in the actions group

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.2 to 1.10.3
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.2...v1.10.3)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/release.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 2c08df46e..4a61b1508 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -65,7 +65,7 @@ jobs:
         name: Packages
         path: dist
     - name: Publish
-      uses: pypa/gh-action-pypi-publish@v1.10.2
+      uses: pypa/gh-action-pypi-publish@v1.10.3
 
   upload-to-release:
     name: Upload files to release

From bf8384eb830ddc852bcbee43f3534f734fb79751 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 18:38:05 -0600
Subject: [PATCH 37/49] chore: pre-commit autoupdate (#2710)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/pre-commit-hooks: v4.6.0 → v5.0.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.6.0...v5.0.0)
- [github.com/astral-sh/ruff-pre-commit: v0.6.8 → v0.6.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.8...v0.6.9)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c548245ac..18f9fecda 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ ci:
 
 repos:
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.6.0
+  rev: v5.0.0
   hooks:
   - id: check-json
     exclude: |
@@ -44,7 +44,7 @@ repos:
   - id: check-readthedocs
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.6.8
+  rev: v0.6.9
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]

From 11291972d4713b5485e1416af0414d3cba662c85 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 9 Oct 2024 12:03:59 -0600
Subject: [PATCH 38/49] feat: JSON schema `title` is now supported in
 configuration and stream properties (#2712)

* feat: JSON schema `title` is now supported in configuration and stream properties

* Update docs
---
 .../{{cookiecutter.library_name}}/mapper.py   |   1 +
 .../{{cookiecutter.library_name}}/tap.py      |   3 +
 .../{{cookiecutter.library_name}}/target.py   |   4 +
 docs/guides/config-schema.md                  |   7 +-
 poetry.lock                                   | 645 +++++++++++-------
 singer_sdk/contrib/filesystem/config.py       |  13 +
 singer_sdk/contrib/filesystem/tap.py          |   4 +
 singer_sdk/helpers/capabilities.py            |  23 +-
 singer_sdk/typing.py                          |  15 +-
 tests/core/test_jsonschema_helpers.py         |  11 +
 10 files changed, 459 insertions(+), 267 deletions(-)

diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
index 8e6ea991e..af6406201 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
@@ -23,6 +23,7 @@ class {{ cookiecutter.name }}Mapper(InlineMapper):
         th.Property(
             "example_config",
             th.StringType,
+            title="Example Configuration",
             description="An example config, replace or remove based on your needs.",
         ),
     ).to_dict()
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py
index 74c8927e9..3fbd58a43 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py
@@ -31,12 +31,14 @@ class Tap{{ cookiecutter.source_name }}({{ 'SQL' if cookiecutter.stream_type ==
             th.StringType,
             required=True,
             secret=True,  # Flag config as protected.
+            title="Auth Token",
             description="The token to authenticate against the API service",
         ),
         th.Property(
             "project_ids",
             th.ArrayType(th.StringType),
             required=True,
+            title="Project IDs",
             description="Project IDs to replicate",
         ),
         th.Property(
@@ -47,6 +49,7 @@ class Tap{{ cookiecutter.source_name }}({{ 'SQL' if cookiecutter.stream_type ==
         th.Property(
             "api_url",
             th.StringType,
+            title="API URL",
             default="https://api.mysample.com",
             description="The url for the API service",
         ),
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py b/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py
index f28bb4e94..e66a10eae 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py
@@ -23,23 +23,27 @@ class Target{{ cookiecutter.destination_name }}({{ target_class }}):
             "sqlalchemy_url",
             th.StringType,
             secret=True,  # Flag config as protected.
+            title="SQLAlchemy URL",
             description="SQLAlchemy connection string",
         ),
         {%- else %}
         th.Property(
             "filepath",
             th.StringType,
+            title="Output File Path",
             description="The path to the target output file",
         ),
         th.Property(
             "file_naming_scheme",
             th.StringType,
+            title="File Naming Scheme",
             description="The scheme with which output files will be named",
         ),
         th.Property(
             "auth_token",
             th.StringType,
             secret=True,  # Flag config as protected.
+            title="Auth Token",
             description="The path to the target output file",
         ),
         {%- endif %}
diff --git a/docs/guides/config-schema.md b/docs/guides/config-schema.md
index e5aad4378..d4ea1d16b 100644
--- a/docs/guides/config-schema.md
+++ b/docs/guides/config-schema.md
@@ -15,9 +15,9 @@ class MyTap(Tap):
     name = "my-tap"
 
     config_jsonschema = th.PropertiesList(
-        th.Property("api_key", th.StringType, required=True),
-        th.Property("base_url", th.StringType, default="https://api.example.com"),
-        th.Property("start_date", th.DateTimeType),
+        th.Property("api_key", th.StringType, required=True, title="API Key"),
+        th.Property("base_url", th.StringType, default="https://api.example.com", title="Base URL"),
+        th.Property("start_date", th.DateTimeType, title="Start Date"),
     ).to_dict()
 ```
 
@@ -29,6 +29,7 @@ Explanation of the configuration schema defined above:
 - The `th.StringType`, `th.DateTimeType`, etc. helpers are used to define the type of the property.
 - The `required` attribute is used to mark a property as required. The tap will throw an error if the user does not provide a value for a required property.
 - The `default` attribute is used to provide a default value for a property. The tap will use this if the user does not provide a value, so this can be accessed in the tap or streams with square bracket syntax, i.e. `self.config["base_url"]`.
+- The `title` attribute is used to provide a human-readable title for the property.
 - The `to_dict()` method is used to convert the JSON object to a Python dictionary.
 
 See the full reference for the [typing module](../typing.rst) for more information on how to define a configuration schema.
diff --git a/poetry.lock b/poetry.lock
index 24a2df4af..d7ef5c0e2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,24 +2,24 @@
 
 [[package]]
 name = "aiobotocore"
-version = "2.15.1"
+version = "2.15.2"
 description = "Async client for aws services using botocore and aiohttp"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiobotocore-2.15.1-py3-none-any.whl", hash = "sha256:0f738cde74108553b753b24655094289a3c7ea0f0f179ed1c0f8cea488999a35"},
-    {file = "aiobotocore-2.15.1.tar.gz", hash = "sha256:1f9f16eec2a3da32df162b5db12da779ec6d6c6311715c936cad511f436efa74"},
+    {file = "aiobotocore-2.15.2-py3-none-any.whl", hash = "sha256:d4d3128b4b558e2b4c369bfa963b022d7e87303adb82eec623cec8aa77ae578a"},
+    {file = "aiobotocore-2.15.2.tar.gz", hash = "sha256:9ac1cfcaccccc80602968174aa032bf978abe36bd4e55e6781d6500909af1375"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.2,<4.0.0"
 aioitertools = ">=0.5.1,<1.0.0"
-botocore = ">=1.35.16,<1.35.24"
+botocore = ">=1.35.16,<1.35.37"
 wrapt = ">=1.10.10,<2.0.0"
 
 [package.extras]
-awscli = ["awscli (>=1.34.16,<1.34.24)"]
-boto3 = ["boto3 (>=1.35.16,<1.35.24)"]
+awscli = ["awscli (>=1.34.16,<1.35.3)"]
+boto3 = ["boto3 (>=1.35.16,<1.35.37)"]
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -372,17 +372,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.23"
+version = "1.35.36"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.23-py3-none-any.whl", hash = "sha256:ecba4362f82e23ef775c72b3e6fdef3ef68443629b79e88886d5088302ffc050"},
-    {file = "boto3-1.35.23.tar.gz", hash = "sha256:3fbf1d5b749c92ed43aa190650979dff9f83790a42522e1e9eefa54c8e44bc4b"},
+    {file = "boto3-1.35.36-py3-none-any.whl", hash = "sha256:33735b9449cd2ef176531ba2cb2265c904a91244440b0e161a17da9d24a1e6d1"},
+    {file = "boto3-1.35.36.tar.gz", hash = "sha256:586524b623e4fbbebe28b604c6205eb12f263cc4746bccb011562d07e217a4cb"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.23,<1.36.0"
+botocore = ">=1.35.36,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -391,13 +391,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.23"
+version = "1.35.36"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.23-py3-none-any.whl", hash = "sha256:cab9ec4e0367b9f33f0bc02c5a29f587b0119ecffd6d125bacee085dcbc8817d"},
-    {file = "botocore-1.35.23.tar.gz", hash = "sha256:25b17a9ccba6ad32bb5bf7ba4f52656aa03c1cb29f6b4e438050ee4ad1967a3b"},
+    {file = "botocore-1.35.36-py3-none-any.whl", hash = "sha256:64241c778bf2dc863d93abab159e14024d97a926a5715056ef6411418cb9ead3"},
+    {file = "botocore-1.35.36.tar.gz", hash = "sha256:354ec1b766f0029b5d6ff0c45d1a0f9e5007b7d2f3ec89bcdd755b208c5bc797"},
 ]
 
 [package.dependencies]
@@ -409,7 +409,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.5)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "cattrs"
@@ -529,101 +529,116 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "yarl-1.14.0-cp39-cp39-win32.whl", hash = "sha256:337912bcdcf193ade64b9aae5a4017a0a1950caf8ca140362e361543c6773f21"},
+    {file = "yarl-1.14.0-cp39-cp39-win_amd64.whl", hash = "sha256:b6d0147574ce2e7b812c989e50fa72bbc5338045411a836bd066ce5fc8ac0bce"},
+    {file = "yarl-1.14.0-py3-none-any.whl", hash = "sha256:c8ed4034f0765f8861620c1f2f2364d2e58520ea288497084dae880424fc0d9f"},
+    {file = "yarl-1.14.0.tar.gz", hash = "sha256:88c7d9d58aab0724b979ab5617330acb1c7030b79379c8138c1c8c94e121d1b3"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
diff --git a/singer_sdk/contrib/filesystem/config.py b/singer_sdk/contrib/filesystem/config.py
index eccd11fca..ed16f067b 100644
--- a/singer_sdk/contrib/filesystem/config.py
+++ b/singer_sdk/contrib/filesystem/config.py
@@ -12,35 +12,41 @@
             "host",
             th.StringType,
             required=True,
+            title="FTP Host",
             description="FTP server host",
         ),
         th.Property(
             "port",
             th.IntegerType,
             default=21,
+            title="FTP Port",
             description="FTP server port",
         ),
         th.Property(
             "username",
             th.StringType,
+            title="FTP Username",
             description="FTP username",
         ),
         th.Property(
             "password",
             th.StringType,
             secret=True,
+            title="FTP Password",
             description="FTP password",
         ),
         th.Property(
             "timeout",
             th.IntegerType,
             default=60,
+            title="Timeout",
             description="Timeout of the FTP connection in seconds",
         ),
         th.Property(
             "encoding",
             th.StringType,
             default="utf-8",
+            title="Encoding",
             description="FTP server encoding",
         ),
     ),
@@ -56,6 +62,7 @@
             "host",
             th.StringType,
             required=True,
+            title="SFTP Host",
             description="SFTP server host",
         ),
         th.Property(
@@ -65,33 +72,39 @@
                     "port",
                     th.IntegerType,
                     default=22,
+                    title="SFTP Port",
                     description="SFTP server port",
                 ),
                 th.Property(
                     "username",
                     th.StringType,
                     required=True,
+                    title="SFTP Username",
                     description="SFTP username",
                 ),
                 th.Property(
                     "password",
                     th.StringType,
                     secret=True,
+                    title="SFTP Password",
                     description="SFTP password",
                 ),
                 th.Property(
                     "pkey",
                     th.StringType,
                     secret=True,
+                    title="SFTP Private Key",
                     description="Private key",
                 ),
                 th.Property(
                     "timeout",
                     th.IntegerType,
                     default=60,
+                    title="Timeout",
                     description="Timeout of the SFTP connection in seconds",
                 ),
             ),
+            title="SSH Connection Settings",
             description="SSH connection settings",
         ),
     ),
diff --git a/singer_sdk/contrib/filesystem/tap.py b/singer_sdk/contrib/filesystem/tap.py
index f2fd7c352..58ca673d8 100644
--- a/singer_sdk/contrib/filesystem/tap.py
+++ b/singer_sdk/contrib/filesystem/tap.py
@@ -36,18 +36,21 @@ class ReadMode(str, enum.Enum):
         required=True,
         default="local",
         allowed_values=["local", "ftp", "sftp"],
+        title="Filesystem",
         description="The filesystem to use.",
     ),
     th.Property(
         "path",
         th.StringType,
         required=True,
+        title="Directory Path",
         description="Path to the directory where the files are stored.",
     ),
     th.Property(
         "read_mode",
         th.StringType,
         required=True,
+        title="Read Mode",
         description=(
             "Use `one_stream_per_file` to read each file as a separate stream, or "
             "`merge` to merge all files into a single stream."
@@ -59,6 +62,7 @@ class ReadMode(str, enum.Enum):
         th.StringType,
         required=True,
         default=DEFAULT_MERGE_STREAM_NAME,
+        title="Stream Name (Merge Mode)",
         description="Name of the stream to use when `read_mode` is `merge`.",
     ),
     filesystem_config.FTP,
diff --git a/singer_sdk/helpers/capabilities.py b/singer_sdk/helpers/capabilities.py
index 76d7fcffb..0f5c42918 100644
--- a/singer_sdk/helpers/capabilities.py
+++ b/singer_sdk/helpers/capabilities.py
@@ -26,6 +26,7 @@
     Property(
         "stream_maps",
         ObjectType(),
+        title="Stream Maps",
         description=(
             "Config object for stream maps capability. "
             "For more information check out "
@@ -35,6 +36,7 @@
     Property(
         "stream_map_config",
         ObjectType(),
+        title="User Stream Map Configuration",
         description="User-defined config values to be used within map expressions.",
     ),
     Property(
@@ -43,6 +45,7 @@
             Property(
                 "seed",
                 OneOf(NumberType, StringType, BooleanType),
+                title="Faker Seed",
                 description=(
                     "Value to seed the Faker generator for deterministic output: "
                     "https://faker.readthedocs.io/en/master/#seeding-the-generator"
@@ -51,12 +54,14 @@
             Property(
                 "locale",
                 OneOf(StringType, ArrayType(StringType)),
+                title="Faker Locale",
                 description=(
                     "One or more LCID locale strings to produce localized output for: "
                     "https://faker.readthedocs.io/en/master/#localization"
                 ),
             ),
         ),
+        title="Faker Configuration",
         description=(
             "Config for the [`Faker`](https://faker.readthedocs.io/en/master/) "
             "instance variable `fake` used within map expressions. Only applicable if "
@@ -69,6 +74,7 @@
     Property(
         "flattening_enabled",
         BooleanType(),
+        title="Enable Schema Flattening",
         description=(
             "'True' to enable schema flattening and automatically expand nested "
             "properties."
@@ -77,44 +83,52 @@
     Property(
         "flattening_max_depth",
         IntegerType(),
+        title="Max Flattening Depth",
         description="The max depth to flatten schemas.",
     ),
 ).to_dict()
 BATCH_CONFIG = PropertiesList(
     Property(
         "batch_config",
-        description="",
+        title="Batch Configuration",
+        description="Configuration for BATCH message capabilities.",
         wrapped=ObjectType(
             Property(
                 "encoding",
+                title="Batch Encoding Configuration",
                 description="Specifies the format and compression of the batch files.",
                 wrapped=ObjectType(
                     Property(
                         "format",
                         StringType,
                         allowed_values=["jsonl", "parquet"],
+                        title="Batch Encoding Format",
                         description="Format to use for batch files.",
                     ),
                     Property(
                         "compression",
                         StringType,
                         allowed_values=["gzip", "none"],
+                        title="Batch Compression Format",
                         description="Compression format to use for batch files.",
                     ),
                 ),
             ),
             Property(
                 "storage",
+                title="Batch Storage Configuration",
                 description="Defines the storage layer to use when writing batch files",
                 wrapped=ObjectType(
                     Property(
                         "root",
                         StringType,
+                        title="Batch Storage Root",
                         description="Root path to use when writing batch files.",
                     ),
                     Property(
                         "prefix",
                         StringType,
+                        title="Batch Storage Prefix",
                         description="Prefix to use when writing batch files.",
                     ),
                 ),
@@ -126,6 +140,7 @@
     Property(
         "default_target_schema",
         StringType(),
+        title="Default Target Schema",
         description="The default target database schema name to use for all streams.",
     ),
 ).to_dict()
@@ -133,13 +148,15 @@
     Property(
         "add_record_metadata",
         BooleanType(),
-        description="Add metadata to records.",
+        title="Add Record Metadata",
+        description="Whether to add metadata fields to records.",
     ),
 ).to_dict()
 TARGET_HARD_DELETE_CONFIG = PropertiesList(
     Property(
         "hard_delete",
         BooleanType(),
+        title="Hard Delete",
         description="Hard delete records.",
         default=False,
     ),
@@ -148,6 +165,7 @@
     Property(
         "validate_records",
         BooleanType(),
+        title="Validate Records",
         description="Whether to validate the schema of the incoming streams.",
         default=True,
     ),
@@ -156,6 +174,7 @@
     Property(
         "batch_size_rows",
         IntegerType,
+        title="Batch Size Rows",
         description="Maximum number of rows in each batch.",
     ),
 ).to_dict()
diff --git a/singer_sdk/typing.py b/singer_sdk/typing.py
index d4cfd46cd..7d0212ca3 100644
--- a/singer_sdk/typing.py
+++ b/singer_sdk/typing.py
@@ -619,7 +619,7 @@ class Property(JSONTypeHelper[T], t.Generic[T]):
     """Generic Property. Should be nested within a `PropertiesList`."""
 
     # TODO: Make some of these arguments keyword-only. This is a breaking change.
-    def __init__(
+    def __init__(  # noqa: PLR0913
         self,
         name: str,
         wrapped: JSONTypeHelper[T] | type[JSONTypeHelper[T]],
@@ -631,6 +631,7 @@ def __init__(
         examples: list[T] | None = None,
         *,
         nullable: bool | None = None,
+        title: str | None = None,
     ) -> None:
         """Initialize Property object.
 
@@ -652,6 +653,7 @@ def __init__(
             examples: Optional. A list of one or more sample values. These may be
                 displayed to the user as hints of the expected format of inputs.
             nullable: If True, the property may be null.
+            title: Optional. A short, human-readable title for the property.
         """
         self.name = name
         self.wrapped = wrapped
@@ -662,6 +664,7 @@ def __init__(
         self.allowed_values = allowed_values or None
         self.examples = examples or None
         self.nullable = nullable
+        self.title = title
 
     @property
     def type_dict(self) -> dict:  # type: ignore[override]
@@ -690,8 +693,18 @@ def to_dict(self) -> dict:
 
         Returns:
             A JSON Schema dictionary describing the object.
+
+        Examples:
+            >>> p = Property("name", StringType, required=True)
+            >>> print(p.to_dict())
+            {'name': {'type': ['string']}}
+            >>> p = Property("name", StringType, required=True, title="App Name")
+            >>> print(p.to_dict())
+            {'name': {'type': ['string'], 'title': 'App Name'}}
         """
         type_dict = self.type_dict
+        if self.title:
+            type_dict.update({"title": self.title})
         if self.nullable or self.optional:
             type_dict = append_type(type_dict, "null")
         if self.default is not None:
diff --git a/tests/core/test_jsonschema_helpers.py b/tests/core/test_jsonschema_helpers.py
index aeb2bae0b..488030392 100644
--- a/tests/core/test_jsonschema_helpers.py
+++ b/tests/core/test_jsonschema_helpers.py
@@ -252,6 +252,17 @@ def test_property_description():
     }
 
 
+def test_property_title():
+    title = "My Test Property"
+    prop = Property("test_property", StringType, title=title)
+    assert prop.to_dict() == {
+        "test_property": {
+            "type": ["string", "null"],
+            "title": title,
+        },
+    }
+
+
 @pytest.mark.parametrize(
     "json_type,expected_json_schema",
     [

From 7068e191615849f7685c8005d5a95aea32970243 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Wed, 9 Oct 2024 12:07:10 -0600
Subject: [PATCH 39/49] chore: Update samples

---
 samples/sample_mapper/mapper.py                    |  1 +
 samples/sample_tap_bigquery/__init__.py            |  1 +
 samples/sample_tap_csv/sample_tap_csv.py           |  5 +++++
 samples/sample_tap_dummy_json/tap_dummyjson/tap.py |  4 ++++
 samples/sample_tap_gitlab/gitlab_tap.py            | 12 ++++++++----
 samples/sample_tap_sqlite/__init__.py              |  1 +
 samples/sample_target_csv/csv_target.py            |  6 ++++--
 samples/sample_target_parquet/parquet_target.py    |  4 ++--
 samples/sample_target_sqlite/__init__.py           |  1 +
 9 files changed, 27 insertions(+), 8 deletions(-)

diff --git a/samples/sample_mapper/mapper.py b/samples/sample_mapper/mapper.py
index 0a7899d37..67052bbe4 100644
--- a/samples/sample_mapper/mapper.py
+++ b/samples/sample_mapper/mapper.py
@@ -40,6 +40,7 @@ class StreamTransform(InlineMapper):
                 ),
             ),
             required=True,
+            title="Stream Maps",
             description="Stream maps",
         ),
     ).to_dict()
diff --git a/samples/sample_tap_bigquery/__init__.py b/samples/sample_tap_bigquery/__init__.py
index 098be2525..ad0d3c3cb 100644
--- a/samples/sample_tap_bigquery/__init__.py
+++ b/samples/sample_tap_bigquery/__init__.py
@@ -52,6 +52,7 @@ class TapBigQuery(SQLTap):
             "project_id",
             th.StringType,
             required=True,
+            title="Project ID",
             description="GCP Project",
         ),
     ).to_dict()
diff --git a/samples/sample_tap_csv/sample_tap_csv.py b/samples/sample_tap_csv/sample_tap_csv.py
index 71c8b3d1d..ed469c9ee 100644
--- a/samples/sample_tap_csv/sample_tap_csv.py
+++ b/samples/sample_tap_csv/sample_tap_csv.py
@@ -19,30 +19,35 @@ class SampleTapCSV(FolderTap):
             "delimiter",
             th.StringType,
             default=",",
+            title="Delimiter",
             description="Field delimiter character.",
         ),
         th.Property(
             "quotechar",
             th.StringType,
             default='"',
+            title="Quote Character",
             description="Quote character.",
         ),
         th.Property(
             "escapechar",
             th.StringType,
             default=None,
+            title="Escape Character",
             description="Escape character.",
         ),
         th.Property(
             "doublequote",
             th.BooleanType,
             default=True,
+            title="Double Quote",
             description="Whether quotechar inside a field should be doubled.",
         ),
         th.Property(
             "lineterminator",
             th.StringType,
             default="\r\n",
+            title="Line Terminator",
             description="Line terminator character.",
         ),
     ).to_dict()
diff --git a/samples/sample_tap_dummy_json/tap_dummyjson/tap.py b/samples/sample_tap_dummy_json/tap_dummyjson/tap.py
index b352d0172..40b1f0169 100644
--- a/samples/sample_tap_dummy_json/tap_dummyjson/tap.py
+++ b/samples/sample_tap_dummy_json/tap_dummyjson/tap.py
@@ -14,6 +14,7 @@ class TapDummyJSON(Tap):
             "username",
             th.StringType,
             required=True,
+            title="DummyJSON Username",
             description="Username for the API service",
         ),
         th.Property(
@@ -21,16 +22,19 @@ class TapDummyJSON(Tap):
             th.StringType,
             required=True,
             secret=True,  # Flag config as protected.
+            title="DummyJSON Password",
             description="Password for the API service",
         ),
         th.Property(
             "start_date",
             th.DateTimeType,
+            title="Start Date",
             description="The earliest record date to sync",
         ),
         th.Property(
             "api_url",
             th.StringType,
+            title="API URL",
             default="https://dummyjson.com",
             description="The base url for the API service",
         ),
diff --git a/samples/sample_tap_gitlab/gitlab_tap.py b/samples/sample_tap_gitlab/gitlab_tap.py
index 952e406ae..56164fc2c 100644
--- a/samples/sample_tap_gitlab/gitlab_tap.py
+++ b/samples/sample_tap_gitlab/gitlab_tap.py
@@ -34,10 +34,14 @@ class SampleTapGitlab(Tap):
 
     name: str = "sample-tap-gitlab"
     config_jsonschema = PropertiesList(
-        Property("auth_token", StringType, required=True, secret=True),
-        Property("project_ids", ArrayType(StringType), required=True),
-        Property("group_ids", ArrayType(StringType), required=True),
-        Property("start_date", DateTimeType, required=True),
+        Property(
+            "auth_token", StringType, required=True, secret=True, title="Auth Token"
+        ),
+        Property(
+            "project_ids", ArrayType(StringType), required=True, title="Project IDs"
+        ),
+        Property("group_ids", ArrayType(StringType), required=True, title="Group IDs"),
+        Property("start_date", DateTimeType, required=True, title="Start Date"),
     ).to_dict()
 
     def discover_streams(self) -> list[Stream]:
diff --git a/samples/sample_tap_sqlite/__init__.py b/samples/sample_tap_sqlite/__init__.py
index 51add7136..2215cbfe7 100644
--- a/samples/sample_tap_sqlite/__init__.py
+++ b/samples/sample_tap_sqlite/__init__.py
@@ -48,6 +48,7 @@ class SQLiteTap(SQLTap):
         th.Property(
             DB_PATH_CONFIG,
             th.StringType,
+            title="Database Path",
             description="The path to your SQLite database file(s).",
             required=True,
             examples=["./path/to/my.db", "/absolute/path/to/my.db"],
diff --git a/samples/sample_target_csv/csv_target.py b/samples/sample_target_csv/csv_target.py
index d52b76f48..6e800970c 100644
--- a/samples/sample_target_csv/csv_target.py
+++ b/samples/sample_target_csv/csv_target.py
@@ -12,7 +12,9 @@ class SampleTargetCSV(Target):
 
     name = "target-csv"
     config_jsonschema = th.PropertiesList(
-        th.Property("target_folder", th.StringType, required=True),
-        th.Property("file_naming_scheme", th.StringType),
+        th.Property(
+            "target_folder", th.StringType, required=True, title="Target Folder"
+        ),
+        th.Property("file_naming_scheme", th.StringType, title="File Naming Scheme"),
     ).to_dict()
     default_sink_class = SampleCSVTargetSink
diff --git a/samples/sample_target_parquet/parquet_target.py b/samples/sample_target_parquet/parquet_target.py
index d8c8f7a74..f0cda3d4d 100644
--- a/samples/sample_target_parquet/parquet_target.py
+++ b/samples/sample_target_parquet/parquet_target.py
@@ -12,8 +12,8 @@ class SampleTargetParquet(Target):
 
     name = "sample-target-parquet"
     config_jsonschema = th.PropertiesList(
-        th.Property("filepath", th.StringType),
-        th.Property("file_naming_scheme", th.StringType),
+        th.Property("filepath", th.StringType, title="Output File Path"),
+        th.Property("file_naming_scheme", th.StringType, title="File Naming Scheme"),
     ).to_dict()
     default_sink_class = SampleParquetTargetSink
 
diff --git a/samples/sample_target_sqlite/__init__.py b/samples/sample_target_sqlite/__init__.py
index d296c5fb0..0e1062642 100644
--- a/samples/sample_target_sqlite/__init__.py
+++ b/samples/sample_target_sqlite/__init__.py
@@ -51,6 +51,7 @@ class SQLiteTarget(SQLTarget):
         th.Property(
             DB_PATH_CONFIG,
             th.StringType,
+            title="Database Path",
             description="The path to your SQLite database file(s).",
             required=True,
         ),

From b22ed49829e271e786e110acdabba52fbfc7acba Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 9 Oct 2024 13:22:55 -0600
Subject: [PATCH 40/49] chore: Stop using `nox-poetry` (#2713)

* chore: Stop using `nox-poetry`

* Avoid unnecessarily installing Poetry
---
 .github/workflows/api-changes.yml      |  1 -
 .github/workflows/constraints.txt      |  3 --
 .github/workflows/cookiecutter-e2e.yml |  3 --
 .github/workflows/test.yml             | 33 -------------
 docs/CONTRIBUTING.md                   |  1 -
 noxfile.py                             | 66 ++++++++++----------------
 6 files changed, 24 insertions(+), 83 deletions(-)

diff --git a/.github/workflows/api-changes.yml b/.github/workflows/api-changes.yml
index c758517c4..9cbae5843 100644
--- a/.github/workflows/api-changes.yml
+++ b/.github/workflows/api-changes.yml
@@ -38,7 +38,6 @@ jobs:
       run: |
         python -Im pip install -U pip
         pipx install griffe nox
-        pipx inject nox nox-poetry
         pipx list
 
     - name: Set REF
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index faa4f7f92..3ed7c243a 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,8 +1,5 @@
 griffe==1.3.2
 pip==24.2
 poetry==1.8.3
-poetry-plugin-export==1.8.0
-poetry-dynamic-versioning==1.4.1
 pre-commit==4.0.0
 nox==2024.4.15
-nox-poetry==1.0.3
diff --git a/.github/workflows/cookiecutter-e2e.yml b/.github/workflows/cookiecutter-e2e.yml
index 051d21d95..ef2d5e4d5 100644
--- a/.github/workflows/cookiecutter-e2e.yml
+++ b/.github/workflows/cookiecutter-e2e.yml
@@ -46,9 +46,7 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install poetry
-        pipx inject poetry poetry-plugin-export
         poetry --version
-        poetry self show plugins
 
     - uses: actions/setup-python@v5
       with:
@@ -67,7 +65,6 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install nox
-        pipx inject nox nox-poetry
         nox --version
 
     - name: Run Nox
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 1613ebc5e..89ab95710 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -61,16 +61,6 @@ jobs:
       with:
         fetch-depth: 0
 
-    - name: Install Poetry
-      env:
-        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
-      run: |
-        pipx install poetry
-        pipx inject poetry poetry-plugin-export
-        pipx inject poetry poetry-dynamic-versioning[plugin]
-        poetry --version
-        poetry self show plugins
-
     - uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
@@ -87,7 +77,6 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install 'nox[uv]'
-        pipx inject nox nox-poetry
         nox --version
 
     - uses: actions/cache@v4
@@ -126,16 +115,6 @@ jobs:
       with:
         fetch-depth: 0
 
-    - name: Install Poetry
-      env:
-        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
-      run: |
-        pipx install poetry
-        pipx inject poetry poetry-plugin-export
-        pipx inject poetry poetry-dynamic-versioning[plugin]
-        poetry --version
-        poetry self show plugins
-
     - uses: actions/setup-python@v5
       with:
         python-version: ${{ env.NOXPYTHON }}
@@ -152,7 +131,6 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install 'nox[uv]'
-        pipx inject nox nox-poetry
         nox --version
 
     - name: Run Nox
@@ -167,16 +145,6 @@ jobs:
       NOXSESSION: coverage
     steps:
     - uses: actions/checkout@v4
-
-    - name: Install Poetry
-      env:
-        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
-      run: |
-        pipx install poetry
-        pipx inject poetry poetry-plugin-export
-        poetry --version
-        poetry self show plugins
-
     - uses: actions/setup-python@v5
       with:
         python-version: '3.12'
@@ -198,7 +166,6 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install 'nox[uv]'
-        pipx inject nox nox-poetry
         nox --version
 
     - run: nox --install-only
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index d147d775a..29a5eee82 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -30,7 +30,6 @@ With `pipx` installed, you globally add the required tools:
 pipx install poetry
 pipx install pre-commit
 pipx install nox
-pipx inject nox nox-poetry
 ```
 
 Now you can use Poetry to install package dependencies:
diff --git a/noxfile.py b/noxfile.py
index a07c953ab..8e7cb5ad0 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -7,19 +7,9 @@
 import sys
 import tempfile
 from pathlib import Path
-from textwrap import dedent
 
 import nox
 
-try:
-    from nox_poetry import Session, session
-except ImportError:
-    message = f"""\
-    Nox failed to import the 'nox-poetry' package.
-    Please install it using the following command:
-    {sys.executable} -m pip install nox-poetry"""
-    raise SystemExit(dedent(message)) from None
-
 nox.needs_version = ">=2024.4.15"
 nox.options.default_venv_backend = "uv|virtualenv"
 
@@ -49,8 +39,8 @@
 typing_dependencies = poetry_config["group"]["typing"]["dependencies"].keys()
 
 
-@session(python=main_python_version)
-def mypy(session: Session) -> None:
+@nox.session(python=main_python_version)
+def mypy(session: nox.Session) -> None:
     """Check types with mypy."""
     args = session.posargs or ["singer_sdk"]
     session.install(".[faker,jwt,parquet,s3,testing]")
@@ -60,19 +50,15 @@ def mypy(session: Session) -> None:
         session.run("mypy", f"--python-executable={sys.executable}", "noxfile.py")
 
 
-@session(python=python_versions)
-def tests(session: Session) -> None:
+@nox.session(python=python_versions)
+def tests(session: nox.Session) -> None:
     """Execute pytest tests and compute coverage."""
     session.install(".[faker,jwt,parquet,s3]")
     session.install(*test_dependencies)
 
     sqlalchemy_version = os.environ.get("SQLALCHEMY_VERSION")
     if sqlalchemy_version:
-        # Bypass nox-poetry use of --constraint so we can install a version of
-        # SQLAlchemy that doesn't match what's in poetry.lock.
-        session.poetry.session.install(  # type: ignore[attr-defined]
-            f"sqlalchemy=={sqlalchemy_version}.*",
-        )
+        session.install(f"sqlalchemy=={sqlalchemy_version}.*")
 
     env = {"COVERAGE_CORE": "sysmon"} if session.python == "3.12" else {}
 
@@ -93,18 +79,14 @@ def tests(session: Session) -> None:
             session.notify("coverage", posargs=[])
 
 
-@session(python=main_python_version)
-def benches(session: Session) -> None:
+@nox.session(python=main_python_version)
+def benches(session: nox.Session) -> None:
     """Run benchmarks."""
     session.install(".[jwt,s3]")
     session.install(*test_dependencies)
     sqlalchemy_version = os.environ.get("SQLALCHEMY_VERSION")
     if sqlalchemy_version:
-        # Bypass nox-poetry use of --constraint so we can install a version of
-        # SQLAlchemy that doesn't match what's in poetry.lock.
-        session.poetry.session.install(  # type: ignore[attr-defined]
-            f"sqlalchemy=={sqlalchemy_version}",
-        )
+        session.install(f"sqlalchemy=={sqlalchemy_version}")
     session.run(
         "pytest",
         "--benchmark-only",
@@ -113,16 +95,16 @@ def benches(session: Session) -> None:
     )
 
 
-@session(name="deps", python=python_versions)
-def dependencies(session: Session) -> None:
+@nox.session(name="deps", python=python_versions)
+def dependencies(session: nox.Session) -> None:
     """Check issues with dependencies."""
     session.install(".[s3,testing]")
     session.install("deptry")
     session.run("deptry", "singer_sdk", *session.posargs)
 
 
-@session(python=main_python_version)
-def update_snapshots(session: Session) -> None:
+@nox.session(python=main_python_version)
+def update_snapshots(session: nox.Session) -> None:
     """Update pytest snapshots."""
     args = session.posargs or ["-m", "snapshot"]
 
@@ -131,8 +113,8 @@ def update_snapshots(session: Session) -> None:
     session.run("pytest", "--snapshot-update", *args)
 
 
-@session(python=python_versions)
-def doctest(session: Session) -> None:
+@nox.session(python=python_versions)
+def doctest(session: nox.Session) -> None:
     """Run examples with xdoctest."""
     if session.posargs:
         args = [package, *session.posargs]
@@ -146,8 +128,8 @@ def doctest(session: Session) -> None:
     session.run("pytest", "--xdoctest", *args)
 
 
-@session(python=main_python_version)
-def coverage(session: Session) -> None:
+@nox.session(python=main_python_version)
+def coverage(session: nox.Session) -> None:
     """Generate coverage report."""
     args = session.posargs or ["report", "-m"]
 
@@ -159,8 +141,8 @@ def coverage(session: Session) -> None:
     session.run("coverage", *args)
 
 
-@session(name="docs", python=main_python_version)
-def docs(session: Session) -> None:
+@nox.session(name="docs", python=main_python_version)
+def docs(session: nox.Session) -> None:
     """Build the documentation."""
     args = session.posargs or ["docs", "build", "-W"]
     if not session.posargs and "FORCE_COLOR" in os.environ:
@@ -175,8 +157,8 @@ def docs(session: Session) -> None:
     session.run("sphinx-build", *args)
 
 
-@session(name="docs-serve", python=main_python_version)
-def docs_serve(session: Session) -> None:
+@nox.session(name="docs-serve", python=main_python_version)
+def docs_serve(session: nox.Session) -> None:
     """Build the documentation."""
     args = session.posargs or [
         "--open-browser",
@@ -198,8 +180,8 @@ def docs_serve(session: Session) -> None:
 
 
 @nox.parametrize("replay_file_path", COOKIECUTTER_REPLAY_FILES)
-@session(python=main_python_version)
-def test_cookiecutter(session: Session, replay_file_path: str) -> None:
+@nox.session(python=main_python_version)
+def test_cookiecutter(session: nox.Session, replay_file_path: str) -> None:
     """Uses the tap template to build an empty cookiecutter.
 
     Runs the lint task on the created test project.
@@ -261,8 +243,8 @@ def test_cookiecutter(session: Session, replay_file_path: str) -> None:
     session.run("pre-commit", "run", "--all-files", external=True)
 
 
-@session(name="version-bump")
-def version_bump(session: Session) -> None:
+@nox.session(name="version-bump")
+def version_bump(session: nox.Session) -> None:
     """Run commitizen."""
     session.install(
         "commitizen",

From c2f5a22e4c4fd43b4db4646e36369194856f1681 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 9 Oct 2024 13:28:47 -0600
Subject: [PATCH 41/49] packaging: Remove constraint on `urllib3` (#2714)

---
 poetry.lock    | 33 ++++++++++++++++++++++++++++++++-
 pyproject.toml |  2 --
 2 files changed, 32 insertions(+), 3 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index d7ef5c0e2..b16b7a031 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3342,6 +3342,20 @@ files = [
 [package.dependencies]
 types-urllib3 = "*"
 
+[[package]]
+name = "types-requests"
+version = "2.32.0.20240914"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-requests-2.32.0.20240914.tar.gz", hash = "sha256:2850e178db3919d9bf809e434eef65ba49d0e7e33ac92d588f4a5e295fffd405"},
+    {file = "types_requests-2.32.0.20240914-py3-none-any.whl", hash = "sha256:59c2f673eb55f32a99b2894faf6020e1a9f4a402ad0f192bfee0b64469054310"},
+]
+
+[package.dependencies]
+urllib3 = ">=2"
+
 [[package]]
 name = "types-simplejson"
 version = "3.19.0.20240801"
@@ -3405,6 +3419,23 @@ brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotl
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "urllib3"
+version = "2.2.3"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
 [[package]]
 name = "werkzeug"
 version = "3.0.4"
@@ -3676,4 +3707,4 @@ testing = ["pytest"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8"
-content-hash = "838b8c0b03a197707b98d85a65e1b4944c271ec3b0abf4bf30e6faec3951cfe1"
+content-hash = "12024fbabc4f6f51fef1aa16e64cc75faac4e3c2efd86c594e84daceed364fa3"
diff --git a/pyproject.toml b/pyproject.toml
index 323ab6bf6..329705b8a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,8 +65,6 @@ simpleeval = [
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
-# urllib3 2.0 is not compatible with botocore
-urllib3 = ">=1.26,<2"
 
 # Sphinx dependencies installed as optional 'docs' extras
 # https://github.com/readthedocs/readthedocs.org/issues/4912#issuecomment-664002569

From 2be3f09de709eae36662d9f3f9e9ed2fc77f8bb6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez-Mondrag=C3=B3n?= <edgarrm358@gmail.com>
Date: Wed, 9 Oct 2024 13:34:48 -0600
Subject: [PATCH 42/49] chore: Use ubuntu 24.04 in RTD

---
 .readthedocs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.readthedocs.yml b/.readthedocs.yml
index 3b35af1b7..19438e79e 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,7 +1,7 @@
 version: 2
 
 build:
-  os: ubuntu-22.04
+  os: ubuntu-24.04
   tools:
     python: "3.12"
 

From 702c0db8c38755d9c7932cfefc5ec9a2eb6508ad Mon Sep 17 00:00:00 2001
From: Holly Evans <39742776+holly-evans@users.noreply.github.com>
Date: Wed, 9 Oct 2024 19:26:01 -0500
Subject: [PATCH 43/49] feat(mappers): Stream name can now be accessed in
 stream maps (#2699)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Add __stream_name__ as builtin variable for transform

* Test other built-in variables

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add docs

* Use markdown tables

* Update table descriptions

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Edgar Ramírez Mondragón <16805946+edgarrmondragon@users.noreply.github.com>
Co-authored-by: Edgar Ramírez-Mondragón <edgarrm358@gmail.com>
---
 docs/stream_maps.md                           | 46 +++++++++++--------
 singer_sdk/mapper.py                          |  1 +
 tests/core/test_mapper.py                     | 28 +++++++++++
 .../mapped_stream/builtin_variable_self.jsonl |  6 +++
 .../builtin_variable_stream_name.jsonl        |  6 +++
 .../builtin_variable_underscore.jsonl         |  6 +++
 6 files changed, 73 insertions(+), 20 deletions(-)
 create mode 100644 tests/snapshots/mapped_stream/builtin_variable_self.jsonl
 create mode 100644 tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl
 create mode 100644 tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index 786b0da5a..a47539158 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -228,30 +228,29 @@ can be referenced directly by mapping expressions.
 
 #### Built-In Functions
 
-- [`md5()`](inv:python:py:module:#hashlib) - returns an inline MD5 hash of any string, outputting
-    the string representation of the hash's hex digest.
-  - This is defined by the SDK internally with native python:
-    [`hashlib.md5(<input>.encode("utf-8")).hexdigest()`](inv:python:py:method:#hashlib.hash.hexdigest).
-- [`datetime`](inv:python:py:module:#datetime) - This is the datetime module object from the Python
-    standard library. You can access [`datetime.datetime`](inv:python:py:class:#datetime.datetime),
-    [`datetime.timedelta`](inv:python:py:class:#datetime.timedelta), etc.
-- [`json`](inv:python:py:module:#json) - This is the json module object from the Python standard
-    library. Primarily used for calling [`json.dumps()`](inv:python:py:function:#json.dumps)
-    and [`json.loads()`](inv:python:py:function:#json.loads).
+The following functions and namespaces are available for use in mapping expressions:
+
+| Function                                     | Description                                                                                                                                                                                                                                                            |
+| :------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [`md5()`](inv:python:py:module:#hashlib)     | Returns an inline MD5 hash of any string, outputting the string representation of the hash's hex digest. This is defined by the SDK internally with native python: [`hashlib.md5(<input>.encode("utf-8")).hexdigest()`](inv:python:py:method:#hashlib.hash.hexdigest). |
+| [`datetime`](inv:python:py:module:#datetime) | This is the datetime module object from the Python standard library. You can access [`datetime.datetime`](inv:python:py:class:#datetime.datetime), [`datetime.timedelta`](inv:python:py:class:#datetime.timedelta), etc.                                               |
+| [`json`](inv:python:py:module:#json)         | This is the json module object from the Python standard library. Primarily used for calling [`json.dumps()`](inv:python:py:function:#json.dumps) and [`json.loads()`](inv:python:py:function:#json.loads).                                                             |
 
 #### Built-in Variable Names
 
-- `config` - a dictionary with the `stream_map_config` values from settings. This can be used
-  to provide a secret hash seed, for instance.
-- `record` - an alias for the record values dictionary in the current stream.
-- `_` - same as `record` but shorter to type
-- `self` - the existing property value if the property already exists
-- `fake` - a [`Faker`](inv:faker:std:doc#index) instance, configurable via `faker_config`
-  (see previous example) - see the built-in [standard providers](inv:faker:std:doc#providers)
-  for available methods
+The following variables are available in the context of a mapping expression:
+
+| Variable          | Description                                                                                                                                                                                       |
+| :---------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| `config`          | A dictionary with the `stream_map_config` values from settings. This can be used to provide a secret hash seed, for instance.                                                                     |
+| `record`          | An alias for the record values dictionary in the current stream.                                                                                                                                  |
+| `_`               | Same as `record` but shorter to type.                                                                                                                                                             |
+| `self`            | The existing property value if the property already exists.                                                                                                                                       |
+| `fake`            | A [`Faker`](inv:faker:std:doc#index) instance, configurable via `faker_config` (see previous example) - see the built-in [standard providers](inv:faker:std:doc#providers) for available methods. |
+| `__stream_name__` | The name of the stream. Useful when [applying the same transformation to multiple streams](#applying-a-mapping-across-two-or-more-streams).                                                       |
 
   ```{tip}
-  The `fake` object is only available if the plugin specifies `faker` as an additional dependency (through the `singer-sdk` `faker` extra, or directly).
+  To use the `fake` object, the `faker` library must be installed.
   ```
 
 :::{versionadded} 0.35.0
@@ -266,10 +265,17 @@ The `Faker` class.
 The `Faker` class was deprecated in favor of instance methods on the `fake` object.
 :::
 
+:::{versionadded} 0.42.0
+The `__stream_name__` variable.
+:::
+
 #### Built-in Alias Variable Names
 
 The following variables are available in the context of the `__alias__` expression:
-- `__stream_name__` - the existing stream name
+
+| Variable          | Description              |
+| :---------------- | :----------------------- |
+| `__stream_name__` | The existing stream name |
 
 :::{versionadded} 0.42.0
 The `__stream_name__` variable.
diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index 14f1eac3e..4cf255708 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -337,6 +337,7 @@ def _eval(
         names["_"] = record  # Add a shorthand alias in case of reserved words in names
         names["record"] = record  # ...and a longhand alias
         names["config"] = self.map_config  # Allow map config access within transform
+        names["__stream_name__"] = self.stream_alias  # Access stream name in transform
 
         if self.fake:
             from faker import Faker  # noqa: PLC0415
diff --git a/tests/core/test_mapper.py b/tests/core/test_mapper.py
index 37e289e1b..8ae3f5309 100644
--- a/tests/core/test_mapper.py
+++ b/tests/core/test_mapper.py
@@ -780,6 +780,12 @@ def discover_streams(self):
             "aliased_stream_quoted.jsonl",
             id="aliased_stream_quoted",
         ),
+        pytest.param(
+            {"mystream": {"source_table": "__stream_name__"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_stream_name.jsonl",
+            id="builtin_variable_stream_name",
+        ),
         pytest.param(
             {"mystream": {"__alias__": "'aliased_' + __stream_name__"}},
             {"flattening_enabled": False, "flattening_max_depth": 0},
@@ -792,6 +798,28 @@ def discover_streams(self):
             "builtin_variable_stream_name_alias_expr.jsonl",
             id="builtin_variable_stream_name_alias_expr",
         ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "self.upper()",
+                    "__else__": None,
+                }
+            },
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_self.jsonl",
+            id="builtin_variable_self",
+        ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "_['email'].upper()",
+                    "__else__": None,
+                }
+            },
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_underscore.jsonl",
+            id="builtin_variable_underscore",
+        ),
         pytest.param(
             {},
             {"flattening_enabled": True, "flattening_max_depth": 0},
diff --git a/tests/snapshots/mapped_stream/builtin_variable_self.jsonl b/tests/snapshots/mapped_stream/builtin_variable_self.jsonl
new file mode 100644
index 000000000..4711ac95a
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_self.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}}},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"ALICE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"BOB@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"CHARLIE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl b/tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl
new file mode 100644
index 000000000..60f23741c
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"source_table":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl b/tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl
new file mode 100644
index 000000000..4711ac95a
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}}},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"ALICE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"BOB@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"CHARLIE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}

From c724d543774300e3e2423a7600d3acb152db206c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Fri, 11 Oct 2024 17:29:48 -0600
Subject: [PATCH 44/49] docs: Update Meltano commands in examples (#2717)

---
 docs/cli_commands.md                    | 2 +-
 samples/sample_tap_dummy_json/README.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/cli_commands.md b/docs/cli_commands.md
index d12d245f8..e5d37f551 100644
--- a/docs/cli_commands.md
+++ b/docs/cli_commands.md
@@ -180,7 +180,7 @@ plugins:
 | Configuration store | Config JSON file (`--config=path/to/config.json`) or environment variables (`--config=ENV`) | `meltano.yml`, `.env`, environment variables, or Meltano's system db |
 | Simple invocation   | `my-tap --config=...`                                                                       | `meltano invoke my-tap`                                              |
 | Other CLI options   | `my-tap --about --format=json`                                                              | `meltano invoke my-tap --about --format=json`                        |
-| ELT                 | `my-tap --config=... \| path/to/target-jsonl --config=...`                                  | `meltano elt my-tap target-jsonl`                                    |
+| ELT                 | `my-tap --config=... \| path/to/target-jsonl --config=...`                                  | `meltano run my-tap target-jsonl`                                    |
 
 [Meltano]: https://www.meltano.com
 [declare settings]: https://docs.meltano.com/reference/command-line-interface#how-to-use-2
diff --git a/samples/sample_tap_dummy_json/README.md b/samples/sample_tap_dummy_json/README.md
index e154663d9..92ff0cbe4 100644
--- a/samples/sample_tap_dummy_json/README.md
+++ b/samples/sample_tap_dummy_json/README.md
@@ -122,7 +122,7 @@ Now you can test and orchestrate using Meltano:
 # Test invocation:
 meltano invoke tap-dummyjson --version
 # OR run a test `elt` pipeline:
-meltano elt tap-dummyjson target-jsonl
+meltano run tap-dummyjson target-jsonl
 ```
 
 ### SDK Dev Guide

From 6cc9851373bd062d69ad4a4313a7821ae57eecf8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 08:31:16 -0600
Subject: [PATCH 45/49] chore(deps): bump the ci group in /.github/workflows
 with 3 updates (#2718)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* chore(deps): bump the ci group in /.github/workflows with 3 updates

Bumps the ci group in /.github/workflows with 3 updates: [griffe](https://github.com/mkdocstrings/griffe), [pre-commit](https://github.com/pre-commit/pre-commit) and [nox](https://github.com/wntrblm/nox).


Updates `griffe` from 1.3.2 to 1.4.1
- [Release notes](https://github.com/mkdocstrings/griffe/releases)
- [Changelog](https://github.com/mkdocstrings/griffe/blob/main/CHANGELOG.md)
- [Commits](https://github.com/mkdocstrings/griffe/compare/1.3.2...1.4.1)

Updates `pre-commit` from 4.0.0 to 4.0.1
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v4.0.0...v4.0.1)

Updates `nox` from 2024.4.15 to 2024.10.9
- [Release notes](https://github.com/wntrblm/nox/releases)
- [Changelog](https://github.com/wntrblm/nox/blob/main/CHANGELOG.md)
- [Commits](https://github.com/wntrblm/nox/compare/2024.04.15...2024.10.09)

---
updated-dependencies:
- dependency-name: griffe
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: ci
- dependency-name: pre-commit
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: ci
- dependency-name: nox
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: ci
...

Signed-off-by: dependabot[bot] <support@github.com>

* Use griffe GitHub output format

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Edgar Ramírez-Mondragón <edgarrm358@gmail.com>
---
 .github/workflows/constraints.txt | 6 +++---
 noxfile.py                        | 3 +++
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index 3ed7c243a..cb38ceed8 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,5 +1,5 @@
-griffe==1.3.2
+griffe~=1.4
 pip==24.2
 poetry==1.8.3
-pre-commit==4.0.0
-nox==2024.4.15
+pre-commit==4.0.1
+nox==2024.10.9
diff --git a/noxfile.py b/noxfile.py
index 8e7cb5ad0..1641901e9 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -277,4 +277,7 @@ def api_changes(session: nox.Session) -> None:
     if session.posargs:
         args.append(f"-a={session.posargs[0]}")
 
+    if "GITHUB_ACTIONS" in os.environ:
+        args.append("-f=github")
+
     session.run(*args, external=True)

From 036d50b772c260dffe0b9b8a7a1b3463732cc01b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Mon, 14 Oct 2024 10:00:09 -0600
Subject: [PATCH 46/49] chore: Run `poetry lock` (#2719)

---
 poetry.lock | 565 ++++++++++++++++++++++++++--------------------------
 1 file changed, 288 insertions(+), 277 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index b16b7a031..159f296c1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -34,102 +34,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.10.9"
+version = "3.10.10"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.10.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8b3fb28a9ac8f2558760d8e637dbf27aef1e8b7f1d221e8669a1074d1a266bb2"},
-    {file = "aiohttp-3.10.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:91aa966858593f64c8a65cdefa3d6dc8fe3c2768b159da84c1ddbbb2c01ab4ef"},
-    {file = "aiohttp-3.10.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:63649309da83277f06a15bbdc2a54fbe75efb92caa2c25bb57ca37762789c746"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e3e7fabedb3fe06933f47f1538df7b3a8d78e13d7167195f51ca47ee12690373"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5c070430fda1a550a1c3a4c2d7281d3b8cfc0c6715f616e40e3332201a253067"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:51d0a4901b27272ae54e42067bc4b9a90e619a690b4dc43ea5950eb3070afc32"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fec5fac7aea6c060f317f07494961236434928e6f4374e170ef50b3001e14581"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:172ad884bb61ad31ed7beed8be776eb17e7fb423f1c1be836d5cb357a096bf12"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d646fdd74c25bbdd4a055414f0fe32896c400f38ffbdfc78c68e62812a9e0257"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e86260b76786c28acf0b5fe31c8dca4c2add95098c709b11e8c35b424ebd4f5b"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:c7d7cafc11d70fdd8801abfc2ff276744ae4cb39d8060b6b542c7e44e5f2cfc2"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:fc262c3df78c8ff6020c782d9ce02e4bcffe4900ad71c0ecdad59943cba54442"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:482c85cf3d429844396d939b22bc2a03849cb9ad33344689ad1c85697bcba33a"},
-    {file = "aiohttp-3.10.9-cp310-cp310-win32.whl", hash = "sha256:aeebd3061f6f1747c011e1d0b0b5f04f9f54ad1a2ca183e687e7277bef2e0da2"},
-    {file = "aiohttp-3.10.9-cp310-cp310-win_amd64.whl", hash = "sha256:fa430b871220dc62572cef9c69b41e0d70fcb9d486a4a207a5de4c1f25d82593"},
-    {file = "aiohttp-3.10.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:16e6a51d8bc96b77f04a6764b4ad03eeef43baa32014fce71e882bd71302c7e4"},
-    {file = "aiohttp-3.10.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8bd9125dd0cc8ebd84bff2be64b10fdba7dc6fd7be431b5eaf67723557de3a31"},
-    {file = "aiohttp-3.10.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dcf354661f54e6a49193d0b5653a1b011ba856e0b7a76bda2c33e4c6892f34ea"},
-    {file = "aiohttp-3.10.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42775de0ca04f90c10c5c46291535ec08e9bcc4756f1b48f02a0657febe89b10"},
-    {file = "aiohttp-3.10.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:87d1e4185c5d7187684d41ebb50c9aeaaaa06ca1875f4c57593071b0409d2444"},
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@@ -1567,7 +1566,7 @@ werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
 xmltodict = "*"
 
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 [package.dependencies]
@@ -3561,114 +3566,120 @@ tests-strict = ["pytest (==4.6.0)", "pytest (==6.2.5)", "pytest-cov (==3.0.0)"]
 
 [[package]]
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 ]
 
 [package.dependencies]

From 2fff22996211720ce9832fbab45c1b88e4b2ff24 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 16:57:24 -0600
Subject: [PATCH 47/49] chore: pre-commit autoupdate (#2720)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/python-jsonschema/check-jsonschema: 0.29.3 → 0.29.4](https://github.com/python-jsonschema/check-jsonschema/compare/0.29.3...0.29.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 18f9fecda..5796aba15 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -37,7 +37,7 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.3
+  rev: 0.29.4
   hooks:
   - id: check-dependabot
   - id: check-github-workflows

From 48fc64685c4ec18aefc6b7d903994b8d7eccdbd4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 16 Oct 2024 14:43:49 -0600
Subject: [PATCH 48/49] ci: Install dependency prereleases in CI (#2722)

---
 .github/workflows/test.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 89ab95710..4224fe958 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -88,6 +88,8 @@ jobs:
     - name: Run Nox
       env:
         SQLALCHEMY_VERSION: ${{ matrix.sqlalchemy }}
+        PIP_PRE: "1"
+        UV_PRERELEASE: allow
       run: |
         nox --verbose
 
@@ -134,6 +136,9 @@ jobs:
         nox --version
 
     - name: Run Nox
+      env:
+        PIP_PRE: "1"
+        UV_PRERELEASE: allow
       run: |
         nox -- -m "external"
 

From 925664b01f5037ca11c06bf0b416b807e9b4034d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Ram=C3=ADrez=20Mondrag=C3=B3n?=
 <16805946+edgarrmondragon@users.noreply.github.com>
Date: Wed, 16 Oct 2024 15:02:53 -0600
Subject: [PATCH 49/49] fix: JSON schema union types are no longer conformed
 into boolean values (#2723)

* fix: JSON schema union types are no longer conformed into boolean values

* Do conform the most obvious cases

* Make sure it is tested

* Test one more case
---
 singer_sdk/helpers/_typing.py | 13 ++++++++++++-
 tests/core/test_typing.py     |  9 +++++++++
 2 files changed, 21 insertions(+), 1 deletion(-)

diff --git a/singer_sdk/helpers/_typing.py b/singer_sdk/helpers/_typing.py
index 1e7370fd9..b02ecb512 100644
--- a/singer_sdk/helpers/_typing.py
+++ b/singer_sdk/helpers/_typing.py
@@ -279,6 +279,17 @@ def is_boolean_type(property_schema: dict) -> bool | None:
     return False
 
 
+def _is_exclusive_boolean_type(property_schema: dict) -> bool:
+    if "type" not in property_schema:
+        return False
+
+    return (
+        property_schema["type"] == "boolean"
+        or property_schema["type"] == ["boolean"]
+        or set(property_schema["type"]) == {"boolean", "null"}
+    )
+
+
 def is_integer_type(property_schema: dict) -> bool | None:
     """Return true if the JSON Schema type is an integer or None if detection fails."""
     if "anyOf" not in property_schema and "type" not in property_schema:
@@ -523,6 +534,6 @@ def _conform_primitive_property(  # noqa: PLR0911
     if isinstance(elem, bytes):
         # for BIT value, treat 0 as False and anything else as True
         return elem != b"\x00" if is_boolean_type(property_schema) else elem.hex()
-    if is_boolean_type(property_schema):
+    if _is_exclusive_boolean_type(property_schema):
         return None if elem is None else elem != 0
     return elem
diff --git a/tests/core/test_typing.py b/tests/core/test_typing.py
index 5043c75e1..25d9c68df 100644
--- a/tests/core/test_typing.py
+++ b/tests/core/test_typing.py
@@ -313,7 +313,16 @@ def test_conform_primitives():
 
     assert _conform_primitive_property(None, {"type": "boolean"}) is None
     assert _conform_primitive_property(0, {"type": "boolean"}) is False
+    assert (
+        _conform_primitive_property(
+            0, {"anyOf": [{"type": "boolean"}, {"type": "integer"}]}
+        )
+        == 0
+    )
+    assert _conform_primitive_property(0, {"type": ["boolean", "integer"]}) == 0
     assert _conform_primitive_property(1, {"type": "boolean"}) is True
+    assert _conform_primitive_property(1, {"type": ["boolean", "null"]}) is True
+    assert _conform_primitive_property(1, {"type": ["boolean"]}) is True
 
 
 @pytest.mark.parametrize(