diff --git a/Makefile b/makefile
similarity index 96%
rename from Makefile
rename to makefile
index a060e434..314c0095 100644
--- a/Makefile
+++ b/makefile
@@ -25,8 +25,9 @@ kafka-cluster-stop:
 	                   rm -rf /tmp/kafka-logs
                    endif
 
-cov: check kafka-cluster-start
-	@poetry run coverage run --source=spark_expectations --omit "spark_expectations/examples/*" -m pytest && \
+cov: kafka-cluster-start
+	-make check
+	@poetry run coverage run --source=spark_expectations --omit "spark_expectations/examples/*" -m pytest -v -x && \
 	poetry run coverage report -m && \
 	poetry run coverage xml
 
diff --git a/poetry.lock b/poetry.lock
index 60073fcd..ee0ec347 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "appnope"
@@ -13,22 +13,17 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "2.15.8"
+version = "3.3.5"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.9.0"
 files = [
-    {file = "astroid-2.15.8-py3-none-any.whl", hash = "sha256:1aa149fc5c6589e3d0ece885b4491acd80af4f087baafa3fb5203b113e68cd3c"},
-    {file = "astroid-2.15.8.tar.gz", hash = "sha256:6c107453dffee9055899705de3c9ead36e74119cee151e5a9aaf7f0b0e020a6a"},
+    {file = "astroid-3.3.5-py3-none-any.whl", hash = "sha256:a9d1c946ada25098d790e079ba2a1b112157278f3fb7e718ae6a9252f5835dc8"},
+    {file = "astroid-3.3.5.tar.gz", hash = "sha256:5cfc40ae9f68311075d27ef68a4841bdc5cc7f6cf86671b49f00607d30188e2d"},
 ]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-wrapt = [
-    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
-    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
-]
 
 [[package]]
 name = "asttokens"
@@ -48,27 +43,6 @@ six = ">=1.12.0"
 astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
 test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
-[[package]]
-name = "beautifulsoup4"
-version = "4.12.3"
-description = "Screen-scraping library"
-optional = false
-python-versions = ">=3.6.0"
-files = [
-    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
-    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
-]
-
-[package.dependencies]
-soupsieve = ">1.2"
-
-[package.extras]
-cchardet = ["cchardet"]
-chardet = ["chardet"]
-charset-normalizer = ["charset-normalizer"]
-html5lib = ["html5lib"]
-lxml = ["lxml"]
-
 [[package]]
 name = "black"
 version = "23.3.0"
@@ -274,101 +248,116 @@ files = [
 
 [[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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 [[package]]
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 [package.extras]
@@ -546,13 +539,13 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
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 [[package]]
@@ -596,35 +589,35 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
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 optional = false
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+python-versions = ">=3.8.1"
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 [[package]]
 name = "flake8-polyfill"
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 [[package]]
-name = "google"
-version = "3.0.0"
-description = "Python bindings to the Google search engine."
+name = "googleapis-common-protos"
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+
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+version = "1.5.1"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
-python-versions = ">=3.8"
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 [package.dependencies]
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-[package.dependencies]
-six = ">=1.5.2"
-
 [package.extras]
-protobuf = ["grpcio-tools (>=1.48.1)"]
+protobuf = ["grpcio-tools (>=1.67.1)"]
+
+[[package]]
+name = "grpcio-status"
+version = "1.67.1"
+description = "Status proto mapping for gRPC"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
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+protobuf = ">=5.26.1,<6.0dev"
 
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 name = "identify"
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 test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
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-
 [[package]]
 name = "markdown"
 version = "3.3.7"
@@ -1079,71 +1051,72 @@ testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
-python-versions = ">=3.7"
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 [[package]]
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 ]
 
 [package.dependencies]
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 [[package]]
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 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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 ]
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 pytz = ">=2020.1"
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+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
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+plot = ["matplotlib (>=3.6.3)"]
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+xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "parso"
@@ -1605,13 +1615,13 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "platformdirs"
-version = "4.3.3"
+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1654,13 +1664,13 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.47"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1668,32 +1678,31 @@ wcwidth = "*"
 
 [[package]]
 name = "prospector"
-version = "1.10.0"
+version = "1.12.1"
 description = "Prospector is a tool to analyse Python code by aggregating the result of other tools."
 optional = false
-python-versions = ">=3.7.2,<4.0"
+python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
 dodgy = ">=0.2.1,<0.3.0"
-flake8 = "<6.0.0"
+flake8 = "*"
 GitPython = ">=3.1.27,<4.0.0"
 mccabe = ">=0.7.0,<0.8.0"
 packaging = "*"
 pep8-naming = ">=0.3.3,<=0.10.0"
 pycodestyle = ">=2.9.0"
 pydocstyle = ">=2.0.0"
-pyflakes = ">=2.2.0,<3"
-pylint = ">=2.8.3"
+pyflakes = ">=2.2.0"
+pylint = ">=3.0"
 pylint-celery = "0.3"
-pylint-django = ">=2.5,<2.6"
+pylint-django = ">=2.6.1"
 pylint-flask = "0.6"
-pylint-plugin-utils = ">=0.7,<0.8"
 PyYAML = "*"
-requirements-detector = ">=1.2.0"
+requirements-detector = ">=1.3.1"
 setoptconf-tmp = ">=0.3.1,<0.4.0"
 toml = ">=0.10.2,<0.11.0"
 
@@ -1707,55 +1716,53 @@ with-vulture = ["vulture (>=1.5)"]
 
 [[package]]
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-python-versions = ">=3.7"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 ]
 
 [package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
+dev = ["black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest-cov", "requests", "rstcheck", "ruff", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "wheel"]
+test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "ptyprocess"
@@ -1795,55 +1802,67 @@ files = [
 
 [[package]]
 name = "pyarrow"
-version = "7.0.0"
+version = "18.0.0"
 description = "Python library for Apache Arrow"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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-[package.dependencies]
-numpy = ">=1.16.6"
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
 [[package]]
 name = "pycodestyle"
-version = "2.9.1"
+version = "2.12.1"
 description = "Python style guide checker"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -1876,13 +1895,13 @@ toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
-version = "2.5.0"
+version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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-    {file = "pyflakes-2.5.0.tar.gz", hash = "sha256:491feb020dca48ccc562a8c0cbe8df07ee13078df59813b83959cbdada312ea3"},
+    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
+    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
 [[package]]
@@ -1901,23 +1920,24 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "2.17.7"
+version = "3.3.1"
 description = "python code static checker"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.9.0"
 files = [
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+    {file = "pylint-3.3.1-py3-none-any.whl", hash = "sha256:2f846a466dd023513240bc140ad2dd73bfc080a5d85a710afdb728c420a5a2b9"},
+    {file = "pylint-3.3.1.tar.gz", hash = "sha256:9f3dcc87b1203e612b78d91a896407787e708b3f189b5fa0b307712d49ff0c6e"},
 ]
 
 [package.dependencies]
-astroid = ">=2.15.8,<=2.17.0-dev0"
+astroid = ">=3.3.4,<=3.4.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
-    {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
+    {version = ">=0.3.6", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
+    {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
 ]
-isort = ">=4.2.5,<6"
+isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
@@ -1945,22 +1965,21 @@ pylint-plugin-utils = ">=0.2.1"
 
 [[package]]
 name = "pylint-django"
-version = "2.5.3"
+version = "2.6.1"
 description = "A Pylint plugin to help Pylint understand the Django web framework"
 optional = false
-python-versions = "*"
+python-versions = "<4.0,>=3.9"
 files = [
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+    {file = "pylint-django-2.6.1.tar.gz", hash = "sha256:19e8c85a8573a04e3de7be2ba91e9a7c818ebf05e1b617be2bbae67a906b725f"},
+    {file = "pylint_django-2.6.1-py3-none-any.whl", hash = "sha256:359f68fe8c810ee6bc8e1ab4c83c19b15a43b234a24b08978f47a23462b5ce28"},
 ]
 
 [package.dependencies]
-pylint = ">=2.0,<3"
-pylint-plugin-utils = ">=0.7"
+pylint = ">=3.0,<4"
+pylint-plugin-utils = ">=0.8"
 
 [package.extras]
-for-tests = ["coverage", "django-tables2", "django-tastypie", "factory-boy", "pylint (>=2.13)", "pytest", "wheel"]
-with-django = ["Django"]
+with-django = ["Django (>=2.2)"]
 
 [[package]]
 name = "pylint-flask"
@@ -1977,13 +1996,13 @@ pylint-plugin-utils = ">=0.2.1"
 
 [[package]]
 name = "pylint-plugin-utils"
-version = "0.7"
+version = "0.8.2"
 description = "Utilities and helpers for writing Pylint plugins"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7,<4.0"
 files = [
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+    {file = "pylint_plugin_utils-0.8.2-py3-none-any.whl", hash = "sha256:ae11664737aa2effbf26f973a9e0b6779ab7106ec0adc5fe104b0907ca04e507"},
+    {file = "pylint_plugin_utils-0.8.2.tar.gz", hash = "sha256:d3cebf68a38ba3fba23a873809155562571386d4c1b03e5b4c4cc26c3eee93e4"},
 ]
 
 [package.dependencies]
@@ -2009,16 +2028,22 @@ extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pyspark"
-version = "3.5.2"
+version = "3.5.3"
 description = "Apache Spark Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pyspark-3.5.3.tar.gz", hash = "sha256:68b7cc0c0c570a7d8644f49f40d2da8709b01d30c9126cc8cf93b4f84f3d9747"},
 ]
 
 [package.dependencies]
+googleapis-common-protos = {version = ">=1.56.4", optional = true, markers = "extra == \"connect\""}
+grpcio = {version = ">=1.56.0", optional = true, markers = "extra == \"connect\""}
+grpcio-status = {version = ">=1.56.0", optional = true, markers = "extra == \"connect\""}
+numpy = {version = ">=1.15,<2", optional = true, markers = "extra == \"connect\""}
+pandas = {version = ">=1.0.5", optional = true, markers = "extra == \"connect\""}
 py4j = "0.10.9.7"
+pyarrow = {version = ">=4.0.0", optional = true, markers = "extra == \"connect\""}
 
 [package.extras]
 connect = ["googleapis-common-protos (>=1.56.4)", "grpcio (>=1.56.0)", "grpcio-status (>=1.56.0)", "numpy (>=1.15,<2)", "pandas (>=1.0.5)", "pyarrow (>=4.0.0)"]
@@ -2029,13 +2054,13 @@ sql = ["numpy (>=1.15,<2)", "pandas (>=1.0.5)", "pyarrow (>=4.0.0)"]
 
 [[package]]
 name = "pytest"
-version = "7.3.1"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
 ]
 
 [package.dependencies]
@@ -2043,25 +2068,25 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+pluggy = ">=1.5,<2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-mock"
-version = "3.10.0"
+version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-pytest = ">=5.0"
+pytest = ">=6.2.5"
 
 [package.extras]
 dev = ["pre-commit", "pytest-asyncio", "tox"]
@@ -2093,25 +2118,29 @@ files = [
 
 [[package]]
 name = "pywin32"
-version = "306"
+version = "308"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
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 ]
 
 [[package]]
@@ -2324,105 +2353,105 @@ files = [
 
 [[package]]
 name = "regex"
-version = "2024.9.11"
+version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -2448,20 +2477,20 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requirements-detector"
-version = "1.2.2"
+version = "1.3.2"
 description = "Python tool to find and list requirements of a Python project"
 optional = false
-python-versions = ">=3.7,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
-astroid = ">=2.0,<3.0"
+astroid = ">=3.0,<4.0"
 packaging = ">=21.3"
 semver = ">=3.0.0,<4.0.0"
-toml = ">=0.10.2,<0.11.0"
+toml = {version = ">=0.10.2,<0.11.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "s3transfer"
@@ -2538,17 +2567,6 @@ files = [
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-[[package]]
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-python-versions = ">=3.8"
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 [[package]]
 name = "stack-data"
 version = "0.6.3"
@@ -2581,13 +2599,13 @@ files = [
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.0.2"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [[package]]
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 ]
 
+[[package]]
+name = "tzdata"
+version = "2024.2"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
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+
 [[package]]
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 version = "1.26.20"
@@ -2715,13 +2744,13 @@ test = ["coverage", "flake8 (>=3.7)", "mypy", "pretend", "pytest"]
 
 [[package]]
 name = "virtualenv"
-version = "20.26.4"
+version = "20.27.1"
 description = "Virtual Python Environment builder"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2735,41 +2764,41 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "watchdog"
-version = "5.0.2"
+version = "6.0.0"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.9"
 files = [
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-]
-
 [[package]]
 name = "zipp"
 version = "3.20.2"
@@ -2886,5 +2836,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.9,<3.12"
-content-hash = "43bce5665b474f507c12c83fbdcabfe67baa6a4ce99dc793e3d3d8ff57d4d415"
+python-versions = "^3.9,<3.13"
+content-hash = "6c723446cb578fdd5512768c7ef139a72c5048ad89af321a0345e2a372e34111"
diff --git a/pyproject.toml b/pyproject.toml
index 638ebe84..0fca7d3a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,39 +7,35 @@ readme = "README.md"
 packages = [{ include = "spark_expectations" }]
 
 [tool.poetry.dependencies]
-python = "^3.9,<3.12"
+python = "^3.9,<3.13"
 pluggy = ">=1"
-pyspark = "^3.0.0"
-requests = "^2.28.1"
+pyspark = ">=3.0.0,<4.0.0"
+requests = ">=2.28.1"
 
 [tool.poetry.group.dev.dependencies]
 black = "23.3.0"
-pytest = "7.3.1"
-pytest-mock = "3.10.0"
+botocore = "1.29.133"                                      # This is just for fixing the dependency resolution version on cerberus-python-client
+cerberus-python-client = "2.5.4"
 coverage = "7.2.5"
-pyspark = "^3.0.0"
-pandas = "1.5.3"
-numpy = "1.26.4"
-pyarrow = "7.0.0"
-grpcio = "1.48.1"
-google = "3.0.0"
-protobuf = "4.21.12"
-mypy = "1.3.0"
+ipykernel = "^6.29.2"
+mdx-include = ">=1.4.1,<2.0.0"
+mike = "1.1.2"
 mkdocs = "1.4.3"
-prospector = "1.10.0"
-mkdocs-material = "9.1.12"
-mkdocstrings = { extras = ["python"], version = "0.20.0" }
 mkdocs-autorefs = "0.4.1"
-mdx-include = ">=1.4.1,<2.0.0"
-mkdocs-markdownextradata-plugin = "0.2.5"
 mkdocs-click = "0.8.0"
+mkdocs-markdownextradata-plugin = "0.2.5"
+mkdocs-material = "9.1.12"
+mkdocstrings = { extras = ["python"], version = "0.20.0" }
+mypy = "1.3.0"
+numpy = "1.26.4"
+pandas = "^2.2.3"
+pre-commit = "3.3.1"
+prospector = "^1.12.1"
+pyspark = {version=">=3.4.0, <4.0.0", extras=["connect"]}
+pytest = "^8.3.3"
+pytest-mock = "^3.14.0"
 types-requests = "2.28.11.16"
 types-setuptools = "67.7.0.2"
-cerberus-python-client = "2.5.4"
-mike = "1.1.2"
-pre-commit = "3.3.1"
-botocore = "1.29.133"                                      # This is just for fixing the dependency resolution version on cerberus-python-client
-ipykernel = "^6.29.2"
 
 [tool.poetry-dynamic-versioning]
 enable = true
diff --git a/spark_expectations/core/expectations.py b/spark_expectations/core/expectations.py
index e4575044..1ec32207 100644
--- a/spark_expectations/core/expectations.py
+++ b/spark_expectations/core/expectations.py
@@ -1,15 +1,13 @@
 import functools
+import importlib
 from dataclasses import dataclass
 from typing import Dict, Optional, Any, Union
-import packaging.version as package_version
-from pyspark import version as spark_version
+
+from pyspark.version import __version__ as spark_version
 from pyspark import StorageLevel
-from pyspark.sql import DataFrame, SparkSession
+from pyspark import sql
+
 
-try:
-    from pyspark.sql.connect.dataframe import DataFrame as connectDataFrame
-except ImportError:
-    pass
 from spark_expectations import _log
 from spark_expectations.config.user_config import Constants as user_config
 from spark_expectations.core.context import SparkExpectationsContext
@@ -29,12 +27,52 @@
 from spark_expectations.utils.regulate_flow import SparkExpectationsRegulateFlow
 
 
-min_spark_version_for_connect = "3.4.0"
-installed_spark_version = spark_version.__version__
-is_spark_connect_supported = bool(
-    package_version.parse(installed_spark_version)
-    >= package_version.parse(min_spark_version_for_connect)
-)
+def get_spark_minor_version() -> float:
+    """Returns the minor version of the spark instance.
+
+    For example, if the spark version is 3.3.2, this function would return 3.3
+    """
+    return float(".".join(spark_version.split(".")[:2]))
+
+
+MIN_SPARK_VERSION_FOR_CONNECT: float = 3.4
+SPARK_MINOR_VERSION: float = get_spark_minor_version()
+
+
+def check_if_pyspark_connect_is_supported() -> bool:
+    """Check if the current version of PySpark supports the connect module"""
+    result = False
+    module_name: str = "pyspark"
+    if SPARK_MINOR_VERSION >= MIN_SPARK_VERSION_FOR_CONNECT:
+        try:
+            importlib.import_module(f"{module_name}.sql.connect")
+            from pyspark.sql.connect.column import Column
+
+            _col: Column
+            result = True
+        except (ModuleNotFoundError, ImportError):
+            result = False
+    return result
+
+
+# pylint: disable=ungrouped-imports
+if check_if_pyspark_connect_is_supported():
+    # Import the connect module if the current version of PySpark supports it
+    from pyspark.sql.connect.dataframe import DataFrame as ConnectDataFrame
+    from pyspark.sql.connect.session import SparkSession as ConnectSparkSession
+
+    DataFrame = Union[sql.DataFrame, ConnectDataFrame]  # type: ignore
+    SparkSession = Union[sql.SparkSession, ConnectSparkSession]  # type: ignore
+else:
+    # Otherwise, use the default PySpark classes
+    from pyspark.sql.dataframe import DataFrame  # type: ignore
+    from pyspark.sql.session import SparkSession  # type: ignore
+
+
+__all__ = [
+    "SparkExpectations",
+    "WrappedDataFrameWriter",
+]
 
 
 @dataclass
@@ -58,19 +96,28 @@ class SparkExpectations:
     stats_table_writer: "WrappedDataFrameWriter"
     debugger: bool = False
     stats_streaming_options: Optional[Dict[str, Union[str, bool]]] = None
+    spark: Optional[SparkSession] = None
 
     def __post_init__(self) -> None:
-        # Databricks runtime 14 and above could pass either instance of a Dataframe depending on how data was read
-        if (
-            is_spark_connect_supported is True
-            and isinstance(self.rules_df, (DataFrame, connectDataFrame))
-        ) or (
-            is_spark_connect_supported is False and isinstance(self.rules_df, DataFrame)
-        ):
+        if isinstance(self.rules_df, DataFrame):  # type: ignore
             try:
-                self.spark: Optional[SparkSession] = self.rules_df.sparkSession
+                self.spark = self.rules_df.sparkSession
             except AttributeError:
-                self.spark = SparkSession.getActiveSession()
+                # we need to ensure to use the correct SparkSession type based
+                # on if pyspark[connect] is supported or not
+                if check_if_pyspark_connect_is_supported():
+                    from pyspark.sql.connect.session import (
+                        SparkSession as _ConnectSparkSession,
+                    )
+
+                    session = (
+                        _ConnectSparkSession.getActiveSession()
+                        or sql.SparkSession.getActiveSession()
+                    )  # type: ignore
+                else:
+                    session = sql.SparkSession.getActiveSession()  # type: ignore
+
+                self.spark = session
 
             if self.spark is None:
                 raise SparkExpectationsMiscException(
@@ -376,13 +423,7 @@ def wrapper(*args: tuple, **kwargs: dict) -> DataFrame:
                         self._context.get_run_id,
                     )
 
-                    if (
-                        is_spark_connect_supported is True
-                        and isinstance(_df, (DataFrame, connectDataFrame))
-                    ) or (
-                        is_spark_connect_supported is False
-                        and isinstance(_df, DataFrame)
-                    ):
+                    if isinstance(_df, DataFrame):  # type: ignore
                         _log.info("The function dataframe is created")
                         self._context.set_table_name(table_name)
                         if write_to_temp_table:
diff --git a/tests/core/test_expectations.py b/tests/core/test_expectations.py
index 52e4fb57..e7264d68 100644
--- a/tests/core/test_expectations.py
+++ b/tests/core/test_expectations.py
@@ -1,7 +1,7 @@
 # pylint: disable=too-many-lines
 import os
 import datetime
-from unittest.mock import Mock, PropertyMock
+from unittest.mock import MagicMock, Mock, PropertyMock
 from unittest.mock import patch
 import pytest
 from pyspark.sql import DataFrame, SparkSession
@@ -19,6 +19,8 @@
 from spark_expectations.core.expectations import (
     SparkExpectations,
     WrappedDataFrameWriter,
+    check_if_pyspark_connect_is_supported,
+    get_spark_minor_version,
 )
 from spark_expectations.config.user_config import Constants as user_config
 from spark_expectations.core import get_spark_session
@@ -37,7 +39,7 @@ def fixture_setup_local_kafka_topic():
         os.getenv("UNIT_TESTING_ENV")
         != "spark_expectations_unit_testing_on_github_actions"
     ):
-        # remove if docker conatiner is running
+        # remove if docker container is running
         os.system(
             f"sh {current_dir}/../../spark_expectations/examples/docker_scripts/docker_kafka_stop_script.sh"
         )
@@ -3404,3 +3406,32 @@ def test_delta_bucketby_exception():
         match=r"Bucketing is not supported for delta tables yet",
     ):
         writer.build()
+
+
+class TestCheckIfPysparkConnectIsSupported:
+    def test_if_pyspark_connect_is_not_supported(self):
+        """Test that check_if_pyspark_connect_is_supported returns False when
+        pyspark connect is not supported."""
+        with patch.dict("sys.modules", {"pyspark.sql.connect": None}):
+            assert check_if_pyspark_connect_is_supported() is False
+
+    def test_check_if_pyspark_connect_is_supported(self):
+        """Test that check_if_pyspark_connect_is_supported returns True when
+        pyspark connect is supported."""
+        with (
+            patch("spark_expectations.core.expectations.SPARK_MINOR_VERSION", 3.5),
+            patch.dict(
+                "sys.modules",
+                {
+                    "pyspark.sql.connect.column": MagicMock(Column=MagicMock()),
+                    "pyspark.sql.connect": MagicMock(),
+                },
+            ),
+        ):
+            assert check_if_pyspark_connect_is_supported() is True
+
+
+def test_get_spark_minor_version():
+    """Test that get_spark_minor_version returns the correctly formatted version."""
+    with patch("spark_expectations.core.expectations.spark_version", "9.9.42"):
+        assert get_spark_minor_version() == 9.9