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feat: Add python client api for JobStatistics.referenced_property_graphs.#16137

Merged
tswast merged 7 commits intomainfrom
referenced_property_graphs
Mar 24, 2026
Merged

feat: Add python client api for JobStatistics.referenced_property_graphs.#16137
tswast merged 7 commits intomainfrom
referenced_property_graphs

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@ericfe-google ericfe-google commented Mar 20, 2026

Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:

  • Make sure to open an issue as a bug/issue before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea
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  • Code coverage does not decrease (if any source code was changed)
  • Appropriate docs were updated (if necessary)

Fixes #<issue_number_goes_here> 🦕

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gemini-code-assist bot commented Mar 20, 2026

Summary of Changes

Hello, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request enhances the BigQuery Python client by adding support for retrieving referenced property graphs from job statistics. It introduces a new PropertyGraphReference class to model these graph references and integrates this functionality into the QueryJob object, providing a programmatic way to access this information.

Highlights

  • New Feature: Property Graph References: Introduced the PropertyGraphReference class to represent BigQuery property graph identifiers, enabling structured access to these references.
  • BigQuery Job Statistics Integration: Added a referenced_property_graphs property to the QueryJob class, allowing users to retrieve a list of PropertyGraphReference objects from job statistics.
  • Unit Tests: Included comprehensive unit tests to ensure the correct functionality and parsing of referenced property graphs within job statistics.
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Code Review

This pull request adds a new property referenced_property_graphs to QueryJob to expose referenced property graphs from job statistics. A corresponding PropertyGraphReference class is introduced, along with unit tests. The implementation is solid, but I have one suggestion to improve the new PropertyGraphReference class for better consistency and readability within the existing codebase.

packages/google-cloud-bigquery/google/cloud/bigquery/table.py
Comment on lines +369 to +413
_PROPERTY_TO_API_FIELD = {
"dataset_id": "datasetId",
"project": "projectId",
"property_graph_id": "propertyGraphId",
}

def __init__(self, dataset_ref: "DatasetReference", property_graph_id: str):
self._properties = {}

_helpers._set_sub_prop(
self._properties,
self._PROPERTY_TO_API_FIELD["project"],
dataset_ref.project,
)
_helpers._set_sub_prop(
self._properties,
self._PROPERTY_TO_API_FIELD["dataset_id"],
dataset_ref.dataset_id,
)
_helpers._set_sub_prop(
self._properties,
self._PROPERTY_TO_API_FIELD["property_graph_id"],
property_graph_id,
)

@property
def project(self) -> str:
"""str: Project bound to the property graph."""
return _helpers._get_sub_prop(
self._properties, self._PROPERTY_TO_API_FIELD["project"]
)

@property
def dataset_id(self) -> str:
"""str: ID of dataset containing the property graph."""
return _helpers._get_sub_prop(
self._properties, self._PROPERTY_TO_API_FIELD["dataset_id"]
)

@property
def property_graph_id(self) -> str:
"""str: The property graph ID."""
return _helpers._get_sub_prop(
self._properties, self._PROPERTY_TO_API_FIELD["property_graph_id"]
)
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medium

The implementation of __init__ and the property getters can be simplified to improve readability and align with the implementation of the existing TableReference class.

You can directly initialize the _properties dictionary and access its items in the properties. This also makes the _PROPERTY_TO_API_FIELD dictionary redundant.

    def __init__(self, dataset_ref: "DatasetReference", property_graph_id: str):
        self._properties = {
            "projectId": dataset_ref.project,
            "datasetId": dataset_ref.dataset_id,
            "propertyGraphId": property_graph_id,
        }

    @property
    def project(self) -> str:
        """str: Project bound to the property graph."""
        return self._properties["projectId"]

    @property
    def dataset_id(self) -> str:
        """str: ID of dataset containing the property graph."""
        return self._properties["datasetId"]

    @property
    def property_graph_id(self) -> str:
        """str: The property graph ID."""
        return self._properties["propertyGraphId"]

@ericfe-google ericfe-google force-pushed the referenced_property_graphs branch from 1a06742 to f4aecbc Compare March 20, 2026 23:38
@ericfe-google ericfe-google force-pushed the referenced_property_graphs branch from f4aecbc to bd46c45 Compare March 20, 2026 23:44
@ericfe-google ericfe-google marked this pull request as ready for review March 23, 2026 19:37
@ericfe-google ericfe-google requested review from a team as code owners March 23, 2026 19:37
tswast
tswast reviewed Mar 23, 2026
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tswast
tswast approved these changes Mar 24, 2026
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Thanks!

@tswast tswast merged commit 1b4467f into main Mar 24, 2026
29 checks passed
@tswast tswast deleted the referenced_property_graphs branch March 24, 2026 18:35
@codyoss codyoss mentioned this pull request Mar 26, 2026
Merged
codyoss added a commit that referenced this pull request Mar 27, 2026
@codyoss
chore: create a release (#16193)
4e80530 
PR created by the Librarian CLI to initialize a release. Merging this PR
will auto trigger a release.

Librarian Version: v1.0.2-0.20260325150042-e450f8f7dcab
Language Image:
us-central1-docker.pkg.dev/cloud-sdk-librarian-prod/images-prod/python-librarian-generator@sha256:234b9d1f2ddb057ed7ac6a38db0bf8163d839c65c6cf88ade52530cddebce59e
<details><summary>bigquery-magics: v0.12.2</summary>

##
[v0.12.2](https://github.com/googleapis/google-cloud-python/compare/bigquery-magics-v0.12.1...bigquery-magics-v0.12.2)
(2026-03-26)

</details>


<details><summary>db-dtypes: v1.5.1</summary>

##
[v1.5.1](https://github.com/googleapis/google-cloud-python/compare/db-dtypes-v1.5.0...db-dtypes-v1.5.1)
(2026-03-26)

</details>


<details><summary>google-ads-admanager: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-ads-admanager-v0.8.0...google-ads-admanager-v0.9.0)
(2026-03-26)

</details>


<details><summary>google-ads-datamanager: v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-ads-datamanager-v0.6.0...google-ads-datamanager-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-ads-marketingplatform-admin: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-ads-marketingplatform-admin-v0.4.0...google-ads-marketingplatform-admin-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-ai-generativelanguage: v0.11.0</summary>

##
[v0.11.0](https://github.com/googleapis/google-cloud-python/compare/google-ai-generativelanguage-v0.10.0...google-ai-generativelanguage-v0.11.0)
(2026-03-26)

</details>


<details><summary>google-analytics-admin: v0.28.0</summary>

##
[v0.28.0](https://github.com/googleapis/google-cloud-python/compare/google-analytics-admin-v0.27.0...google-analytics-admin-v0.28.0)
(2026-03-26)

</details>


<details><summary>google-analytics-data: v0.21.0</summary>

##
[v0.21.0](https://github.com/googleapis/google-cloud-python/compare/google-analytics-data-v0.20.0...google-analytics-data-v0.21.0)
(2026-03-26)

</details>


<details><summary>google-api-core: v2.30.1</summary>

##
[v2.30.1](https://github.com/googleapis/google-cloud-python/compare/google-api-core-v2.30.0...google-api-core-v2.30.1)
(2026-03-26)

</details>


<details><summary>google-apps-card: v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-apps-card-v0.5.0...google-apps-card-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-apps-chat: v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-apps-chat-v0.6.0...google-apps-chat-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-apps-events-subscriptions: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-apps-events-subscriptions-v0.4.0...google-apps-events-subscriptions-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-apps-meet: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-apps-meet-v0.3.0...google-apps-meet-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-apps-script-type: v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-apps-script-type-v0.5.0...google-apps-script-type-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-area120-tables: v0.14.0</summary>

##
[v0.14.0](https://github.com/googleapis/google-cloud-python/compare/google-area120-tables-v0.13.0...google-area120-tables-v0.14.0)
(2026-03-26)

</details>


<details><summary>google-auth-httplib2: v0.3.1</summary>

##
[v0.3.1](https://github.com/googleapis/google-cloud-python/compare/google-auth-httplib2-v0.3.0...google-auth-httplib2-v0.3.1)
(2026-03-26)

</details>


<details><summary>google-auth-oauthlib: v1.3.1</summary>

##
[v1.3.1](https://github.com/googleapis/google-cloud-python/compare/google-auth-oauthlib-v1.3.0...google-auth-oauthlib-v1.3.1)
(2026-03-26)

</details>


<details><summary>google-cloud-access-approval: v1.19.0</summary>

##
[v1.19.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-access-approval-v1.18.0...google-cloud-access-approval-v1.19.0)
(2026-03-26)

</details>


<details><summary>google-cloud-access-context-manager: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-access-context-manager-v0.3.0...google-cloud-access-context-manager-v0.4.0)
(2026-03-26)

### Features

* update image to
us-central1-docker.pkg.dev/cloud-sdk-librarian-prod/images-prod/python-librarian-generator@sha256:c8612d3fffb3f6a32353b2d1abd16b61e87811866f7ec9d65b59b02eb452a620
([d3579bf0](https://github.com/googleapis/google-cloud-python/commit/d3579bf0))

</details>


<details><summary>google-cloud-advisorynotifications: v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-advisorynotifications-v0.5.0...google-cloud-advisorynotifications-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-cloud-alloydb: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-alloydb-v0.8.0...google-cloud-alloydb-v0.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-alloydb-connectors: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-alloydb-connectors-v0.3.0...google-cloud-alloydb-connectors-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-api-gateway: v1.15.0</summary>

##
[v1.15.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-api-gateway-v1.14.0...google-cloud-api-gateway-v1.15.0)
(2026-03-26)

</details>


<details><summary>google-cloud-api-keys: v0.8.0</summary>

##
[v0.8.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-api-keys-v0.7.0...google-cloud-api-keys-v0.8.0)
(2026-03-26)

</details>


<details><summary>google-cloud-apigee-connect: v1.15.0</summary>

##
[v1.15.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-apigee-connect-v1.14.0...google-cloud-apigee-connect-v1.15.0)
(2026-03-26)

</details>


<details><summary>google-cloud-apigee-registry: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-apigee-registry-v0.8.0...google-cloud-apigee-registry-v0.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-apihub: v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-apihub-v0.5.0...google-cloud-apihub-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-cloud-apiregistry: v0.2.0</summary>

##
[v0.2.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-apiregistry-v0.1.0...google-cloud-apiregistry-v0.2.0)
(2026-03-26)

</details>


<details><summary>google-cloud-appengine-admin: v1.17.0</summary>

##
[v1.17.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-appengine-admin-v1.16.0...google-cloud-appengine-admin-v1.17.0)
(2026-03-26)

</details>


<details><summary>google-cloud-appengine-logging: v1.9.0</summary>

##
[v1.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-appengine-logging-v1.8.0...google-cloud-appengine-logging-v1.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-apphub: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-apphub-v0.3.0...google-cloud-apphub-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-artifact-registry: v1.21.0</summary>

##
[v1.21.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-artifact-registry-v1.20.0...google-cloud-artifact-registry-v1.21.0)
(2026-03-26)

</details>


<details><summary>google-cloud-asset: v4.3.0</summary>

##
[v4.3.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-asset-v4.2.0...google-cloud-asset-v4.3.0)
(2026-03-26)

</details>


<details><summary>google-cloud-assured-workloads: v2.3.0</summary>

##
[v2.3.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-assured-workloads-v2.2.0...google-cloud-assured-workloads-v2.3.0)
(2026-03-26)

</details>


<details><summary>google-cloud-audit-log: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-audit-log-v0.4.0...google-cloud-audit-log-v0.5.0)
(2026-03-26)

### Features

* update image to
us-central1-docker.pkg.dev/cloud-sdk-librarian-prod/images-prod/python-librarian-generator@sha256:c8612d3fffb3f6a32353b2d1abd16b61e87811866f7ec9d65b59b02eb452a620
([d3579bf0](https://github.com/googleapis/google-cloud-python/commit/d3579bf0))

</details>


<details><summary>google-cloud-auditmanager: v0.2.0</summary>

##
[v0.2.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-auditmanager-v0.1.0...google-cloud-auditmanager-v0.2.0)
(2026-03-26)

</details>


<details><summary>google-cloud-automl: v2.19.0</summary>

##
[v2.19.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-automl-v2.18.1...google-cloud-automl-v2.19.0)
(2026-03-26)

</details>


<details><summary>google-cloud-backupdr: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-backupdr-v0.8.0...google-cloud-backupdr-v0.9.0)
(2026-03-26)

### Features

* Adding new workload specific fields for AlloyDB (PiperOrigin-RevId:
888045819)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

</details>


<details><summary>google-cloud-bare-metal-solution: v1.13.0</summary>

##
[v1.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bare-metal-solution-v1.12.0...google-cloud-bare-metal-solution-v1.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-batch: v0.21.0</summary>

##
[v0.21.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-batch-v0.20.0...google-cloud-batch-v0.21.0)
(2026-03-26)

</details>


<details><summary>google-cloud-beyondcorp-appconnections:
v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-beyondcorp-appconnections-v0.6.0...google-cloud-beyondcorp-appconnections-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-beyondcorp-appconnectors:
v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-beyondcorp-appconnectors-v0.6.0...google-cloud-beyondcorp-appconnectors-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-beyondcorp-appgateways: v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-beyondcorp-appgateways-v0.6.0...google-cloud-beyondcorp-appgateways-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-beyondcorp-clientconnectorservices:
v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-beyondcorp-clientconnectorservices-v0.6.0...google-cloud-beyondcorp-clientconnectorservices-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-beyondcorp-clientgateways:
v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-beyondcorp-clientgateways-v0.6.0...google-cloud-beyondcorp-clientgateways-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-biglake: v0.3.0</summary>

##
[v0.3.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-biglake-v0.2.0...google-cloud-biglake-v0.3.0)
(2026-03-26)

</details>


<details><summary>google-cloud-biglake-hive: v0.1.0</summary>

##
[v0.1.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-biglake-hive-v0.0.0...google-cloud-biglake-hive-v0.1.0)
(2026-03-26)

### Features

* onboard a new library (PiperOrigin-RevId: 885155041)
([a16755d8](https://github.com/googleapis/google-cloud-python/commit/a16755d8))

</details>


<details><summary>google-cloud-bigquery: v3.41.0</summary>

##
[v3.41.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-v3.40.1...google-cloud-bigquery-v3.41.0)
(2026-03-26)

### Features

* Add python client api for JobStatistics.referenced_property_graphs.
(#16137)
([1b4467f9](https://github.com/googleapis/google-cloud-python/commit/1b4467f9))

</details>


<details><summary>google-cloud-bigquery-analyticshub: v0.8.0</summary>

##
[v0.8.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-analyticshub-v0.7.0...google-cloud-bigquery-analyticshub-v0.8.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-biglake: v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-biglake-v0.6.0...google-cloud-bigquery-biglake-v0.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-connection: v1.21.0</summary>

##
[v1.21.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-connection-v1.20.0...google-cloud-bigquery-connection-v1.21.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-data-exchange: v0.8.0</summary>

##
[v0.8.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-data-exchange-v0.7.0...google-cloud-bigquery-data-exchange-v0.8.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-datapolicies: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-datapolicies-v0.8.0...google-cloud-bigquery-datapolicies-v0.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-datatransfer: v3.22.0</summary>

##
[v3.22.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-datatransfer-v3.21.0...google-cloud-bigquery-datatransfer-v3.22.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-logging: v1.9.0</summary>

##
[v1.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-logging-v1.8.0...google-cloud-bigquery-logging-v1.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-migration: v0.14.0</summary>

##
[v0.14.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-migration-v0.13.0...google-cloud-bigquery-migration-v0.14.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-reservation: v1.23.0</summary>

##
[v1.23.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-reservation-v1.22.0...google-cloud-bigquery-reservation-v1.23.0)
(2026-03-26)

</details>


<details><summary>google-cloud-bigquery-storage: v2.37.0</summary>

##
[v2.37.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-bigquery-storage-v2.36.2...google-cloud-bigquery-storage-v2.37.0)
(2026-03-26)

</details>


<details><summary>google-cloud-billing: v1.19.0</summary>

##
[v1.19.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-billing-v1.18.0...google-cloud-billing-v1.19.0)
(2026-03-26)

</details>


<details><summary>google-cloud-billing-budgets: v1.20.0</summary>

##
[v1.20.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-billing-budgets-v1.19.0...google-cloud-billing-budgets-v1.20.0)
(2026-03-26)

</details>


<details><summary>google-cloud-binary-authorization: v1.16.0</summary>

##
[v1.16.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-binary-authorization-v1.15.0...google-cloud-binary-authorization-v1.16.0)
(2026-03-26)

</details>


<details><summary>google-cloud-build: v3.36.0</summary>

##
[v3.36.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-build-v3.35.0...google-cloud-build-v3.36.0)
(2026-03-26)

</details>


<details><summary>google-cloud-capacityplanner: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-capacityplanner-v0.3.0...google-cloud-capacityplanner-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-certificate-manager: v1.13.0</summary>

##
[v1.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-certificate-manager-v1.12.0...google-cloud-certificate-manager-v1.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-ces: v0.3.0</summary>

##
[v0.3.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-ces-v0.2.0...google-cloud-ces-v0.3.0)
(2026-03-26)

### Features

* update public libraries for CES v1 (PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* update public libraries for CES v1beta (PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

### Documentation

* A comment for field `dataset` in message
`.google.cloud.ces.v1beta.BigQueryExportSettings` is changed
(PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `output_schema` in message
`.google.cloud.ces.v1.RetrieveToolSchemaResponse` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for enum value `ERROR_HANDLING_STRATEGY_UNSPECIFIED` in enum
`ErrorHandlingStrategy` is changed (PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `name` in message `.google.cloud.ces.v1.Tool` is
changed (PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `interruption_signal` in message
`.google.cloud.ces.v1.BidiSessionServerMessage` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for message `RunEvaluationOperationMetadata` is changed
(PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `cert` in message `.google.cloud.ces.v1.TlsConfig`
is changed (PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `name` in message
`.google.cloud.ces.v1.Deployment` is changed (PiperOrigin-RevId:
888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `will_continue` in message
`.google.cloud.ces.v1.SessionInput` is changed (PiperOrigin-RevId:
888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `app_version` in message
`.google.cloud.ces.v1.Deployment` is changed (PiperOrigin-RevId:
888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `fallback_action` in message
`.google.cloud.ces.v1.LanguageSettings` is changed (PiperOrigin-RevId:
888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `project` in message
`.google.cloud.ces.v1beta.BigQueryExportSettings` is changed
(PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `dataset` in message
`.google.cloud.ces.v1.BigQueryExportSettings` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for enum value `FALLBACK_RESPONSE` in enum
`ErrorHandlingStrategy` is changed (PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for method `RunSession` in service `SessionService` is
changed (PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `input_schema` in message
`.google.cloud.ces.v1.RetrieveToolSchemaResponse` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `tools` in message
`.google.cloud.ces.v1.RetrieveToolsResponse` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `project` in message
`.google.cloud.ces.v1.BigQueryExportSettings` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `entry_agent` in message
`.google.cloud.ces.v1.SessionConfig` is changed (PiperOrigin-RevId:
888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `fallback_action` in message
`.google.cloud.ces.v1beta.LanguageSettings` is changed
(PiperOrigin-RevId: 886993231)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A comment for field `response` in message
`.google.cloud.ces.v1.ExecuteToolResponse` is changed
(PiperOrigin-RevId: 888197844)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

</details>


<details><summary>google-cloud-channel: v1.27.0</summary>

##
[v1.27.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-channel-v1.26.0...google-cloud-channel-v1.27.0)
(2026-03-26)

</details>


<details><summary>google-cloud-chronicle: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-chronicle-v0.3.0...google-cloud-chronicle-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-cloudcontrolspartner: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-cloudcontrolspartner-v0.4.0...google-cloud-cloudcontrolspartner-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-cloudsecuritycompliance: v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-cloudsecuritycompliance-v0.5.0...google-cloud-cloudsecuritycompliance-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-cloud-commerce-consumer-procurement:
v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-commerce-consumer-procurement-v0.4.0...google-cloud-commerce-consumer-procurement-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-common: v1.9.0</summary>

##
[v1.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-common-v1.8.0...google-cloud-common-v1.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-compute: v1.47.0</summary>

##
[v1.47.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-compute-v1.46.0...google-cloud-compute-v1.47.0)
(2026-03-26)

</details>


<details><summary>google-cloud-compute-v1beta: v0.10.0</summary>

##
[v0.10.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-compute-v1beta-v0.9.0...google-cloud-compute-v1beta-v0.10.0)
(2026-03-26)

</details>


<details><summary>google-cloud-confidentialcomputing: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-confidentialcomputing-v0.8.0...google-cloud-confidentialcomputing-v0.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-config: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-config-v0.4.0...google-cloud-config-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-configdelivery: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-configdelivery-v0.3.0...google-cloud-configdelivery-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-contact-center-insights:
v1.26.0</summary>

##
[v1.26.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-contact-center-insights-v1.25.0...google-cloud-contact-center-insights-v1.26.0)
(2026-03-26)

</details>


<details><summary>google-cloud-container: v2.64.0</summary>

##
[v2.64.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-container-v2.63.0...google-cloud-container-v2.64.0)
(2026-03-26)

</details>


<details><summary>google-cloud-containeranalysis: v2.21.0</summary>

##
[v2.21.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-containeranalysis-v2.20.0...google-cloud-containeranalysis-v2.21.0)
(2026-03-26)

</details>


<details><summary>google-cloud-contentwarehouse: v0.10.0</summary>

##
[v0.10.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-contentwarehouse-v0.9.0...google-cloud-contentwarehouse-v0.10.0)
(2026-03-26)

</details>


<details><summary>google-cloud-core: v2.5.1</summary>

##
[v2.5.1](https://github.com/googleapis/google-cloud-python/compare/google-cloud-core-v2.5.0...google-cloud-core-v2.5.1)
(2026-03-26)

</details>


<details><summary>google-cloud-data-fusion: v1.16.0</summary>

##
[v1.16.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-data-fusion-v1.15.0...google-cloud-data-fusion-v1.16.0)
(2026-03-26)

</details>


<details><summary>google-cloud-data-qna: v0.13.0</summary>

##
[v0.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-data-qna-v0.12.0...google-cloud-data-qna-v0.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-databasecenter: v0.7.0</summary>

##
[v0.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-databasecenter-v0.6.0...google-cloud-databasecenter-v0.7.0)
(2026-03-26)

### Features

* A new value `SIGNAL_TYPE_VERSION_NEARING_END_OF_LIFE` is added to enum
`SignalType (PiperOrigin-RevId: 887887716)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A new value `SUB_RESOURCE_TYPE_DATASET` is added to enum
`SubResourceType` (PiperOrigin-RevId: 887887716)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A new value `SUB_RESOURCE_TYPE_READ_POOL` is added to enum
`SubResourceType` (PiperOrigin-RevId: 887887716)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* A new value `SUB_RESOURCE_TYPE_RESERVATION` is added to enum
`SubResourceType` (PiperOrigin-RevId: 887887716)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

### Documentation

* Modified comment for Edition Enum (PiperOrigin-RevId: 887887716)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

</details>


<details><summary>google-cloud-datacatalog: v3.30.0</summary>

##
[v3.30.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-datacatalog-v3.29.0...google-cloud-datacatalog-v3.30.0)
(2026-03-26)

</details>


<details><summary>google-cloud-datacatalog-lineage: v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-datacatalog-lineage-v0.5.0...google-cloud-datacatalog-lineage-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-cloud-datacatalog-lineage-configmanagement:
v0.1.0</summary>

##
[v0.1.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-datacatalog-lineage-configmanagement-v0.0.0...google-cloud-datacatalog-lineage-configmanagement-v0.1.0)
(2026-03-26)

### Features

* onboard a new library (PiperOrigin-RevId: 886640538)
([c4a35cf5](https://github.com/googleapis/google-cloud-python/commit/c4a35cf5))

</details>


<details><summary>google-cloud-dataflow-client: v0.12.0</summary>

##
[v0.12.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dataflow-client-v0.11.0...google-cloud-dataflow-client-v0.12.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dataform: v0.10.0</summary>

##
[v0.10.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dataform-v0.9.0...google-cloud-dataform-v0.10.0)
(2026-03-26)

### Features

* add folders and teamFolders related changes to v1 (PiperOrigin-RevId:
888723444)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

### Documentation

* A comment for field `force` in message
`.google.cloud.dataform.v1.DeleteRepositoryRequest` is changed
(PiperOrigin-RevId: 888723444)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

</details>


<details><summary>google-cloud-datalabeling: v1.16.0</summary>

##
[v1.16.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-datalabeling-v1.15.0...google-cloud-datalabeling-v1.16.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dataplex: v2.18.0</summary>

##
[v2.18.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dataplex-v2.17.0...google-cloud-dataplex-v2.18.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dataproc: v5.26.0</summary>

##
[v5.26.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dataproc-v5.25.0...google-cloud-dataproc-v5.26.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dataproc-metastore: v1.22.0</summary>

##
[v1.22.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dataproc-metastore-v1.21.0...google-cloud-dataproc-metastore-v1.22.0)
(2026-03-26)

</details>


<details><summary>google-cloud-datastore: v2.24.0</summary>

##
[v2.24.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-datastore-v2.23.0...google-cloud-datastore-v2.24.0)
(2026-03-26)

### Features

* update image to
us-central1-docker.pkg.dev/cloud-sdk-librarian-prod/images-prod/python-librarian-generator@sha256:51d42b9060365aa10d21e64a370b82bf1e07ed7f1e46062dcb3ad10632b0acc8
([b4b35087](https://github.com/googleapis/google-cloud-python/commit/b4b35087))

* update image to
us-central1-docker.pkg.dev/cloud-sdk-librarian-prod/images-prod/python-librarian-generator@sha256:a38add811f7f139d6a385b22d283ad09ef305b8cf50382ef62f0ce690787f021
([e1673980](https://github.com/googleapis/google-cloud-python/commit/e1673980))

</details>


<details><summary>google-cloud-datastream: v1.18.0</summary>

##
[v1.18.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-datastream-v1.17.0...google-cloud-datastream-v1.18.0)
(2026-03-26)

</details>


<details><summary>google-cloud-deploy: v2.10.0</summary>

##
[v2.10.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-deploy-v2.9.0...google-cloud-deploy-v2.10.0)
(2026-03-26)

</details>


<details><summary>google-cloud-developerconnect: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-developerconnect-v0.4.0...google-cloud-developerconnect-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-devicestreaming: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-devicestreaming-v0.3.0...google-cloud-devicestreaming-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dialogflow: v2.47.0</summary>

##
[v2.47.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dialogflow-v2.46.0...google-cloud-dialogflow-v2.47.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dialogflow-cx: v2.5.0</summary>

##
[v2.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dialogflow-cx-v2.4.0...google-cloud-dialogflow-cx-v2.5.0)
(2026-03-26)

### Features

* updated v3beta1 dialogflow client libraries with `dtmf_pattern` and
`trace_blocks` (PiperOrigin-RevId: 887053734)
([64582e88](https://github.com/googleapis/google-cloud-python/commit/64582e88))

* updated v3 dialogflow client libraries with `dtmf_pattern` and
`trace_blocks` (PiperOrigin-RevId: 888886398)
([64582e88](https://github.com/googleapis/google-cloud-python/commit/64582e88))

</details>


<details><summary>google-cloud-discoveryengine: v0.18.0</summary>

##
[v0.18.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-discoveryengine-v0.17.0...google-cloud-discoveryengine-v0.18.0)
(2026-03-26)

### Features

* Update DataStoreSpec and add BoostSpec to SearchService
(PiperOrigin-RevId: 886697454)
([4b400fac](https://github.com/googleapis/google-cloud-python/commit/4b400fac))

### Documentation

* Clarify project number requirement for data_store field
(PiperOrigin-RevId: 886697454)
([4b400fac](https://github.com/googleapis/google-cloud-python/commit/4b400fac))

</details>


<details><summary>google-cloud-dlp: v3.35.0</summary>

##
[v3.35.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dlp-v3.34.0...google-cloud-dlp-v3.35.0)
(2026-03-26)

### Features

* added support for image exclusion and adjustment rules
(PiperOrigin-RevId: 885724590)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* add InfoType launch status in InfoType Description (PiperOrigin-RevId:
885724590)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

* added support for detecting key-value pairs in document metadata
(PiperOrigin-RevId: 885724590)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

### Documentation

* added formatting to various comments (PiperOrigin-RevId: 885724590)
([397ae538](https://github.com/googleapis/google-cloud-python/commit/397ae538))

</details>


<details><summary>google-cloud-dms: v1.15.0</summary>

##
[v1.15.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dms-v1.14.0...google-cloud-dms-v1.15.0)
(2026-03-26)

</details>


<details><summary>google-cloud-dns: v0.36.1</summary>

##
[v0.36.1](https://github.com/googleapis/google-cloud-python/compare/google-cloud-dns-v0.36.0...google-cloud-dns-v0.36.1)
(2026-03-26)

</details>


<details><summary>google-cloud-documentai: v3.13.0</summary>

##
[v3.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-documentai-v3.12.0...google-cloud-documentai-v3.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-documentai-toolbox:
v0.15.1-alpha.1</summary>

##
[v0.15.1-alpha.1](https://github.com/googleapis/google-cloud-python/compare/google-cloud-documentai-toolbox-v0.15.1-alpha...google-cloud-documentai-toolbox-v0.15.1-alpha.1)
(2026-03-26)

### Documentation

* remove samples
([a129b702](https://github.com/googleapis/google-cloud-python/commit/a129b702))

</details>


<details><summary>google-cloud-domains: v1.13.0</summary>

##
[v1.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-domains-v1.12.0...google-cloud-domains-v1.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-edgecontainer: v0.8.0</summary>

##
[v0.8.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-edgecontainer-v0.7.0...google-cloud-edgecontainer-v0.8.0)
(2026-03-26)

</details>


<details><summary>google-cloud-edgenetwork: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-edgenetwork-v0.4.0...google-cloud-edgenetwork-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-enterpriseknowledgegraph:
v0.6.0</summary>

##
[v0.6.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-enterpriseknowledgegraph-v0.5.0...google-cloud-enterpriseknowledgegraph-v0.6.0)
(2026-03-26)

</details>


<details><summary>google-cloud-error-reporting: v1.15.0</summary>

##
[v1.15.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-error-reporting-v1.14.0...google-cloud-error-reporting-v1.15.0)
(2026-03-26)

### Features

* update image to
us-central1-docker.pkg.dev/cloud-sdk-librarian-prod/images-prod/python-librarian-generator@sha256:a38add811f7f139d6a385b22d283ad09ef305b8cf50382ef62f0ce690787f021
([51f9aa03](https://github.com/googleapis/google-cloud-python/commit/51f9aa03))

</details>


<details><summary>google-cloud-essential-contacts: v1.13.0</summary>

##
[v1.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-essential-contacts-v1.12.0...google-cloud-essential-contacts-v1.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-eventarc: v1.20.0</summary>

##
[v1.20.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-eventarc-v1.19.0...google-cloud-eventarc-v1.20.0)
(2026-03-26)

</details>


<details><summary>google-cloud-eventarc-publishing: v0.10.0</summary>

##
[v0.10.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-eventarc-publishing-v0.9.0...google-cloud-eventarc-publishing-v0.10.0)
(2026-03-26)

</details>


<details><summary>google-cloud-filestore: v1.16.0</summary>

##
[v1.16.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-filestore-v1.15.0...google-cloud-filestore-v1.16.0)
(2026-03-26)

</details>


<details><summary>google-cloud-financialservices: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-financialservices-v0.3.0...google-cloud-financialservices-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-firestore: v2.27.0</summary>

##
[v2.27.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-firestore-v2.26.0...google-cloud-firestore-v2.27.0)
(2026-03-26)

### Features

* support string expressions (#16152)
([8aa697ac](https://github.com/googleapis/google-cloud-python/commit/8aa697ac))

* support array functions (#16128)
([c95e0383](https://github.com/googleapis/google-cloud-python/commit/c95e0383))

* literals pipeline stage (#16028)
([cf50cea1](https://github.com/googleapis/google-cloud-python/commit/cf50cea1))

* support object functions (#16132)
([e649a902](https://github.com/googleapis/google-cloud-python/commit/e649a902))

</details>


<details><summary>google-cloud-functions: v1.23.0</summary>

##
[v1.23.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-functions-v1.22.0...google-cloud-functions-v1.23.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gdchardwaremanagement: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gdchardwaremanagement-v0.4.0...google-cloud-gdchardwaremanagement-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-geminidataanalytics: v0.12.0</summary>

##
[v0.12.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-geminidataanalytics-v0.11.0...google-cloud-geminidataanalytics-v0.12.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gke-backup: v0.8.0</summary>

##
[v0.8.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gke-backup-v0.7.0...google-cloud-gke-backup-v0.8.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gke-connect-gateway: v0.13.0</summary>

##
[v0.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gke-connect-gateway-v0.12.0...google-cloud-gke-connect-gateway-v0.13.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gke-hub: v1.23.0</summary>

##
[v1.23.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gke-hub-v1.22.0...google-cloud-gke-hub-v1.23.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gke-multicloud: v0.9.0</summary>

##
[v0.9.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gke-multicloud-v0.8.0...google-cloud-gke-multicloud-v0.9.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gkerecommender: v0.3.0</summary>

##
[v0.3.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gkerecommender-v0.2.0...google-cloud-gkerecommender-v0.3.0)
(2026-03-26)

</details>


<details><summary>google-cloud-gsuiteaddons: v0.5.0</summary>

##
[v0.5.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-gsuiteaddons-v0.4.0...google-cloud-gsuiteaddons-v0.5.0)
(2026-03-26)

</details>


<details><summary>google-cloud-hypercomputecluster: v0.4.0</summary>

##
[v0.4.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-hypercomputecluster-v0.3.0...google-cloud-hypercomputecluster-v0.4.0)
(2026-03-26)

</details>


<details><summary>google-cloud-iam: v2.22.0</summary>

##
[v2.22.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-iam-v2.21.0...google-cloud-iam-v2.22.0)
(2026-03-26)

</details>


<details><summary>google-cloud-iam-logging: v1.7.0</summary>

##
[v1.7.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-iam-logging-v1.6.0...google-cloud-iam-logging-v1.7.0)
(2026-03-26)

</details>


<details><summary>google-cloud-iap: v1.21.0</summary>

##
[v1.21.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-iap-v1.20.0...google-cloud-iap-v1.21.0)
(2026-03-26)

</details>


<details><summary>google-cloud-ids: v1.13.0</summary>

##
[v1.13.0](https://github.com/googleapis/google-cloud-python/compare/google-cloud-ids-v1.12.0...google-cloud-ids-v1.13.0)
(2026-03-26)

</details>


<details><summary>Bulk Changes</summary>

* feat: Allow Protobuf 7.x
([1eb7c268](https://github.com/googleapis/google-cloud-python/commit/1eb7c268))
Libraries:
google-ads-admanager,google-ads-datamanager,google-ads-marketingplatform-admin,google-ai-generativelanguage,google-analytics-admin,google-analytics-data,google-apps-card,google-apps-chat,google-apps-events-subscriptions,google-apps-meet,google-apps-script-type,google-area120-tables,google-cloud-access-approval,google-cloud-advisorynotifications,google-cloud-alloydb,google-cloud-alloydb-connectors,google-cloud-api-gateway,google-cloud-apigee-connect,google-cloud-apigee-registry,google-cloud-apihub,google-cloud-api-keys,google-cloud-apiregistry,google-cloud-appengine-admin,google-cloud-appengine-logging,google-cloud-apphub,google-cloud-artifact-registry,google-cloud-asset,google-cloud-assured-workloads,google-cloud-auditmanager,google-cloud-automl,google-cloud-backupdr,google-cloud-bare-metal-solution,google-cloud-batch,google-cloud-beyondcorp-appconnections,google-cloud-beyondcorp-appconnectors,google-cloud-beyondcorp-appgateways,google-cloud-beyondcorp-clientconnectorservices,google-cloud-beyondcorp-clientgateways,google-cloud-biglake,google-cloud-bigquery-analyticshub,google-cloud-bigquery-biglake,google-cloud-bigquery-connection,google-cloud-bigquery-data-exchange,google-cloud-bigquery-datapolicies,google-cloud-bigquery-datatransfer,google-cloud-bigquery-logging,google-cloud-bigquery-migration,google-cloud-bigquery-reservation,google-cloud-bigquery-storage,google-cloud-billing,google-cloud-billing-budgets,google-cloud-binary-authorization,google-cloud-build,google-cloud-capacityplanner,google-cloud-certificate-manager,google-cloud-ces,google-cloud-channel,google-cloud-chronicle,google-cloud-cloudcontrolspartner,google-cloud-cloudsecuritycompliance,google-cloud-commerce-consumer-procurement,google-cloud-common,google-cloud-compute,google-cloud-compute-v1beta,google-cloud-confidentialcomputing,google-cloud-config,google-cloud-configdelivery,google-cloud-contact-center-insights,google-cloud-container,google-cloud-containeranalysis,google-cloud-contentwarehouse,google-cloud-databasecenter,google-cloud-datacatalog,google-cloud-datacatalog-lineage,google-cloud-dataflow-client,google-cloud-dataform,google-cloud-data-fusion,google-cloud-datalabeling,google-cloud-dataplex,google-cloud-dataproc,google-cloud-dataproc-metastore,google-cloud-data-qna,google-cloud-datastore,google-cloud-datastream,google-cloud-deploy,google-cloud-developerconnect,google-cloud-devicestreaming,google-cloud-dialogflow,google-cloud-dialogflow-cx,google-cloud-dlp,google-cloud-dms,google-cloud-documentai,google-cloud-domains,google-cloud-edgecontainer,google-cloud-edgenetwork,google-cloud-enterpriseknowledgegraph,google-cloud-error-reporting,google-cloud-essential-contacts,google-cloud-eventarc,google-cloud-eventarc-publishing,google-cloud-filestore,google-cloud-financialservices,google-cloud-firestore,google-cloud-functions,google-cloud-gdchardwaremanagement,google-cloud-geminidataanalytics,google-cloud-gke-backup,google-cloud-gke-connect-gateway,google-cloud-gke-hub,google-cloud-gke-multicloud,google-cloud-gkerecommender,google-cloud-gsuiteaddons,google-cloud-hypercomputecluster,google-cloud-iam,google-cloud-iam-logging,google-cloud-iap,google-cloud-ids
* fix: Require Python 3.9
([1eb7c268](https://github.com/googleapis/google-cloud-python/commit/1eb7c268))
Libraries:
google-ads-admanager,google-ads-datamanager,google-ads-marketingplatform-admin,google-ai-generativelanguage,google-analytics-admin,google-analytics-data,google-apps-card,google-apps-chat,google-apps-events-subscriptions,google-apps-meet,google-apps-script-type,google-area120-tables,google-cloud-access-approval,google-cloud-advisorynotifications,google-cloud-alloydb,google-cloud-alloydb-connectors,google-cloud-api-gateway,google-cloud-apigee-connect,google-cloud-apigee-registry,google-cloud-apihub,google-cloud-api-keys,google-cloud-apiregistry,google-cloud-appengine-admin,google-cloud-appengine-logging,google-cloud-apphub,google-cloud-artifact-registry,google-cloud-asset,google-cloud-assured-workloads,google-cloud-auditmanager,google-cloud-automl,google-cloud-backupdr,google-cloud-bare-metal-solution,google-cloud-batch,google-cloud-beyondcorp-appconnections,google-cloud-beyondcorp-appconnectors,google-cloud-beyondcorp-appgateways,google-cloud-beyondcorp-clientconnectorservices,google-cloud-beyondcorp-clientgateways,google-cloud-biglake,google-cloud-bigquery-analyticshub,google-cloud-bigquery-biglake,google-cloud-bigquery-connection,google-cloud-bigquery-data-exchange,google-cloud-bigquery-datapolicies,google-cloud-bigquery-datatransfer,google-cloud-bigquery-logging,google-cloud-bigquery-migration,google-cloud-bigquery-reservation,google-cloud-bigquery-storage,google-cloud-billing,google-cloud-billing-budgets,google-cloud-binary-authorization,google-cloud-build,google-cloud-capacityplanner,google-cloud-certificate-manager,google-cloud-ces,google-cloud-channel,google-cloud-chronicle,google-cloud-cloudcontrolspartner,google-cloud-cloudsecuritycompliance,google-cloud-commerce-consumer-procurement,google-cloud-common,google-cloud-compute,google-cloud-compute-v1beta,google-cloud-confidentialcomputing,google-cloud-config,google-cloud-configdelivery,google-cloud-contact-center-insights,google-cloud-container,google-cloud-containeranalysis,google-cloud-contentwarehouse,google-cloud-databasecenter,google-cloud-datacatalog,google-cloud-datacatalog-lineage,google-cloud-dataflow-client,google-cloud-dataform,google-cloud-data-fusion,google-cloud-datalabeling,google-cloud-dataplex,google-cloud-dataproc,google-cloud-dataproc-metastore,google-cloud-data-qna,google-cloud-datastore,google-cloud-datastream,google-cloud-deploy,google-cloud-developerconnect,google-cloud-devicestreaming,google-cloud-dialogflow,google-cloud-dialogflow-cx,google-cloud-dlp,google-cloud-dms,google-cloud-documentai,google-cloud-domains,google-cloud-edgecontainer,google-cloud-edgenetwork,google-cloud-enterpriseknowledgegraph,google-cloud-error-reporting,google-cloud-essential-contacts,google-cloud-eventarc,google-cloud-eventarc-publishing,google-cloud-filestore,google-cloud-financialservices,google-cloud-firestore,google-cloud-functions,google-cloud-gdchardwaremanagement,google-cloud-geminidataanalytics,google-cloud-gke-backup,google-cloud-gke-connect-gateway,google-cloud-gke-hub,google-cloud-gke-multicloud,google-cloud-gkerecommender,google-cloud-gsuiteaddons,google-cloud-hypercomputecluster,google-cloud-iam,google-cloud-iam-logging,google-cloud-iap,google-cloud-ids
* fix: Improve type checking
([1eb7c268](https://github.com/googleapis/google-cloud-python/commit/1eb7c268))
Libraries:
google-ads-admanager,google-ads-datamanager,google-ads-marketingplatform-admin,google-ai-generativelanguage,google-analytics-admin,google-analytics-data,google-apps-card,google-apps-chat,google-apps-events-subscriptions,google-apps-meet,google-apps-script-type,google-area120-tables,google-cloud-access-approval,google-cloud-advisorynotifications,google-cloud-alloydb,google-cloud-alloydb-connectors,google-cloud-api-gateway,google-cloud-apigee-connect,google-cloud-apigee-registry,google-cloud-apihub,google-cloud-api-keys,google-cloud-apiregistry,google-cloud-appengine-admin,google-cloud-appengine-logging,google-cloud-apphub,google-cloud-artifact-registry,google-cloud-asset,google-cloud-assured-workloads,google-cloud-auditmanager,google-cloud-automl,google-cloud-backupdr,google-cloud-bare-metal-solution,google-cloud-batch,google-cloud-beyondcorp-appconnections,google-cloud-beyondcorp-appconnectors,google-cloud-beyondcorp-appgateways,google-cloud-beyondcorp-clientconnectorservices,google-cloud-beyondcorp-clientgateways,google-cloud-biglake,google-cloud-bigquery-analyticshub,google-cloud-bigquery-biglake,google-cloud-bigquery-connection,google-cloud-bigquery-data-exchange,google-cloud-bigquery-datapolicies,google-cloud-bigquery-datatransfer,google-cloud-bigquery-logging,google-cloud-bigquery-migration,google-cloud-bigquery-reservation,google-cloud-bigquery-storage,google-cloud-billing,google-cloud-billing-budgets,google-cloud-binary-authorization,google-cloud-build,google-cloud-capacityplanner,google-cloud-certificate-manager,google-cloud-ces,google-cloud-channel,google-cloud-chronicle,google-cloud-cloudcontrolspartner,google-cloud-cloudsecuritycompliance,google-cloud-commerce-consumer-procurement,google-cloud-common,google-cloud-compute,google-cloud-compute-v1beta,google-cloud-confidentialcomputing,google-cloud-config,google-cloud-configdelivery,google-cloud-contact-center-insights,google-cloud-container,google-cloud-containeranalysis,google-cloud-contentwarehouse,google-cloud-databasecenter,google-cloud-datacatalog,google-cloud-datacatalog-lineage,google-cloud-dataflow-client,google-cloud-dataform,google-cloud-data-fusion,google-cloud-datalabeling,google-cloud-dataplex,google-cloud-dataproc,google-cloud-dataproc-metastore,google-cloud-data-qna,google-cloud-datastore,google-cloud-datastream,google-cloud-deploy,google-cloud-developerconnect,google-cloud-devicestreaming,google-cloud-dialogflow,google-cloud-dialogflow-cx,google-cloud-dlp,google-cloud-dms,google-cloud-documentai,google-cloud-domains,google-cloud-edgecontainer,google-cloud-edgenetwork,google-cloud-enterpriseknowledgegraph,google-cloud-error-reporting,google-cloud-essential-contacts,google-cloud-eventarc,google-cloud-eventarc-publishing,google-cloud-filestore,google-cloud-financialservices,google-cloud-firestore,google-cloud-functions,google-cloud-gdchardwaremanagement,google-cloud-geminidataanalytics,google-cloud-gke-backup,google-cloud-gke-connect-gateway,google-cloud-gke-hub,google-cloud-gke-multicloud,google-cloud-gkerecommender,google-cloud-gsuiteaddons,google-cloud-hypercomputecluster,google-cloud-iam,google-cloud-iam-logging,google-cloud-iap,google-cloud-ids
* chore: librarian update image pull request: 20260220T183821Z (#15595)
([2c417c06](https://github.com/googleapis/google-cloud-python/commit/2c417c06))
Libraries:
google-ads-admanager,google-ads-marketingplatform-admin,google-ai-generativelanguage,google-analytics-admin,google-analytics-data,google-apps-card,google-apps-chat,google-apps-events-subscriptions,google-apps-meet,google-apps-script-type,google-area120-tables,google-cloud-access-approval,google-cloud-access-context-manager,google-cloud-advisorynotifications,google-cloud-alloydb-connectors,google-cloud-api-gateway,google-cloud-api-keys,google-cloud-apigee-connect,google-cloud-apigee-registry,google-cloud-apihub,google-cloud-apiregistry,google-cloud-appengine-admin,google-cloud-appengine-logging,google-cloud-apphub,google-cloud-artifact-registry,google-cloud-asset,google-cloud-assured-workloads,google-cloud-audit-log,google-cloud-auditmanager,google-cloud-automl,google-cloud-backupdr,google-cloud-bare-metal-solution,google-cloud-batch,google-cloud-beyondcorp-appconnections,google-cloud-beyondcorp-appconnectors,google-cloud-beyondcorp-appgateways,google-cloud-beyondcorp-clientconnectorservices,google-cloud-beyondcorp-clientgateways,google-cloud-biglake,google-cloud-bigquery-analyticshub,google-cloud-bigquery-biglake,google-cloud-bigquery-connection,google-cloud-bigquery-data-exchange,google-cloud-bigquery-datapolicies,google-cloud-bigquery-datatransfer,google-cloud-bigquery-logging,google-cloud-bigquery-migration,google-cloud-bigquery-reservation,google-cloud-bigquery-storage,google-cloud-billing,google-cloud-billing-budgets,google-cloud-binary-authorization,google-cloud-build,google-cloud-capacityplanner,google-cloud-certificate-manager,google-cloud-channel,google-cloud-chronicle,google-cloud-cloudcontrolspartner,google-cloud-cloudsecuritycompliance,google-cloud-commerce-consumer-procurement,google-cloud-common,google-cloud-confidentialcomputing,google-cloud-config,google-cloud-configdelivery,google-cloud-contact-center-insights,google-cloud-container,google-cloud-containeranalysis,google-cloud-contentwarehouse,google-cloud-data-fusion,google-cloud-data-qna,google-cloud-datacatalog,google-cloud-datacatalog-lineage,google-cloud-dataflow-client,google-cloud-dataform,google-cloud-datalabeling,google-cloud-dataproc,google-cloud-dataproc-metastore,google-cloud-datastream,google-cloud-deploy,google-cloud-devicestreaming,google-cloud-dialogflow,google-cloud-dialogflow-cx,google-cloud-discoveryengine,google-cloud-dlp,google-cloud-dms,google-cloud-domains,google-cloud-edgecontainer,google-cloud-edgenetwork,google-cloud-enterpriseknowledgegraph,google-cloud-essential-contacts,google-cloud-eventarc,google-cloud-eventarc-publishing,google-cloud-filestore,google-cloud-financialservices,google-cloud-functions,google-cloud-gke-backup,google-cloud-gke-connect-gateway,google-cloud-gke-multicloud,google-cloud-gkerecommender,google-cloud-gsuiteaddons,google-cloud-iam,google-cloud-iam-logging,google-cloud-ids
* chore: librarian update image pull request: 20260325T221325Z (#16175)
([640a86b3](https://github.com/googleapis/google-cloud-python/commit/640a86b3))
Libraries:
google-ads-admanager,google-ads-datamanager,google-ads-marketingplatform-admin,google-ai-generativelanguage,google-analytics-admin,google-analytics-data,google-apps-card,google-apps-chat,google-apps-events-subscriptions,google-apps-meet,google-apps-script-type,google-area120-tables,google-cloud-access-approval,google-cloud-advisorynotifications,google-cloud-alloydb,google-cloud-alloydb-connectors,google-cloud-api-gateway,google-cloud-api-keys,google-cloud-apigee-connect,google-cloud-apigee-registry,google-cloud-apihub,google-cloud-apiregistry,google-cloud-appengine-admin,google-cloud-appengine-logging,google-cloud-apphub,google-cloud-artifact-registry,google-cloud-asset,google-cloud-assured-workloads,google-cloud-auditmanager,google-cloud-automl,google-cloud-backupdr,google-cloud-bare-metal-solution,google-cloud-batch,google-cloud-beyondcorp-appconnections,google-cloud-beyondcorp-appconnectors,google-cloud-beyondcorp-appgateways,google-cloud-beyondcorp-clientconnectorservices,google-cloud-beyondcorp-clientgateways,google-cloud-biglake,google-cloud-bigquery-analyticshub,google-cloud-bigquery-biglake,google-cloud-bigquery-connection,google-cloud-bigquery-data-exchange,google-cloud-bigquery-datapolicies,google-cloud-bigquery-datatransfer,google-cloud-bigquery-logging,google-cloud-bigquery-migration,google-cloud-bigquery-reservation,google-cloud-bigquery-storage,google-cloud-billing,google-cloud-billing-budgets,google-cloud-binary-authorization,google-cloud-build,google-cloud-capacityplanner,google-cloud-certificate-manager,google-cloud-ces,google-cloud-channel,google-cloud-chronicle,google-cloud-cloudcontrolspartner,google-cloud-cloudsecuritycompliance,google-cloud-commerce-consumer-procurement,google-cloud-common,google-cloud-compute,google-cloud-compute-v1beta,google-cloud-confidentialcomputing,google-cloud-config,google-cloud-configdelivery,google-cloud-contact-center-insights,google-cloud-container,google-cloud-containeranalysis,google-cloud-contentwarehouse,google-cloud-data-fusion,google-cloud-data-qna,google-cloud-databasecenter,google-cloud-datacatalog,google-cloud-datacatalog-lineage,google-cloud-dataflow-client,google-cloud-dataform,google-cloud-datalabeling,google-cloud-dataplex,google-cloud-dataproc,google-cloud-dataproc-metastore,google-cloud-datastore,google-cloud-datastream,google-cloud-deploy,google-cloud-developerconnect,google-cloud-devicestreaming,google-cloud-dialogflow,google-cloud-dialogflow-cx,google-cloud-discoveryengine,google-cloud-dlp,google-cloud-dms,google-cloud-documentai,google-cloud-domains,google-cloud-edgecontainer,google-cloud-edgenetwork,google-cloud-enterpriseknowledgegraph,google-cloud-error-reporting,google-cloud-essential-contacts,google-cloud-eventarc,google-cloud-eventarc-publishing,google-cloud-filestore,google-cloud-financialservices,google-cloud-functions,google-cloud-gdchardwaremanagement,google-cloud-geminidataanalytics,google-cloud-gke-backup,google-cloud-gke-connect-gateway,google-cloud-gke-hub,google-cloud-gke-multicloud,google-cloud-gkerecommender,google-cloud-gsuiteaddons,google-cloud-hypercomputecluster,google-cloud-iam,google-cloud-iam-logging,google-cloud-iap,google-cloud-ids
* chore: librarian update image pull request: 20260123T001116Z (#15481)
([871cdeeb](https://github.com/googleapis/google-cloud-python/commit/871cdeeb))
Libraries:
google-ads-admanager,google-ads-marketingplatform-admin,google-ai-generativelanguage,google-analytics-admin,google-analytics-data,google-apps-events-subscriptions,google-apps-meet,google-apps-script-type,google-area120-tables,google-cloud-access-approval,google-cloud-advisorynotifications,google-cloud-alloydb-connectors,google-cloud-api-gateway,google-cloud-api-keys,google-cloud-apigee-connect,google-cloud-apigee-registry,google-cloud-apihub,google-cloud-appengine-admin,google-cloud-appengine-logging,google-cloud-apphub,google-cloud-asset,google-cloud-assured-workloads,google-cloud-bare-metal-solution,google-cloud-batch,google-cloud-beyondcorp-appconnections,google-cloud-beyondcorp-appconnectors,google-cloud-beyondcorp-appgateways,google-cloud-beyondcorp-clientconnectorservices,google-cloud-beyondcorp-clientgateways,google-cloud-biglake,google-cloud-bigquery-analyticshub,google-cloud-bigquery-biglake,google-cloud-bigquery-connection,google-cloud-bigquery-data-exchange,google-cloud-bigquery-datapolicies,google-cloud-bigquery-datatransfer,google-cloud-bigquery-logging,google-cloud-bigquery-migration,google-cloud-bigquery-reservation,google-cloud-billing,google-cloud-billing-budgets,google-cloud-binary-authorization,google-cloud-build,google-cloud-capacityplanner,google-cloud-certificate-manager,google-cloud-channel,google-cloud-chronicle,google-cloud-cloudcontrolspartner,google-cloud-cloudsecuritycompliance,google-cloud-commerce-consumer-procurement,google-cloud-common,google-cloud-config,google-cloud-configdelivery,google-cloud-contact-center-insights,google-cloud-containeranalysis,google-cloud-contentwarehouse,google-cloud-data-fusion,google-cloud-data-qna,google-cloud-datacatalog,google-cloud-datacatalog-lineage,google-cloud-dataflow-client,google-cloud-datalabeling,google-cloud-dataproc-metastore,google-cloud-datastream,google-cloud-deploy,google-cloud-devicestreaming,google-cloud-dlp,google-cloud-dms,google-cloud-domains,google-cloud-edgecontainer,google-cloud-edgenetwork,google-cloud-enterpriseknowledgegraph,google-cloud-essential-contacts,google-cloud-eventarc,google-cloud-eventarc-publishing,google-cloud-filestore,google-cloud-financialservices,google-cloud-functions,google-cloud-gke-backup,google-cloud-gke-connect-gateway,google-cloud-gke-multicloud,google-cloud-gkerecommender,google-cloud-gsuiteaddons,google-cloud-iam,google-cloud-iam-logging,google-cloud-ids
* fix: Require Python 3.9
([ec9262c4](https://github.com/googleapis/google-cloud-python/commit/ec9262c4))
Libraries:
bigquery-magics,db-dtypes,google-api-core,google-auth-httplib2,google-auth-oauthlib,google-cloud-access-context-manager,google-cloud-audit-log,google-cloud-bigquery,google-cloud-core,google-cloud-dns,google-cloud-documentai-toolbox
* fix: Allow Protobuf 7.x, require Python 3.9 (#16102)
([ec9262c4](https://github.com/googleapis/google-cloud-python/commit/ec9262c4))
Libraries:
bigquery-magics,db-dtypes,google-api-core,google-auth-httplib2,google-auth-oauthlib,google-cloud-access-context-manager,google-cloud-audit-log,google-cloud-bigquery,google-cloud-core,google-cloud-dns,google-cloud-documentai-toolbox
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