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refactor: Standardize on JSON Schema Draft 2020-12 to validate stream schemas #2566

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9a5b0e6
refactor: Standardize on JSON Schema Draft 2020-12 to validate stream…
edgarrmondragon Jul 27, 2024
ad0fff6
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Aug 26, 2024
75f10b0
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Sep 6, 2024
9e89e7b
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Oct 2, 2024
af7202e
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Oct 10, 2024
25d1670
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Oct 14, 2024
95a6047
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Oct 18, 2024
1839ccd
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Oct 24, 2024
c03d0d7
chore(deps): bump pip from 24.2 to 24.3.1 in /.github/workflows in th…
dependabot[bot] Oct 28, 2024
aeae39b
test: Test `parquet` extra on Python 3.13 (#2734)
edgarrmondragon Oct 28, 2024
0ba880e
chore: pre-commit autoupdate (#2735)
pre-commit-ci[bot] Oct 29, 2024
32c5700
packaging: Skip `simpleeval` 1.0.1 (#2736)
edgarrmondragon Oct 30, 2024
1de4e77
chore(deps): bump pypa/gh-action-pypi-publish from 1.10.3 to 1.11.0 i…
dependabot[bot] Nov 4, 2024
79c88c4
chore: Run `poetry lock` (#2738)
edgarrmondragon Nov 4, 2024
3c1325e
chore: pre-commit autoupdate (#2740)
pre-commit-ci[bot] Nov 4, 2024
2510d9e
fix: `datetime.datetime` instances in stream maps are now correctly m…
edgarrmondragon Nov 6, 2024
3bae0ff
feat(targets): SQL target developers can now more easily override the…
edgarrmondragon Nov 6, 2024
f136c52
feat(templates): Update dependencies in templates (#2742)
edgarrmondragon Nov 6, 2024
e789630
refactor: Deprecate passing file paths to plugin and stream initializ…
edgarrmondragon Nov 7, 2024
6e36e3d
docs: Document the current release process (#2745)
edgarrmondragon Nov 7, 2024
8aef0f7
chore: Update issue types in templates
edgarrmondragon Nov 7, 2024
a0f9d4e
ci: Run tests on `v*` branches (#2747)
edgarrmondragon Nov 7, 2024
ac0d57c
chore(deps): bump the actions group with 2 updates (#2748)
dependabot[bot] Nov 11, 2024
0d2120d
chore: Release v0.42.0 (#2749)
MeltyBot Nov 11, 2024
ea3ee96
refactor: Dropped support for Python 3.8 (#2751)
edgarrmondragon Nov 11, 2024
f62361d
Merge branch 'main' into edgarrmondragon/refactor/jsonschema-draft-20…
edgarrmondragon Nov 11, 2024
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53 changes: 52 additions & 1 deletion singer_sdk/_singerlib/schema.py
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,11 @@
if t.TYPE_CHECKING:
from referencing._core import Resolver

META_KEYS = [
"id",
"schema",
]

# These are keys defined in the JSON Schema spec that do not themselves contain
# schemas (or lists of schemas)
STANDARD_KEYS = [
Expand Down Expand Up @@ -52,6 +57,9 @@ class Schema:
This is because we wanted to expand it with extra STANDARD_KEYS.
"""

id: str | None = None
schema: str | None = None

type: str | list[str] | None = None
default: t.Any | None = None
properties: dict | None = None
Expand Down Expand Up @@ -94,6 +102,10 @@ def to_dict(self) -> dict[str, t.Any]:
if self.__dict__.get(key) is not None:
result[key] = self.__dict__[key]

for key in META_KEYS:
if self.__dict__.get(key) is not None:
result[f"${key}"] = self.__dict__[key]

return result

@classmethod
Expand All @@ -110,7 +122,40 @@ def from_dict(

Returns:
The initialized Schema object.
"""

Example:
>>> data = {
... "$id": "https://example.com/person.schema.json",
... "$schema": "http://json-schema.org/draft/2020-12/schema",
... "title": "Person",
... "type": "object",
... "properties": {
... "firstName": {
... "type": "string",
... "description": "The person's first name.",
... },
... "lastName": {
... "type": "string",
... "description": "The person's last name.",
... },
... "age": {
... "description": "Age in years which must be equal to or greater than zero.",
... "type": "integer",
... "minimum": 0,
... },
... },
... "required": ["firstName", "lastName"],
... }
>>> schema = Schema.from_dict(data)
>>> schema.title
'Person'
>>> schema.properties["firstName"].description
"The person's first name."
>>> schema.properties["age"].minimum
0
>>> schema.schema
'http://json-schema.org/draft/2020-12/schema'
""" # noqa: E501
kwargs = schema_defaults.copy()
properties = data.get("properties")
items = data.get("items")
Expand All @@ -121,9 +166,15 @@ def from_dict(
}
if items is not None:
kwargs["items"] = cls.from_dict(items, **schema_defaults)

for key in STANDARD_KEYS:
if key in data:
kwargs[key] = data[key]

for key in META_KEYS:
if f"${key}" in data:
kwargs[key] = data[f"${key}"]

return cls(**kwargs)


Expand Down
13 changes: 12 additions & 1 deletion singer_sdk/typing.py
Original file line number Diff line number Diff line change
Expand Up @@ -123,7 +123,7 @@
None,
]

DEFAULT_JSONSCHEMA_VALIDATOR: type[Validator] = validators.Draft7Validator # type: ignore[assignment]
DEFAULT_JSONSCHEMA_VALIDATOR: type[Validator] = validators.Draft202012Validator # type: ignore[assignment]

Check warning on line 126 in singer_sdk/typing.py

View workflow job for this annotation

GitHub Actions / Check API Changes

DEFAULT_JSONSCHEMA_VALIDATOR

Attribute value was changed: `validators.Draft7Validator` -> `validators.Draft202012Validator`

T = t.TypeVar("T", bound=_JsonValue)
P = t.TypeVar("P")
Expand Down Expand Up @@ -1115,6 +1115,17 @@
"""
self.wrapped[property.name] = property

@property
def type_dict(self) -> dict: # type: ignore[override]
"""Get type dictionary.

Returns:
A dictionary describing the type.
"""
d = super().type_dict
d["$schema"] = "https://json-schema.org/draft/2020-12/schema"
return d

def __iter__(self) -> t.Iterator[Property]:
"""Iterate all properties of the property list.

Expand Down
4 changes: 3 additions & 1 deletion tests/core/test_jsonschema_helpers.py
Original file line number Diff line number Diff line change
Expand Up @@ -161,7 +161,8 @@ def test_to_json():
"required": [
"test_property"
],
"additionalProperties": false
"additionalProperties": false,
"$schema": "https://json-schema.org/draft/2020-12/schema"
}""",
)

Expand All @@ -172,6 +173,7 @@ def test_any_type(caplog: pytest.LogCaptureFixture):
)
with caplog.at_level(WARNING):
assert schema.to_dict() == {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"type": "object",
"properties": {
"any_type": {
Expand Down
Original file line number Diff line number Diff line change
@@ -1,2 +1,2 @@
{"type":"SCHEMA","stream":"continents","schema":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":"object"},"key_properties":["code"]}
{"type":"SCHEMA","stream":"countries","schema":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]},"native":{"type":["string","null"]},"phone":{"type":["string","null"]},"capital":{"type":["string","null"]},"currency":{"type":["string","null"]},"emoji":{"type":["string","null"]},"continent":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":["object","null"]},"languages":{"items":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":"object"},"type":["array","null"]}},"type":"object"},"key_properties":["code"]}
{"type":"SCHEMA","stream":"countries","schema":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]},"native":{"type":["string","null"]},"phone":{"type":["string","null"]},"capital":{"type":["string","null"]},"currency":{"type":["string","null"]},"emoji":{"type":["string","null"]},"continent":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":["object","null"]},"languages":{"items":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":"object"},"type":["array","null"]}},"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":["code"]}
2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/aliased_stream.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"]},"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"aliased_stream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased_stream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased_stream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
Expand Down
2 changes: 1 addition & 1 deletion tests/snapshots/mapped_stream/aliased_stream_batch.jsonl
Original file line number Diff line number Diff line change
@@ -1,5 +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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"]},"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"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":{}}}}
Original file line number Diff line number Diff line change
@@ -1,5 +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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"]},"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"aliased.stream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased.stream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased.stream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
Expand Down
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"__stream_name__","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"__stream_name__","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"__stream_name__","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
Expand Down
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}}},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
Expand Down
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]},"source_table":{"type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]},"source_table":{"type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z","source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z","source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"mystream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z","source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
Expand Down
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"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"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"aliased_mystream","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased_mystream","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"aliased_mystream","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
Expand Down
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
{"type":"STATE","value":{}}
{"type":"SCHEMA","stream":"MYSTREAM","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"]},"key_properties":[]}
{"type":"SCHEMA","stream":"MYSTREAM","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
{"type":"RECORD","stream":"MYSTREAM","record":{"email":"[email protected]","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"MYSTREAM","record":{"email":"[email protected]","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
{"type":"RECORD","stream":"MYSTREAM","record":{"email":"[email protected]","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
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