diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2ea48652d..ba23a5b33 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -14,8 +14,9 @@ All notable changes to this project will be documented in this file.
 - nifi: Backport NIFI-14848 to NiFi ([#1225]).
 - stackable-base: Add cert-tools ([#1247]).
 - kafka: Add jackson xml dataformat for Kafka 4.0.0 ([#1262]).
-- kafka: Add version `4.1.0` ([#1277]).
 - druid: Add `34.0.0` ([#1263]).
+- kafka: Add version `4.1.0` ([#1277]).
+- airflow: Add version `3.0.6` ([#1278]).
 - opa: Add `1.8.0` ([#1279]).
 
 ### Changed
@@ -33,8 +34,9 @@ All notable changes to this project will be documented in this file.
 ### Removed
 
 - opensearch: Stop applying formatting plugin ([#1230]).
-- kafka: Remove version `4.0.0` ([#1277]).
 - druid: Remove `31.0.1` ([#1263]).
+- kafka: Remove version `4.0.0` ([#1277]).
+- airflow: Remove version `2.10.4` ([#1278]).
 - opa: Remove `1.0.1` ([#1279]).
 
 [#1207]: https://github.com/stackabletech/docker-images/pull/1207
@@ -50,9 +52,10 @@ All notable changes to this project will be documented in this file.
 [#1253]: https://github.com/stackabletech/docker-images/pull/1253
 [#1258]: https://github.com/stackabletech/docker-images/pull/1258
 [#1262]: https://github.com/stackabletech/docker-images/pull/1262
+[#1263]: https://github.com/stackabletech/docker-images/pull/1263
 [#1264]: https://github.com/stackabletech/docker-images/pull/1264
 [#1277]: https://github.com/stackabletech/docker-images/pull/1277
-[#1263]: https://github.com/stackabletech/docker-images/pull/1263
+[#1278]: https://github.com/stackabletech/docker-images/pull/1278
 [#1279]: https://github.com/stackabletech/docker-images/pull/1279
 
 ## [25.7.0] - 2025-07-23
diff --git a/airflow/README.md b/airflow/README.md
index 0efd37979..ff942ce46 100644
--- a/airflow/README.md
+++ b/airflow/README.md
@@ -6,16 +6,13 @@ _The script is safe to run from outside of this directory. The file will be down
 script resides. This example will assume you are running from the repository root directory._
 
 ```sh
-# Use default Python version (specified in the script):
-./airflow/download_constraints.sh 2.8.3
-
-# Use a specific Python version:
-./airflow/download_constraints.sh 2.8.3 3.11
+# Specify Airflow and Python versions:
+./airflow/download_constraints.sh 3.0.6 3.12
 ```
 
 Example output:
 
 ```output
-Downloading constraints file for Airflow 2.8.3 (Python 3.9)
-Successfully pulled new constraints file: constraints-2.8.3-python39.txt
+Downloading constraints file for Airflow 3.0.6 (Python 3.12)
+Successfully pulled new constraints file: constraints-3.0.6-python3.12.txt
 ```
diff --git a/airflow/boil-config.toml b/airflow/boil-config.toml
index c804f053e..6ec0ee8bd 100644
--- a/airflow/boil-config.toml
+++ b/airflow/boil-config.toml
@@ -12,11 +12,11 @@ uv-version = "0.7.8"
 airflow-extras = "async,amazon,celery,cncf.kubernetes,docker,dask,elasticsearch,ftp,grpc,hashicorp,http,ldap,google,google_auth,microsoft.azure,odbc,pandas,postgres,redis,sendgrid,sftp,slack,ssh,statsd,virtualenv,trino"
 opa-auth-manager = "airflow-2"
 
-[versions."2.10.4".local-images]
+[versions."2.10.5".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.49.0"
 
-[versions."2.10.4".build-arguments]
+[versions."2.10.5".build-arguments]
 python-version = "3.12"
 git-sync-version = "v4.4.1"
 s3fs-version = "2024.9.0"
@@ -26,25 +26,25 @@ uv-version = "0.7.8"
 airflow-extras = "async,amazon,celery,cncf.kubernetes,docker,dask,elasticsearch,ftp,grpc,hashicorp,http,ldap,google,google_auth,microsoft.azure,odbc,pandas,postgres,redis,sendgrid,sftp,slack,ssh,statsd,virtualenv,trino"
 opa-auth-manager = "airflow-2"
 
-[versions."2.10.5".local-images]
+[versions."3.0.1".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.49.0"
 
-[versions."2.10.5".build-arguments]
+[versions."3.0.1".build-arguments]
 python-version = "3.12"
 git-sync-version = "v4.4.1"
 s3fs-version = "2024.9.0"
 cyclonedx-bom-version = "6.0.0"
 tini-version = "0.19.0"
 uv-version = "0.7.8"
-airflow-extras = "async,amazon,celery,cncf.kubernetes,docker,dask,elasticsearch,ftp,grpc,hashicorp,http,ldap,google,google_auth,microsoft.azure,odbc,pandas,postgres,redis,sendgrid,sftp,slack,ssh,statsd,virtualenv,trino"
-opa-auth-manager = "airflow-2"
+airflow-extras = "async,amazon,celery,cncf-kubernetes,docker,elasticsearch,fab,ftp,grpc,hashicorp,http,ldap,google,microsoft-azure,odbc,pandas,postgres,redis,sendgrid,sftp,slack,ssh,statsd,trino"
+opa-auth-manager = "airflow-3"
 
-[versions."3.0.1".local-images]
+[versions."3.0.6".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.49.0"
 
-[versions."3.0.1".build-arguments]
+[versions."3.0.6".build-arguments]
 python-version = "3.12"
 git-sync-version = "v4.4.1"
 s3fs-version = "2024.9.0"
diff --git a/airflow/stackable/constraints/2.10.4/constraints-python3.12.txt b/airflow/stackable/constraints/2.10.4/constraints-python3.12.txt
deleted file mode 100644
index 5d94f16ff..000000000
--- a/airflow/stackable/constraints/2.10.4/constraints-python3.12.txt
+++ /dev/null
@@ -1,732 +0,0 @@
-
-#
-# This constraints file was automatically generated on 2024-12-10T22:43:55.363310
-# via "eager-upgrade" mechanism of PIP. For the "v2-10-test" branch of Airflow.
-# This variant of constraints install uses the HEAD of the branch version for 'apache-airflow' but installs
-# the providers from PIP-released packages at the moment of the constraint generation.
-#
-# Those constraints are actually those that regular users use to install released version of Airflow.
-# We also use those constraints after "apache-airflow" is released and the constraints are tagged with
-# "constraints-X.Y.Z" tag to build the production image for that version.
-#
-# This constraints file is meant to be used only in the "apache-airflow" installation command and not
-# in all subsequent pip commands. By using a constraints.txt file, we ensure that solely the Airflow
-# installation step is reproducible. Subsequent pip commands may install packages that would have
-# been incompatible with the constraints used in Airflow reproducible installation step. Finally, pip
-# commands that might change the installed version of apache-airflow should include "apache-airflow==X.Y.Z"
-# in the list of install targets to prevent Airflow accidental upgrade or downgrade.
-#
-# Typical installation process of airflow for Python 3.8 is (with random selection of extras and custom
-# dependencies added), usually consists of two steps:
-#
-# 1. Reproducible installation of airflow with selected providers (note constraints are used):
-#
-# pip install "apache-airflow[celery,cncf.kubernetes,google,amazon,snowflake]==X.Y.Z" \
-#     --constraint \
-#    "https://raw.githubusercontent.com/apache/airflow/constraints-X.Y.Z/constraints-3.12.txt"
-#
-# 2. Installing own dependencies that are potentially not matching the constraints (note constraints are not
-#    used, and apache-airflow==X.Y.Z is used to make sure there is no accidental airflow upgrade/downgrade.
-#
-# pip install "apache-airflow==X.Y.Z" "snowflake-connector-python[pandas]=N.M.O"
-#
-Authlib==1.3.2
-ConfigUpdater==3.2
-Deprecated==1.2.15
-Events==0.5
-Flask-AppBuilder==4.5.2
-Flask-Babel==2.0.0
-Flask-Bcrypt==1.0.1
-Flask-Caching==2.3.0
-Flask-JWT-Extended==4.7.1
-Flask-Limiter==3.9.2
-Flask-Login==0.6.3
-Flask-SQLAlchemy==2.5.1
-Flask-Session==0.5.0
-Flask-WTF==1.2.2
-Flask==2.2.5
-GitPython==3.1.43
-JayDeBeApi==1.2.3
-Jinja2==3.1.4
-Mako==1.3.8
-Markdown==3.7
-MarkupSafe==3.0.2
-PyAthena==3.11.0
-PyGithub==2.5.0
-PyHive==0.7.0
-PyJWT==2.10.1
-PyNaCl==1.5.0
-PyYAML==6.0.2
-Pygments==2.18.0
-SQLAlchemy-JSONField==1.0.2
-SQLAlchemy-Utils==0.41.2
-SQLAlchemy==1.4.54
-SecretStorage==3.3.3
-Sphinx==5.3.0
-WTForms==3.2.1
-Werkzeug==2.2.3
-adal==1.2.7
-adlfs==2024.7.0
-aiobotocore==2.15.2
-aiofiles==23.2.1
-aiohappyeyeballs==2.4.4
-aiohttp==3.10.11
-aioitertools==0.12.0
-aioresponses==0.7.7
-aiosignal==1.3.1
-airbyte-api==0.52.1
-alabaster==0.7.16
-alembic==1.14.0
-alibabacloud-adb20211201==2.0.0
-alibabacloud-tea==0.4.0
-alibabacloud_credentials==0.3.6
-alibabacloud_endpoint_util==0.0.3
-alibabacloud_gateway_spi==0.0.2
-alibabacloud_openapi_util==0.2.2
-alibabacloud_tea_openapi==0.3.12
-alibabacloud_tea_util==0.3.13
-alibabacloud_tea_xml==0.0.2
-aliyun-python-sdk-core==2.16.0
-aliyun-python-sdk-kms==2.16.5
-amqp==5.3.1
-analytics-python==1.2.9
-annotated-types==0.7.0
-anyascii==0.3.2
-anyio==4.7.0
-apache-airflow-providers-airbyte==4.0.0
-apache-airflow-providers-alibaba==2.9.1
-apache-airflow-providers-amazon==9.1.0
-apache-airflow-providers-apache-cassandra==3.6.0
-apache-airflow-providers-apache-drill==2.8.1
-apache-airflow-providers-apache-druid==3.12.1
-apache-airflow-providers-apache-flink==1.5.1
-apache-airflow-providers-apache-hdfs==4.6.0
-apache-airflow-providers-apache-hive==8.2.1
-apache-airflow-providers-apache-iceberg==1.1.0
-apache-airflow-providers-apache-impala==1.5.2
-apache-airflow-providers-apache-kafka==1.6.1
-apache-airflow-providers-apache-kylin==3.7.0
-apache-airflow-providers-apache-livy==3.9.2
-apache-airflow-providers-apache-pig==4.5.0
-apache-airflow-providers-apache-pinot==4.5.1
-apache-airflow-providers-apache-spark==4.11.3
-apache-airflow-providers-apprise==1.4.1
-apache-airflow-providers-arangodb==2.6.0
-apache-airflow-providers-asana==2.6.0
-apache-airflow-providers-atlassian-jira==2.7.1
-apache-airflow-providers-celery==3.8.5
-apache-airflow-providers-cloudant==4.0.3
-apache-airflow-providers-cncf-kubernetes==10.0.1
-apache-airflow-providers-cohere==1.3.0
-apache-airflow-providers-common-compat==1.2.2
-apache-airflow-providers-common-io==1.4.2
-apache-airflow-providers-common-sql==1.20.0
-apache-airflow-providers-databricks==6.13.0
-apache-airflow-providers-datadog==3.7.1
-apache-airflow-providers-dbt-cloud==3.11.2
-apache-airflow-providers-dingding==3.6.0
-apache-airflow-providers-discord==3.8.0
-apache-airflow-providers-docker==3.14.1
-apache-airflow-providers-elasticsearch==5.5.3
-apache-airflow-providers-exasol==4.6.1
-apache-airflow-providers-fab==1.5.1
-apache-airflow-providers-facebook==3.6.0
-apache-airflow-providers-ftp==3.11.1
-apache-airflow-providers-github==2.7.0
-apache-airflow-providers-google==11.0.0
-apache-airflow-providers-grpc==3.6.0
-apache-airflow-providers-hashicorp==3.8.0
-apache-airflow-providers-http==4.13.3
-apache-airflow-providers-imap==3.7.0
-apache-airflow-providers-influxdb==2.7.1
-apache-airflow-providers-jdbc==4.5.3
-apache-airflow-providers-jenkins==3.7.2
-apache-airflow-providers-microsoft-azure==11.1.0
-apache-airflow-providers-microsoft-mssql==3.9.2
-apache-airflow-providers-microsoft-psrp==2.8.0
-apache-airflow-providers-microsoft-winrm==3.6.1
-apache-airflow-providers-mongo==4.2.2
-apache-airflow-providers-mysql==5.7.4
-apache-airflow-providers-neo4j==3.7.0
-apache-airflow-providers-odbc==4.8.1
-apache-airflow-providers-openai==1.4.0
-apache-airflow-providers-openfaas==3.6.0
-apache-airflow-providers-openlineage==1.14.0
-apache-airflow-providers-opensearch==1.5.0
-apache-airflow-providers-opsgenie==5.7.0
-apache-airflow-providers-oracle==3.12.1
-apache-airflow-providers-pagerduty==3.8.1
-apache-airflow-providers-pgvector==1.3.0
-apache-airflow-providers-pinecone==2.1.1
-apache-airflow-providers-postgres==5.14.0
-apache-airflow-providers-presto==5.7.0
-apache-airflow-providers-qdrant==1.2.0
-apache-airflow-providers-redis==3.8.0
-apache-airflow-providers-salesforce==5.8.0
-apache-airflow-providers-samba==4.8.0
-apache-airflow-providers-segment==3.6.0
-apache-airflow-providers-sendgrid==3.6.0
-apache-airflow-providers-sftp==4.11.1
-apache-airflow-providers-singularity==3.6.0
-apache-airflow-providers-slack==8.9.2
-apache-airflow-providers-smtp==1.8.1
-apache-airflow-providers-snowflake==5.8.1
-apache-airflow-providers-sqlite==3.9.1
-apache-airflow-providers-ssh==3.14.0
-apache-airflow-providers-tableau==4.6.1
-apache-airflow-providers-tabular==1.6.1
-apache-airflow-providers-telegram==4.6.0
-apache-airflow-providers-teradata==2.6.1
-apache-airflow-providers-trino==5.9.0
-apache-airflow-providers-vertica==3.9.1
-apache-airflow-providers-weaviate==2.1.0
-apache-airflow-providers-yandex==3.12.0
-apache-airflow-providers-ydb==2.0.0
-apache-airflow-providers-zendesk==4.8.0
-apispec==6.8.0
-apprise==1.9.0
-argcomplete==3.5.2
-asana==3.2.3
-asgiref==3.8.1
-asn1crypto==1.5.1
-astroid==2.15.8
-asttokens==3.0.0
-asyncssh==2.18.0
-atlasclient==1.0.0
-atlassian-python-api==3.41.16
-attrs==24.2.0
-aws-sam-translator==1.94.0
-aws-xray-sdk==2.14.0
-azure-batch==14.2.0
-azure-common==1.1.28
-azure-core==1.32.0
-azure-cosmos==4.9.0
-azure-datalake-store==0.0.53
-azure-identity==1.19.0
-azure-keyvault-secrets==4.9.0
-azure-kusto-data==4.6.1
-azure-mgmt-containerinstance==10.1.0
-azure-mgmt-containerregistry==10.3.0
-azure-mgmt-core==1.5.0
-azure-mgmt-cosmosdb==9.7.0
-azure-mgmt-datafactory==9.0.0
-azure-mgmt-datalake-nspkg==3.0.1
-azure-mgmt-datalake-store==0.5.0
-azure-mgmt-nspkg==3.0.2
-azure-mgmt-resource==23.2.0
-azure-mgmt-storage==21.2.1
-azure-nspkg==3.0.2
-azure-servicebus==7.13.0
-azure-storage-blob==12.24.0
-azure-storage-file-datalake==12.18.0
-azure-storage-file-share==12.20.0
-azure-synapse-artifacts==0.19.0
-azure-synapse-spark==0.7.0
-babel==2.16.0
-backoff==2.2.1
-bcrypt==4.2.1
-beautifulsoup4==4.12.3
-billiard==4.2.1
-bitarray==3.0.0
-black==24.10.0
-blinker==1.9.0
-boto3==1.35.36
-botocore==1.35.36
-cachelib==0.9.0
-cachetools==5.5.0
-cassandra-driver==3.29.2
-cattrs==24.1.2
-celery==5.4.0
-certifi==2024.8.30
-cffi==1.17.1
-cfgv==3.4.0
-cfn-lint==1.22.0
-cgroupspy==0.2.3
-chardet==5.2.0
-charset-normalizer==3.4.0
-checksumdir==1.2.0
-ciso8601==2.3.2
-click-didyoumean==0.3.1
-click-plugins==1.1.1
-click-repl==0.3.0
-click==8.1.7
-clickclick==20.10.2
-cloudant==2.15.0
-cloudpickle==3.1.0
-cohere==4.57
-colorama==0.4.6
-colorlog==6.9.0
-confluent-kafka==2.6.1
-connexion==2.14.2
-coverage==7.6.9
-crcmod==1.7
-cron-descriptor==1.4.5
-croniter==5.0.1
-cryptography==42.0.8
-curlify==2.2.1
-databricks-sql-connector==2.9.6
-dataclasses-json==0.6.7
-datadog==0.50.2
-db-dtypes==1.3.1
-decorator==5.1.1
-defusedxml==0.7.1
-deltalake==0.22.3
-diagrams==0.24.1
-dill==0.3.9
-distlib==0.3.9
-distro==1.9.0
-dnspython==2.7.0
-docker==7.1.0
-docopt==0.6.2
-docstring_parser==0.16
-docutils==0.16
-duckdb==1.1.3
-elastic-transport==8.15.1
-elasticsearch==8.16.0
-email_validator==2.2.0
-eralchemy2==1.4.1
-et_xmlfile==2.0.0
-eventlet==0.38.1
-execnet==2.1.1
-executing==2.1.0
-facebook_business==21.0.5
-fastavro==1.9.7
-filelock==3.16.1
-flower==2.0.1
-frozenlist==1.5.0
-fsspec==2024.10.0
-future==1.0.0
-gcloud-aio-auth==5.3.2
-gcloud-aio-bigquery==7.1.0
-gcloud-aio-storage==9.3.0
-gcsfs==2024.10.0
-geomet==0.2.1.post1
-gevent==24.11.1
-gitdb==4.0.11
-google-ads==25.1.0
-google-analytics-admin==0.23.2
-google-api-core==2.24.0
-google-api-python-client==2.154.0
-google-auth-httplib2==0.2.0
-google-auth-oauthlib==1.2.1
-google-auth==2.36.0
-google-cloud-aiplatform==1.74.0
-google-cloud-appengine-logging==1.5.0
-google-cloud-audit-log==0.3.0
-google-cloud-automl==2.14.1
-google-cloud-batch==0.17.31
-google-cloud-bigquery-datatransfer==3.17.1
-google-cloud-bigquery==3.20.1
-google-cloud-bigtable==2.27.0
-google-cloud-build==3.27.1
-google-cloud-compute==1.22.0
-google-cloud-container==2.54.0
-google-cloud-core==2.4.1
-google-cloud-datacatalog==3.23.0
-google-cloud-dataflow-client==0.8.14
-google-cloud-dataform==0.5.13
-google-cloud-dataplex==2.4.0
-google-cloud-dataproc-metastore==1.16.1
-google-cloud-dataproc==5.15.1
-google-cloud-dlp==3.25.1
-google-cloud-kms==3.1.1
-google-cloud-language==2.15.1
-google-cloud-logging==3.11.3
-google-cloud-memcache==1.10.1
-google-cloud-monitoring==2.23.1
-google-cloud-orchestration-airflow==1.15.1
-google-cloud-os-login==2.15.1
-google-cloud-pubsub==2.27.1
-google-cloud-redis==2.16.1
-google-cloud-resource-manager==1.13.1
-google-cloud-run==0.10.13
-google-cloud-secret-manager==2.21.1
-google-cloud-spanner==3.51.0
-google-cloud-speech==2.28.1
-google-cloud-storage-transfer==1.13.1
-google-cloud-storage==2.19.0
-google-cloud-tasks==2.17.1
-google-cloud-texttospeech==2.21.1
-google-cloud-translate==3.18.0
-google-cloud-videointelligence==2.14.1
-google-cloud-vision==3.8.1
-google-cloud-workflows==1.15.1
-google-crc32c==1.6.0
-google-re2==1.1.20240702
-google-resumable-media==2.7.2
-googleapis-common-protos==1.66.0
-graphql-core==3.2.5
-graphviz==0.20.3
-greenlet==3.1.1
-grpc-google-iam-v1==0.13.1
-grpc-interceptor==0.15.4
-grpcio-gcp==0.2.2
-grpcio-health-checking==1.62.3
-grpcio-status==1.62.3
-grpcio-tools==1.62.3
-grpcio==1.68.1
-gssapi==1.9.0
-gunicorn==23.0.0
-h11==0.14.0
-h2==4.1.0
-hatch==1.13.0
-hatchling==1.26.3
-hdfs==2.7.3
-hmsclient==0.1.1
-hpack==4.0.0
-httpcore==1.0.7
-httplib2==0.22.0
-httpx==0.27.0
-humanize==4.11.0
-hvac==2.3.0
-hyperframe==6.0.1
-hyperlink==21.0.0
-ibm-cloud-sdk-core==3.20.3
-ibmcloudant==0.9.1
-icdiff==2.0.7
-identify==2.6.3
-idna==3.10
-ijson==3.3.0
-imagesize==1.4.1
-immutabledict==4.2.1
-importlib-metadata==6.11.0
-impyla==0.19.0
-incremental==24.7.2
-inflection==0.5.1
-influxdb-client==1.48.0
-iniconfig==2.0.0
-ipdb==0.13.13
-ipython==8.30.0
-isodate==0.7.2
-itsdangerous==2.2.0
-jaraco.classes==3.4.0
-jaraco.context==6.0.1
-jaraco.functools==4.1.0
-jedi==0.19.2
-jeepney==0.8.0
-jiter==0.8.2
-jmespath==0.10.0
-joserfc==1.0.1
-jpype1==1.5.1
-json-merge-patch==0.2
-jsondiff==2.2.1
-jsonpatch==1.33
-jsonpath-ng==1.7.0
-jsonpath-python==1.0.6
-jsonpointer==3.0.0
-jsonschema-path==0.3.3
-jsonschema-specifications==2023.12.1
-jsonschema==4.23.0
-keyring==25.5.0
-kombu==5.4.2
-krb5==0.7.0
-kubernetes==30.1.0
-kubernetes_asyncio==30.1.0
-kylinpy==2.8.4
-lazy-object-proxy==1.10.0
-ldap3==2.9.1
-limits==3.14.1
-linkify-it-py==2.0.3
-lockfile==0.12.2
-looker-sdk==24.20.0
-lxml==5.3.0
-lz4==4.3.3
-markdown-it-py==3.0.0
-marshmallow-oneofschema==3.1.1
-marshmallow-sqlalchemy==0.28.2
-marshmallow==3.23.1
-matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.2
-mdurl==0.1.2
-mergedeep==1.3.4
-methodtools==0.4.7
-microsoft-kiota-abstractions==1.3.3
-microsoft-kiota-authentication-azure==1.1.0
-microsoft-kiota-http==1.3.3
-microsoft-kiota-serialization-json==1.0.0
-microsoft-kiota-serialization-text==1.0.0
-mmh3==5.0.1
-mongomock==4.3.0
-more-itertools==10.5.0
-moto==5.0.11
-mpmath==1.3.0
-msal-extensions==1.2.0
-msal==1.31.1
-msgraph-core==1.1.7
-msrest==0.7.1
-msrestazure==0.6.4.post1
-multi_key_dict==2.0.3
-multidict==6.1.0
-mypy-boto3-appflow==1.35.39
-mypy-boto3-rds==1.35.72
-mypy-boto3-redshift-data==1.35.51
-mypy-boto3-s3==1.35.76
-mypy-extensions==1.0.0
-mypy==1.9.0
-mysql-connector-python==9.1.0
-mysqlclient==2.2.6
-neo4j==5.27.0
-networkx==3.4.2
-nh3==0.2.19
-nodeenv==1.9.1
-numpy==1.26.4
-oauthlib==3.2.2
-openai==1.57.2
-openapi-schema-validator==0.6.2
-openapi-spec-validator==0.7.1
-openlineage-integration-common==1.25.0
-openlineage-python==1.25.0
-openlineage_sql==1.25.0
-openpyxl==3.1.5
-opensearch-py==2.8.0
-opentelemetry-api==1.27.0
-opentelemetry-exporter-otlp-proto-common==1.27.0
-opentelemetry-exporter-otlp-proto-grpc==1.27.0
-opentelemetry-exporter-otlp-proto-http==1.27.0
-opentelemetry-exporter-otlp==1.27.0
-opentelemetry-exporter-prometheus==0.48b0
-opentelemetry-proto==1.27.0
-opentelemetry-sdk==1.27.0
-opentelemetry-semantic-conventions==0.48b0
-opsgenie-sdk==2.1.5
-oracledb==2.5.0
-ordered-set==4.1.0
-oss2==2.19.1
-packaging==24.2
-pandas-gbq==0.24.0
-pandas-stubs==2.2.3.241126
-pandas==2.1.4
-paramiko==3.5.0
-parso==0.8.4
-pathable==0.4.3
-pathspec==0.12.1
-pbr==6.1.0
-pdpyras==5.3.0
-pendulum==3.0.0
-pexpect==4.9.0
-pgvector==0.3.6
-pinecone-client==5.0.1
-pinecone-plugin-inference==1.1.0
-pinecone-plugin-interface==0.0.7
-pinotdb==5.6.0
-pipdeptree==2.24.0
-pipx==1.7.1
-pkginfo==1.12.0
-platformdirs==4.3.6
-pluggy==1.5.0
-ply==3.11
-plyvel==1.5.1
-portalocker==2.10.1
-pprintpp==0.4.0
-pre_commit==4.0.1
-presto-python-client==0.8.4
-prison==0.2.1
-prometheus_client==0.21.1
-prompt_toolkit==3.0.48
-propcache==0.2.1
-proto-plus==1.25.0
-protobuf==4.25.5
-psutil==6.1.0
-psycopg2-binary==2.9.10
-ptyprocess==0.7.0
-pure-sasl==0.6.2
-pure_eval==0.2.3
-py-partiql-parser==0.5.5
-py4j==0.10.9.7
-pyOpenSSL==24.3.0
-pyarrow==18.1.0
-pyasn1==0.6.1
-pyasn1_modules==0.4.0
-pycountry==24.6.1
-pycparser==2.22
-pycryptodome==3.21.0
-pydantic==2.10.3
-pydantic_core==2.27.1
-pydata-google-auth==1.9.0
-pydruid==0.6.9
-pyenchant==3.2.2
-pyexasol==0.27.0
-pygraphviz==1.14
-pyiceberg==0.8.1
-pykerberos==1.2.4
-pymongo==4.10.1
-pymssql==2.3.2
-pyodbc==5.2.0
-pyparsing==3.2.0
-pypsrp==0.8.1
-pyspark==3.5.3
-pyspnego==0.11.2
-pytest-asyncio==0.24.0
-pytest-cov==6.0.0
-pytest-custom-exit-code==0.3.0
-pytest-icdiff==0.9
-pytest-instafail==0.5.0
-pytest-mock==3.14.0
-pytest-rerunfailures==15.0
-pytest-timeouts==1.2.1
-pytest-xdist==3.6.1
-pytest==8.3.4
-python-arango==8.1.4
-python-daemon==3.1.2
-python-dateutil==2.9.0.post0
-python-dotenv==1.0.1
-python-http-client==3.3.7
-python-jenkins==1.8.2
-python-ldap==3.4.4
-python-nvd3==0.16.0
-python-slugify==8.0.4
-python-telegram-bot==21.9
-python3-saml==1.16.0
-pytz==2024.2
-pywinrm==0.5.0
-qdrant-client==1.12.1
-reactivex==4.0.4
-readme_renderer==43.0
-redis==5.2.1
-redshift-connector==2.1.4
-referencing==0.35.1
-regex==2024.11.6
-requests-file==2.1.0
-requests-kerberos==0.15.0
-requests-mock==1.12.1
-requests-oauthlib==1.3.1
-requests-toolbelt==1.0.0
-requests==2.32.3
-requests_ntlm==1.3.0
-responses==0.25.3
-restructuredtext_lint==1.4.0
-rfc3339-validator==0.1.4
-rfc3986==2.0.0
-rich-argparse==1.6.0
-rich-click==1.8.5
-rich==13.9.4
-rpds-py==0.22.3
-rsa==4.9
-ruff==0.5.5
-s3fs==2024.10.0
-s3transfer==0.10.4
-scramp==1.4.5
-semver==3.0.2
-sendgrid==6.11.0
-sentinels==1.0.0
-sentry-sdk==2.19.2
-setproctitle==1.3.4
-setuptools==75.6.0
-shapely==2.0.6
-shellingham==1.5.4
-simple-salesforce==1.12.6
-six==1.17.0
-slack_sdk==3.33.5
-smbprotocol==1.15.0
-smmap==5.0.1
-sniffio==1.3.1
-snowballstemmer==2.2.0
-snowflake-connector-python==3.12.4
-snowflake-sqlalchemy==1.7.1
-sortedcontainers==2.4.0
-soupsieve==2.6
-sphinx-airflow-theme==0.0.12
-sphinx-argparse==0.5.0
-sphinx-autoapi==2.1.1
-sphinx-copybutton==0.5.2
-sphinx-jinja==2.0.2
-sphinx-rtd-theme==2.0.0
-sphinx_design==0.6.0
-sphinxcontrib-applehelp==2.0.0
-sphinxcontrib-devhelp==2.0.0
-sphinxcontrib-htmlhelp==2.1.0
-sphinxcontrib-httpdomain==1.8.1
-sphinxcontrib-jquery==4.1
-sphinxcontrib-jsmath==1.0.1
-sphinxcontrib-qthelp==2.0.0
-sphinxcontrib-redoc==1.6.0
-sphinxcontrib-serializinghtml==1.1.5
-sphinxcontrib-spelling==8.0.0
-spython==0.3.14
-sqlalchemy-bigquery==1.12.0
-sqlalchemy-redshift==0.8.14
-sqlalchemy-spanner==1.8.0
-sqlalchemy_drill==1.1.5
-sqlparse==0.5.3
-sshtunnel==0.4.0
-stack-data==0.6.3
-starkbank-ecdsa==2.2.0
-statsd==4.0.1
-std-uritemplate==2.0.1
-strictyaml==1.7.3
-sympy==1.13.3
-tableauserverclient==0.34
-tabulate==0.9.0
-tenacity==9.0.0
-teradatasql==20.0.0.20
-teradatasqlalchemy==20.0.0.3
-termcolor==2.5.0
-text-unidecode==1.3
-thrift-sasl==0.4.3
-thrift==0.16.0
-time-machine==2.16.0
-tomli_w==1.1.0
-tomlkit==0.13.2
-tornado==6.4.2
-towncrier==24.8.0
-tqdm==4.67.1
-traitlets==5.14.3
-trino==0.331.0
-trove-classifiers==2024.10.21.16
-twine==6.0.1
-types-Deprecated==1.2.15.20241117
-types-Markdown==3.7.0.20241204
-types-PyMySQL==1.1.0.20241103
-types-PyYAML==6.0.12.20240917
-types-aiofiles==24.1.0.20240626
-types-certifi==2021.10.8.3
-types-cffi==1.16.0.20240331
-types-croniter==5.0.1.20241205
-types-docutils==0.21.0.20241128
-types-paramiko==3.5.0.20240928
-types-protobuf==5.29.1.20241207
-types-pyOpenSSL==24.1.0.20240722
-types-python-dateutil==2.9.0.20241206
-types-python-slugify==8.0.2.20240310
-types-pytz==2024.2.0.20241003
-types-redis==4.6.0.20241004
-types-requests==2.32.0.20241016
-types-setuptools==75.6.0.20241126
-types-tabulate==0.9.0.20241207
-types-termcolor==1.1.6.2
-types-toml==0.10.8.20240310
-typing-inspect==0.9.0
-typing_extensions==4.12.2
-tzdata==2024.2
-tzlocal==5.2
-uc-micro-py==1.0.3
-universal_pathlib==0.2.5
-uritemplate==4.1.1
-urllib3==2.2.3
-userpath==1.9.2
-uv==0.4.29
-validators==0.33.0
-vertica-python==1.4.0
-vine==5.1.0
-virtualenv==20.28.0
-watchtower==3.3.1
-wcwidth==0.2.13
-weaviate-client==4.8.0
-websocket-client==1.8.0
-wheel==0.45.1
-wirerope==0.4.8
-wrapt==1.17.0
-xmlsec==1.3.14
-xmltodict==0.14.2
-yamllint==1.35.1
-yandex-query-client==0.1.4
-yandexcloud==0.328.0
-yarl==1.18.3
-ydb-dbapi==0.1.5
-ydb==3.18.10
-zeep==4.3.1
-zenpy==2.0.56
-zipp==3.21.0
-zope.event==5.0
-zope.interface==7.2
-zstandard==0.23.0
diff --git a/airflow/stackable/constraints/2.10.4/build-constraints-python3.12.txt b/airflow/stackable/constraints/3.0.6/build-constraints-python3.12.txt
similarity index 100%
rename from airflow/stackable/constraints/2.10.4/build-constraints-python3.12.txt
rename to airflow/stackable/constraints/3.0.6/build-constraints-python3.12.txt
diff --git a/airflow/stackable/constraints/3.0.6/constraints-python3.12.txt b/airflow/stackable/constraints/3.0.6/constraints-python3.12.txt
new file mode 100644
index 000000000..904a717b6
--- /dev/null
+++ b/airflow/stackable/constraints/3.0.6/constraints-python3.12.txt
@@ -0,0 +1,834 @@
+
+#
+# This constraints file was automatically generated on 2025-08-23T18:07:04.578460
+# via `uv pip install --resolution highest` for the "v3-0-test" branch of Airflow.
+# This variant of constraints install uses the HEAD of the branch version for 'apache-airflow' but installs
+# the providers from PIP-released packages at the moment of the constraint generation.
+#
+# Those constraints are actually those that regular users use to install released version of Airflow.
+# We also use those constraints after "apache-airflow" is released and the constraints are tagged with
+# "constraints-X.Y.Z" tag to build the production image for that version.
+#
+# This constraints file is meant to be used only in the "apache-airflow" installation command and not
+# in all subsequent pip commands. By using a constraints.txt file, we ensure that solely the Airflow
+# installation step is reproducible. Subsequent pip commands may install packages that would have
+# been incompatible with the constraints used in Airflow reproducible installation step. Finally, pip
+# commands that might change the installed version of apache-airflow should include "apache-airflow==X.Y.Z"
+# in the list of install targets to prevent Airflow accidental upgrade or downgrade.
+#
+# Typical installation process of airflow for Python 3.9 is (with random selection of extras and custom
+# dependencies added), usually consists of two steps:
+#
+# 1. Reproducible installation of airflow with selected providers (note constraints are used):
+#
+# pip install "apache-airflow[celery,cncf.kubernetes,google,amazon,snowflake]==X.Y.Z" \
+#     --constraint \
+#    "https://raw.githubusercontent.com/apache/airflow/constraints-X.Y.Z/constraints-3.12.txt"
+#
+# 2. Installing own dependencies that are potentially not matching the constraints (note constraints are not
+#    used, and apache-airflow==X.Y.Z is used to make sure there is no accidental airflow upgrade/downgrade.
+#
+# pip install "apache-airflow==X.Y.Z" "snowflake-connector-python[pandas]=N.M.O"
+#
+APScheduler==3.11.0
+Authlib==1.6.2
+Deprecated==1.2.18
+Events==0.5
+Flask-AppBuilder==4.6.3
+Flask-Babel==2.0.0
+Flask-JWT-Extended==4.7.1
+Flask-Limiter==3.12
+Flask-Login==0.6.3
+Flask-SQLAlchemy==2.5.1
+Flask-Session==0.5.0
+Flask-WTF==1.2.2
+Flask==2.2.5
+GitPython==3.1.45
+JayDeBeApi==1.2.3
+Jinja2==3.1.6
+Mako==1.3.10
+Markdown==3.8.2
+MarkupSafe==3.0.2
+PyAthena==3.17.1
+PyGithub==2.7.0
+PyHive==0.7.0
+PyJWT==2.10.1
+PyMySQL==1.1.1
+PyNaCl==1.5.0
+PyYAML==6.0.2
+Pygments==2.19.2
+SQLAlchemy-JSONField==1.0.2
+SQLAlchemy-Utils==0.41.2
+SQLAlchemy==1.4.54
+SecretStorage==3.3.3
+Sphinx==8.2.3
+WTForms==3.2.1
+Werkzeug==2.2.3
+a2wsgi==1.10.10
+adal==1.2.7
+adlfs==2024.12.0
+aiobotocore==2.24.1
+aiofiles==24.1.0
+aiohappyeyeballs==2.6.1
+aiohttp-cors==0.8.1
+aiohttp==3.12.15
+aioitertools==0.12.0
+aiomysql==0.2.0
+aioresponses==0.7.8
+aiosignal==1.4.0
+aiosqlite==0.21.0
+airbyte-api==0.52.2
+alabaster==1.0.0
+alembic==1.16.4
+alibabacloud-adb20211201==3.2.0
+alibabacloud-credentials-api==1.0.0
+alibabacloud-credentials==1.0.2
+alibabacloud-tea-openapi==0.4.1
+alibabacloud-tea==0.4.3
+alibabacloud_endpoint_util==0.0.4
+alibabacloud_gateway_spi==0.0.3
+alibabacloud_openapi_util==0.2.2
+alibabacloud_tea_util==0.3.13
+alibabacloud_tea_xml==0.0.3
+aliyun-python-sdk-core==2.16.0
+aliyun-python-sdk-kms==2.16.5
+amqp==5.3.1
+analytics-python==1.2.9
+annotated-types==0.7.0
+ansicolors==1.1.8
+anyio==4.10.0
+apache-airflow-providers-airbyte==5.2.3
+apache-airflow-providers-alibaba==3.2.2
+apache-airflow-providers-amazon==9.12.0
+apache-airflow-providers-apache-beam==6.1.3
+apache-airflow-providers-apache-cassandra==3.8.2
+apache-airflow-providers-apache-drill==3.1.2
+apache-airflow-providers-apache-druid==4.3.0
+apache-airflow-providers-apache-flink==1.7.2
+apache-airflow-providers-apache-hdfs==4.10.2
+apache-airflow-providers-apache-hive==9.1.2
+apache-airflow-providers-apache-iceberg==1.3.2
+apache-airflow-providers-apache-impala==1.7.2
+apache-airflow-providers-apache-kafka==1.10.2
+apache-airflow-providers-apache-kylin==3.9.2
+apache-airflow-providers-apache-livy==4.4.2
+apache-airflow-providers-apache-pig==4.7.2
+apache-airflow-providers-apache-pinot==4.8.2
+apache-airflow-providers-apache-spark==5.3.2
+apache-airflow-providers-apprise==2.1.2
+apache-airflow-providers-arangodb==2.8.2
+apache-airflow-providers-asana==2.10.2
+apache-airflow-providers-atlassian-jira==3.1.2
+apache-airflow-providers-celery==3.12.2
+apache-airflow-providers-cloudant==4.2.2
+apache-airflow-providers-cncf-kubernetes==10.7.0
+apache-airflow-providers-cohere==1.5.3
+apache-airflow-providers-common-compat==1.7.3
+apache-airflow-providers-common-io==1.6.2
+apache-airflow-providers-common-messaging==1.0.5
+apache-airflow-providers-common-sql==1.27.5
+apache-airflow-providers-databricks==7.7.1
+apache-airflow-providers-datadog==3.9.2
+apache-airflow-providers-dbt-cloud==4.4.2
+apache-airflow-providers-dingding==3.8.2
+apache-airflow-providers-discord==3.10.2
+apache-airflow-providers-docker==4.4.2
+apache-airflow-providers-edge3==1.1.3
+apache-airflow-providers-elasticsearch==6.3.2
+apache-airflow-providers-exasol==4.8.2
+apache-airflow-providers-fab==2.4.1
+apache-airflow-providers-facebook==3.8.2
+apache-airflow-providers-ftp==3.13.2
+apache-airflow-providers-git==0.0.6
+apache-airflow-providers-github==2.9.2
+apache-airflow-providers-google==17.1.0
+apache-airflow-providers-grpc==3.8.2
+apache-airflow-providers-hashicorp==4.3.2
+apache-airflow-providers-http==5.3.3
+apache-airflow-providers-imap==3.9.2
+apache-airflow-providers-influxdb==2.9.3
+apache-airflow-providers-jdbc==5.2.2
+apache-airflow-providers-jenkins==4.1.2
+apache-airflow-providers-microsoft-azure==12.6.1
+apache-airflow-providers-microsoft-mssql==4.3.2
+apache-airflow-providers-microsoft-psrp==3.1.2
+apache-airflow-providers-microsoft-winrm==3.11.0
+apache-airflow-providers-mongo==5.2.2
+apache-airflow-providers-mysql==6.3.3
+apache-airflow-providers-neo4j==3.10.0
+apache-airflow-providers-odbc==4.10.2
+apache-airflow-providers-openai==1.6.2
+apache-airflow-providers-openfaas==3.8.2
+apache-airflow-providers-openlineage==2.6.1
+apache-airflow-providers-opensearch==1.7.2
+apache-airflow-providers-opsgenie==5.9.2
+apache-airflow-providers-oracle==4.1.3
+apache-airflow-providers-pagerduty==5.0.2
+apache-airflow-providers-papermill==3.11.2
+apache-airflow-providers-pgvector==1.5.2
+apache-airflow-providers-pinecone==2.3.3
+apache-airflow-providers-postgres==6.2.3
+apache-airflow-providers-presto==5.9.2
+apache-airflow-providers-qdrant==1.4.3
+apache-airflow-providers-redis==4.2.0
+apache-airflow-providers-salesforce==5.11.2
+apache-airflow-providers-samba==4.10.3
+apache-airflow-providers-segment==3.8.2
+apache-airflow-providers-sendgrid==4.1.3
+apache-airflow-providers-sftp==5.3.4
+apache-airflow-providers-singularity==3.8.2
+apache-airflow-providers-slack==9.1.4
+apache-airflow-providers-smtp==2.2.0
+apache-airflow-providers-snowflake==6.4.0
+apache-airflow-providers-sqlite==4.1.2
+apache-airflow-providers-ssh==4.1.3
+apache-airflow-providers-standard==1.6.0
+apache-airflow-providers-tableau==5.2.0
+apache-airflow-providers-telegram==4.8.2
+apache-airflow-providers-teradata==3.2.1
+apache-airflow-providers-trino==6.3.3
+apache-airflow-providers-vertica==4.1.2
+apache-airflow-providers-weaviate==3.2.2
+apache-airflow-providers-yandex==4.2.0
+apache-airflow-providers-ydb==2.2.2
+apache-airflow-providers-zendesk==4.10.2
+apache-beam==2.67.0
+apispec==6.8.2
+apprise==1.9.4
+argcomplete==3.6.2
+arro3-core==0.6.1
+asana==5.2.1
+asgiref==3.9.1
+asn1crypto==1.5.1
+astroid==3.3.11
+asttokens==3.0.0
+asyncpg==0.30.0
+asyncssh==2.21.0
+atlasclient==1.0.0
+atlassian-python-api==4.0.7
+attrs==25.3.0
+aws-sam-translator==1.99.0
+aws-xray-sdk==2.14.0
+awswrangler==3.12.1
+azure-batch==14.2.0
+azure-common==1.1.28
+azure-core==1.35.0
+azure-cosmos==4.9.0
+azure-datalake-store==0.0.53
+azure-identity==1.24.0
+azure-keyvault-secrets==4.10.0
+azure-kusto-data==5.0.5
+azure-mgmt-containerinstance==10.1.0
+azure-mgmt-containerregistry==14.0.0
+azure-mgmt-core==1.6.0
+azure-mgmt-cosmosdb==9.8.0
+azure-mgmt-datafactory==9.2.0
+azure-mgmt-datalake-nspkg==3.0.1
+azure-mgmt-datalake-store==0.5.0
+azure-mgmt-nspkg==3.0.2
+azure-mgmt-resource==24.0.0
+azure-mgmt-storage==23.0.1
+azure-nspkg==3.0.2
+azure-servicebus==7.14.2
+azure-storage-blob==12.26.0
+azure-storage-file-datalake==12.21.0
+azure-storage-file-share==12.22.0
+azure-synapse-artifacts==0.20.0
+azure-synapse-spark==0.7.0
+babel==2.17.0
+backoff==2.2.1
+bcrypt==4.3.0
+beautifulsoup4==4.13.4
+billiard==4.2.1
+bitarray==3.6.1
+black==25.1.0
+bleach==6.2.0
+blinker==1.9.0
+boto3==1.39.11
+botocore==1.39.11
+build==1.3.0
+cachelib==0.13.0
+cachetools==5.5.2
+cadwyn==5.4.4
+cassandra-driver==3.29.2
+cattrs==25.1.1
+celery==5.5.2
+certifi==2025.8.3
+cffi==1.17.1
+cfgv==3.4.0
+cfn-lint==1.39.0
+chardet==5.2.0
+charset-normalizer==3.4.3
+checksumdir==1.3.0
+ciso8601==2.3.3
+click-didyoumean==0.3.1
+click-plugins==1.1.1.2
+click-repl==0.3.0
+click==8.2.1
+clickclick==20.10.2
+cloudpickle==3.1.1
+cohere==5.17.0
+colorama==0.4.6
+colorful==0.5.7
+colorlog==6.9.0
+comm==0.2.3
+confluent-kafka==2.11.1
+connexion==2.14.2
+coverage==7.10.5
+crcmod==1.7
+cron-descriptor==1.4.5
+croniter==6.0.0
+cryptography==42.0.8
+curlify==3.0.0
+darabonba-core==1.0.3
+databricks-sql-connector==4.1.2
+databricks-sqlalchemy==1.0.2
+dataclasses-json==0.6.7
+datadog==0.52.1
+db-dtypes==1.4.3
+debugpy==1.8.16
+decorator==5.2.1
+defusedxml==0.7.1
+deltalake==1.1.4
+deprecation==2.1.0
+diagrams==0.24.4
+dill==0.3.1.1
+distlib==0.4.0
+distro==1.9.0
+dnspython==2.7.0
+docker==7.1.0
+docopt==0.6.2
+docstring_parser==0.17.0
+docutils==0.21.2
+duckdb==1.3.2
+durationpy==0.10
+elastic-transport==8.17.1
+elasticsearch==8.19.0
+email_validator==2.2.0
+entrypoints==0.4
+eralchemy2==1.4.1
+et_xmlfile==2.0.0
+eventlet==0.40.2
+execnet==2.1.1
+executing==2.2.0
+facebook_business==23.0.1
+fastapi-cli==0.0.8
+fastapi-cloud-cli==0.1.5
+fastapi==0.116.1
+fastavro==1.12.0
+fasteners==0.20
+fastjsonschema==2.21.2
+filelock==3.19.1
+flit==3.12.0
+flit_core==3.12.0
+flower==2.0.1
+frozenlist==1.7.0
+fsspec==2025.7.0
+future==1.0.0
+gcloud-aio-auth==5.4.2
+gcloud-aio-bigquery==7.1.0
+gcloud-aio-storage==9.5.0
+gcsfs==2025.7.0
+geomet==0.2.1.post1
+gevent==25.5.1
+gitdb==4.0.12
+google-ads==28.0.0
+google-analytics-admin==0.24.1
+google-api-core==2.25.1
+google-api-python-client==2.179.0
+google-auth-httplib2==0.2.0
+google-auth-oauthlib==1.2.2
+google-auth==2.40.3
+google-cloud-aiplatform==1.110.0
+google-cloud-alloydb==0.4.8
+google-cloud-appengine-logging==1.6.2
+google-cloud-audit-log==0.3.2
+google-cloud-automl==2.16.4
+google-cloud-batch==0.17.36
+google-cloud-bigquery-datatransfer==3.19.2
+google-cloud-bigquery-storage==2.32.0
+google-cloud-bigquery==3.36.0
+google-cloud-bigtable==2.32.0
+google-cloud-build==3.31.3
+google-cloud-compute==1.35.0
+google-cloud-container==2.59.0
+google-cloud-core==2.4.3
+google-cloud-datacatalog==3.27.1
+google-cloud-dataflow-client==0.9.0
+google-cloud-dataform==0.6.2
+google-cloud-dataplex==2.11.0
+google-cloud-dataproc-metastore==1.19.0
+google-cloud-dataproc==5.21.0
+google-cloud-dlp==3.31.0
+google-cloud-kms==3.5.1
+google-cloud-language==2.17.2
+google-cloud-logging==3.12.1
+google-cloud-managedkafka==0.1.12
+google-cloud-memcache==1.12.2
+google-cloud-monitoring==2.27.2
+google-cloud-orchestration-airflow==1.17.5
+google-cloud-os-login==2.17.2
+google-cloud-pubsub==2.31.1
+google-cloud-redis==2.18.1
+google-cloud-resource-manager==1.14.2
+google-cloud-run==0.10.19
+google-cloud-secret-manager==2.24.0
+google-cloud-spanner==3.57.0
+google-cloud-speech==2.33.0
+google-cloud-storage-transfer==1.17.0
+google-cloud-storage==2.19.0
+google-cloud-tasks==2.19.3
+google-cloud-texttospeech==2.27.0
+google-cloud-translate==3.21.1
+google-cloud-videointelligence==2.16.2
+google-cloud-vision==3.10.2
+google-cloud-workflows==1.18.2
+google-crc32c==1.7.1
+google-genai==1.31.0
+google-resumable-media==2.7.2
+googleapis-common-protos==1.70.0
+graphql-core==3.2.6
+graphviz==0.21
+greenlet==3.2.4
+grpc-google-iam-v1==0.14.2
+grpc-interceptor==0.15.4
+grpcio-gcp==0.2.2
+grpcio-status==1.62.3
+grpcio-tools==1.62.3
+grpcio==1.65.5
+gssapi==1.9.0
+gunicorn==23.0.0
+h11==0.16.0
+h2==4.2.0
+hatch==1.14.1
+hatchling==1.27.0
+hdfs==2.7.3
+hf-xet==1.1.8
+hmsclient==0.1.1
+hpack==4.1.0
+httpcore==1.0.9
+httplib2==0.22.0
+httptools==0.6.4
+httpx-sse==0.4.0
+httpx==0.28.1
+huggingface-hub==0.34.4
+humanize==4.12.3
+hvac==2.3.0
+hyperframe==6.1.0
+hyperlink==21.0.0
+ibm-cloud-sdk-core==3.24.2
+ibmcloudant==0.10.5
+icdiff==2.0.7
+id==1.5.0
+identify==2.6.13
+idna==3.10
+ijson==3.4.0
+imagesize==1.4.1
+immutabledict==4.2.1
+importlib_metadata==8.4.0
+impyla==0.22.0
+incremental==24.7.2
+inflection==0.5.1
+influxdb-client==1.49.0
+iniconfig==2.1.0
+inputimeout==1.0.4
+ipdb==0.13.13
+ipykernel==6.30.1
+ipython==9.4.0
+ipython_pygments_lexers==1.1.1
+isodate==0.7.2
+itsdangerous==2.2.0
+jaraco.classes==3.4.0
+jaraco.context==6.0.1
+jaraco.functools==4.3.0
+jedi==0.19.2
+jeepney==0.9.0
+jiter==0.10.0
+jmespath==0.10.0
+joblib==1.5.1
+joserfc==1.2.2
+jpype1==1.6.0
+jsonpatch==1.33
+jsonpath-ng==1.7.0
+jsonpath-python==1.0.6
+jsonpickle==3.4.2
+jsonpointer==3.0.0
+jsonschema-path==0.3.4
+jsonschema-specifications==2025.4.1
+jsonschema==4.25.1
+jupyter_client==8.6.3
+jupyter_core==5.8.1
+jupyterlab_pygments==0.3.0
+kerberos==1.3.1
+keyring==25.6.0
+keyrings.alt==5.0.2
+kgb==7.2
+kombu==5.5.4
+krb5==0.7.1
+kubernetes==32.0.1
+kubernetes_asyncio==32.3.2
+kylinpy==2.8.4
+lazy-object-proxy==1.12.0
+libcst==1.8.2
+limits==5.5.0
+linkify-it-py==2.0.3
+litellm==1.75.9
+lockfile==0.12.2
+looker-sdk==25.10.0
+lxml==5.4.0
+lz4==4.4.4
+markdown-it-py==4.0.0
+marshmallow-sqlalchemy==1.4.2
+marshmallow==3.26.1
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mergedeep==1.3.4
+methodtools==0.4.7
+microsoft-kiota-abstractions==1.9.6
+microsoft-kiota-authentication-azure==1.9.6
+microsoft-kiota-http==1.9.6
+microsoft-kiota-serialization-json==1.9.6
+microsoft-kiota-serialization-text==1.9.6
+milvus-lite==2.5.1
+mistune==3.1.3
+mmh3==5.2.0
+mongomock==4.3.0
+more-itertools==10.7.0
+moto==5.1.10
+mpmath==1.3.0
+msal-extensions==1.3.1
+msal==1.33.0
+msgpack==1.1.1
+msgraph-core==1.3.5
+msgspec==0.19.0
+msrest==0.7.1
+msrestazure==0.6.4.post1
+multi_key_dict==2.0.3
+multidict==6.6.4
+mypy-boto3-appflow==1.40.0
+mypy-boto3-rds==1.40.16
+mypy-boto3-redshift-data==1.40.0
+mypy-boto3-s3==1.40.0
+mypy==1.9.0
+mypy_extensions==1.1.0
+mysql-connector-python==9.4.0
+mysqlclient==2.2.7
+nbclient==0.10.2
+nbconvert==7.16.6
+nbformat==5.10.4
+neo4j==5.28.2
+nest-asyncio==1.6.0
+networkx==3.5
+nh3==0.3.0
+nodeenv==1.9.1
+numpy==1.26.4
+oauthlib==3.3.1
+objsize==0.7.1
+openai==1.101.0
+openapi-schema-validator==0.6.3
+openapi-spec-validator==0.7.2
+opencensus-context==0.1.3
+opencensus==0.11.4
+openlineage-integration-common==1.37.0
+openlineage-python==1.37.0
+openlineage_sql==1.37.0
+openpyxl==3.1.5
+opensearch-py==3.0.0
+opentelemetry-api==1.27.0
+opentelemetry-exporter-otlp-proto-common==1.27.0
+opentelemetry-exporter-otlp-proto-grpc==1.27.0
+opentelemetry-exporter-otlp-proto-http==1.27.0
+opentelemetry-exporter-otlp==1.27.0
+opentelemetry-exporter-prometheus==0.48b0
+opentelemetry-proto==1.27.0
+opentelemetry-sdk==1.27.0
+opentelemetry-semantic-conventions==0.48b0
+opsgenie-sdk==2.1.5
+oracledb==3.3.0
+ordered-set==4.1.0
+orjson==3.11.2
+oss2==2.19.1
+packaging==25.0
+pagerduty==4.0.1
+pandas-gbq==0.29.2
+pandas-stubs==2.3.0.250703
+pandas==2.1.4
+pandocfilters==1.5.1
+papermill==2.6.0
+paramiko==3.5.1
+parso==0.8.5
+pathable==0.4.4
+pathspec==0.12.1
+pbr==7.0.1
+pdbr==0.9.2
+pdpyras==5.4.1
+pendulum==3.1.0
+pexpect==4.9.0
+pgvector==0.4.1
+pinecone-plugin-assistant==1.7.0
+pinecone-plugin-interface==0.0.7
+pinecone==7.0.1
+pinotdb==5.7.0
+pipdeptree==2.28.0
+platformdirs==4.3.8
+pluggy==1.6.0
+ply==3.11
+plyvel==1.5.1
+polars==1.32.3
+portalocker==3.2.0
+pprintpp==0.4.0
+pre_commit==4.3.0
+prek==0.1.2
+presto-python-client==0.8.4
+prison==0.2.1
+prometheus_client==0.22.1
+prompt_toolkit==3.0.51
+propcache==0.3.2
+proto-plus==1.26.1
+protobuf==4.25.8
+psutil==7.0.0
+psycopg2-binary==2.9.10
+ptyprocess==0.7.0
+pure-sasl==0.6.2
+pure_eval==0.2.3
+py-partiql-parser==0.6.1
+py-spy==0.4.1
+py4j==0.10.9.9
+pyOpenSSL==25.1.0
+pyarrow-hotfix==0.7
+pyarrow==18.1.0
+pyasn1==0.6.1
+pyasn1_modules==0.4.1
+pycountry==24.6.1
+pycparser==2.22
+pycryptodome==3.23.0
+pydantic==2.11.7
+pydantic_core==2.33.2
+pydata-google-auth==1.9.1
+pydot==1.4.2
+pydruid==0.6.9
+pyenchant==3.2.2
+pyexasol==0.27.0
+pygraphviz==1.14
+pyiceberg==0.9.1
+pykerberos==1.2.4
+pymilvus==2.5.15
+pymongo==4.14.1
+pymssql==2.3.7
+pyodbc==5.2.0
+pyodps==0.12.4.1
+pyparsing==3.2.3
+pyproject_hooks==1.2.0
+pypsrp==0.8.1
+pyspark==4.0.0
+pyspnego==0.11.2
+pytest-asyncio==0.25.0
+pytest-cov==6.2.1
+pytest-custom-exit-code==0.3.0
+pytest-icdiff==0.9
+pytest-instafail==0.5.0
+pytest-mock==3.14.1
+pytest-rerunfailures==15.1
+pytest-timeouts==1.2.1
+pytest-unordered==0.7.0
+pytest-xdist==3.8.0
+pytest==8.4.1
+python-arango==8.2.2
+python-daemon==3.1.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.1.1
+python-http-client==3.3.7
+python-jenkins==1.8.3
+python-ldap==3.4.4
+python-multipart==0.0.20
+python-on-whales==0.78.0
+python-slugify==8.0.4
+python-telegram-bot==22.3
+python3-saml==1.16.0
+pytz==2025.2
+pywinrm==0.5.0
+pyzmq==27.0.2
+qdrant-client==1.15.1
+ray==2.47.1
+reactivex==4.0.4
+readme_renderer==44.0
+redis==5.3.1
+redshift-connector==2.1.8
+referencing==0.36.2
+regex==2025.7.34
+requests-file==2.1.0
+requests-kerberos==0.15.0
+requests-mock==1.12.1
+requests-oauthlib==2.0.0
+requests-toolbelt==1.0.0
+requests==2.32.5
+requests_ntlm==1.3.0
+responses==0.25.8
+restructuredtext_lint==1.4.0
+retryhttp==1.3.3
+rfc3339-validator==0.1.4
+rfc3986==2.0.0
+rich-argparse==1.7.1
+rich-click==1.8.9
+rich-toolkit==0.15.0
+rich==13.9.4
+rignore==0.6.4
+roman-numerals-py==3.1.0
+rpds-py==0.27.0
+rsa==4.9.1
+ruamel.yaml.clib==0.2.12
+ruamel.yaml==0.18.15
+ruff==0.12.1
+s3fs==2025.7.0
+s3transfer==0.13.1
+sagemaker_studio==1.0.21
+scikit-learn==1.7.1
+scipy==1.16.1
+scramp==1.4.6
+scrapbook==0.5.0
+segment-analytics-python==2.3.4
+semver==3.0.4
+sendgrid==6.11.0
+sentinels==1.1.1
+sentry-sdk==2.35.0
+setproctitle==1.3.6
+setuptools==80.9.0
+shapely==2.1.1
+shellingham==1.5.4
+simple-salesforce==1.12.9
+six==1.17.0
+slack_sdk==3.36.0
+smart_open==7.3.0.post1
+smbprotocol==1.15.0
+smmap==5.0.2
+sniffio==1.3.1
+snowballstemmer==3.0.1
+snowflake-connector-python==3.17.2
+snowflake-sqlalchemy==1.7.6
+sortedcontainers==2.4.0
+soupsieve==2.7
+sphinx-argparse==0.5.2
+sphinx-autoapi==3.6.0
+sphinx-autobuild==2024.10.3
+sphinx-copybutton==0.5.2
+sphinx-jinja==2.0.2
+sphinx-rtd-theme==3.0.2
+sphinx_design==0.6.1
+sphinxcontrib-applehelp==2.0.0
+sphinxcontrib-devhelp==2.0.0
+sphinxcontrib-htmlhelp==2.1.0
+sphinxcontrib-httpdomain==1.8.1
+sphinxcontrib-jquery==4.1
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-qthelp==2.0.0
+sphinxcontrib-redoc==1.6.0
+sphinxcontrib-serializinghtml==2.0.0
+sphinxcontrib-spelling==8.0.1
+spython==0.3.14
+sqlalchemy-bigquery==1.15.0
+sqlalchemy-spanner==1.15.0
+sqlalchemy_drill==1.1.9
+sqlparse==0.5.3
+sshtunnel==0.4.0
+stack-data==0.6.3
+starkbank-ecdsa==2.2.0
+starlette==0.47.2
+statsd==4.0.1
+std-uritemplate==2.0.5
+strictyaml==1.7.3
+structlog==25.4.0
+svcs==25.1.0
+sympy==1.14.0
+tableauserverclient==0.38
+tabulate==0.9.0
+tenacity==9.1.2
+teradatasql==20.0.0.37
+teradatasqlalchemy==20.0.0.6
+termcolor==3.1.0
+text-unidecode==1.3
+threadpoolctl==3.6.0
+thrift-sasl==0.4.3
+thrift==0.16.0
+tiktoken==0.11.0
+time-machine==2.19.0
+tinycss2==1.4.0
+tokenizers==0.21.4
+tomli_w==1.2.0
+tomlkit==0.13.3
+tornado==6.5.2
+towncrier==24.8.0
+tqdm==4.67.1
+traitlets==5.14.3
+trino==0.336.0
+trove-classifiers==2025.8.6.13
+twine==6.1.0
+typer==0.16.1
+types-Deprecated==1.2.15.20250304
+types-Markdown==3.8.0.20250809
+types-PyMySQL==1.1.0.20250822
+types-PyYAML==6.0.12.20250822
+types-aiofiles==24.1.0.20250822
+types-certifi==2021.10.8.3
+types-cffi==1.17.0.20250822
+types-croniter==6.0.0.20250809
+types-docutils==0.22.0.20250822
+types-paramiko==3.5.0.20250801
+types-protobuf==6.30.2.20250822
+types-pyOpenSSL==24.1.0.20240722
+types-python-dateutil==2.9.0.20250822
+types-python-slugify==8.0.2.20240310
+types-pytz==2025.2.0.20250809
+types-redis==4.6.0.20241004
+types-requests==2.32.4.20250809
+types-setuptools==80.9.0.20250822
+types-tabulate==0.9.0.20241207
+types-toml==0.10.8.20240310
+typing-inspect==0.9.0
+typing-inspection==0.4.1
+typing_extensions==4.14.1
+tzdata==2025.2
+tzlocal==5.3.1
+uc-micro-py==1.0.3
+ujson==5.11.0
+universal_pathlib==0.2.6
+uritemplate==4.2.0
+urllib3==2.5.0
+userpath==1.9.2
+uuid6==2025.0.1
+uv==0.8.13
+# Stackable patch:
+# The original version 0.35.0 hard codes the worker timeout to 5s.
+# This has been fixed in 0.37.0 so that the value passed through from Airflow
+# (default 120s) is honoured.
+# See discussion here: https://github.com/apache/airflow/discussions/50170#discussioncomment-13265000.
+# Uvicorn release notes: https://github.com/Kludex/uvicorn/commit/4098bcac97aa0fbda2f4e73278fbbe3b128be940
+uvicorn==0.37.0
+uvloop==0.21.0
+validators==0.35.0
+vertica-python==1.4.0
+vine==5.1.0
+virtualenv==20.34.0
+watchfiles==1.1.0
+watchtower==3.4.0
+wcwidth==0.2.13
+weaviate-client==4.16.9
+webencodings==0.5.1
+websocket-client==1.8.0
+websockets==15.0.1
+wheel==0.45.1
+wirerope==1.0.0
+wrapt==1.17.3
+xmlsec==1.3.16
+xmltodict==0.14.2
+yamllint==1.37.1
+yandex-query-client==0.1.4
+yandexcloud==0.328.0
+yarl==1.20.1
+ydb-dbapi==0.1.14
+ydb==3.21.8
+zeep==4.3.1
+zenpy==2.0.56
+zipp==3.23.0
+zope.event==5.1.1
+zope.interface==7.2
+zstandard==0.24.0