diff --git a/airflow/Dockerfile b/airflow/Dockerfile
index f518903fc..c533321f3 100644
--- a/airflow/Dockerfile
+++ b/airflow/Dockerfile
@@ -168,7 +168,11 @@ uv pip install --no-cache-dir /tmp/opa_auth_manager-0.1.0-py3-none-any.whl
 
 # Create the SBOM for Airflow
 # Important: All `pip install` commands must be above this line, otherwise the SBOM will be incomplete
-cyclonedx-py environment --schema-version 1.5 --outfile /tmp/sbom.json
+if [ "$PRODUCT_VERSION" == "3.1.5" ]; then
+  cyclonedx-py environment --spec-version 1.5 --output-file /tmp/sbom.json
+else
+  cyclonedx-py environment --schema-version 1.5 --outfile /tmp/sbom.json
+fi
 uv pip uninstall cyclonedx-bom
 
 # Break circular dependencies by removing the apache-airflow dependency from the providers
diff --git a/airflow/boil-config.toml b/airflow/boil-config.toml
index 0d81f18a2..c1241ebb4 100644
--- a/airflow/boil-config.toml
+++ b/airflow/boil-config.toml
@@ -1,3 +1,4 @@
+# Deprecated since SDP 25.11
 [versions."2.9.3".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.52.0"
@@ -14,69 +15,76 @@ airflow-extras-other = "async,amazon,celery,cncf.kubernetes,docker,dask,elastics
 opa-auth-manager = "airflow-2"
 nodejs-version = "20"
 
-[versions."2.10.5".local-images]
+# LTS
+[versions."3.0.6".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.52.0"
 stackable-devel = "1.0.0"
 
-[versions."2.10.5".build-arguments]
+[versions."3.0.6".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-other = "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"
-nodejs-version = "20"
 
-[versions."3.0.1".local-images]
-"shared/statsd-exporter" = "0.28.0"
-vector = "0.52.0"
-stackable-devel = "1.0.0"
+# Airflow extras are defined in separate lists to make them easier to check against the links below. The lists will be concatenated and duplicates removed in the dockerfile.
+# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#core-airflow-extras
+airflow-extras-core = "async,graphviz,kerberos,otel,sentry,standard,statsd"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#meta-airflow-package-extras
+airflow-extras-meta = "aiobotocore,cloudpickle,github-enterprise,google-auth,graphviz,ldap,leveldb,pandas,polars,rabbitmq,s3fs,saml,uv"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#apache-software-extras
+airflow-extras-provider-apache = "apache-beam,apache-cassandra,apache-drill,apache-druid,apache-flink,apache-hdfs,apache-hive,apache-iceberg,apache-impala,apache-kafka,apache-kylin,apache-livy,apache-pig,apache-pinot"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#external-services-extras
+airflow-extras-external-services = "airbyte,alibaba,apprise,amazon,asana,atlassian-jira,microsoft-azure,cloudant,cohere,databricks,datadog,dbt-cloud,dingding,discord,facebook,github,google,hashicorp,openai,opsgenie,pagerduty,pgvector,pinecone,qdrant,salesforce,sendgrid,segment,slack,snowflake,tableau,tabular,telegram,vertica,weaviate,yandex,ydb,zendesk"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#locally-installed-software-extras
+airflow-extras-locally-installed-software = "arangodb,celery,cncf-kubernetes,docker,edge3,elasticsearch,exasol,fab,git,github,influxdb,jenkins,mongo,microsoft-mssql,neo4j,odbc,openfaas,oracle,postgres,presto,redis,samba,singularity,teradata,trino"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#other-extras
+airflow-extras-other = "common-compat,common-io,common-messaging,common-sql,ftp,grpc,http,imap,jdbc,microsoft-psrp,microsoft-winrm,openlineage,opensearch,papermill,sftp,smtp,sqlite,ssh"
 
-[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-other = "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"
 nodejs-version = "20"
 
-[versions."3.0.6".local-images]
+# Supported
+[versions."3.1.5".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.52.0"
 stackable-devel = "1.0.0"
 
-[versions."3.0.6".build-arguments]
+[versions."3.1.5".build-arguments]
+# NOTE (@Techassi): Maybe this version can be bumped
 python-version = "3.12"
-git-sync-version = "v4.4.1"
-s3fs-version = "2024.9.0"
-cyclonedx-bom-version = "6.0.0"
+git-sync-version = "v4.5.1"
+s3fs-version = "2026.1.0"
+cyclonedx-bom-version = "7.2.1"
 tini-version = "0.19.0"
-uv-version = "0.7.8"
+# NOTE (@Techassi): Maybe this version can be bumped
+uv-version = "0.7.22"
 
 # Airflow extras are defined in separate lists to make them easier to check against the links below. The lists will be concatenated and duplicates removed in the dockerfile.
-# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#core-airflow-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#core-airflow-extras
 airflow-extras-core = "async,graphviz,kerberos,otel,sentry,standard,statsd"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#meta-airflow-package-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#meta-airflow-package-extras
 airflow-extras-meta = "aiobotocore,cloudpickle,github-enterprise,google-auth,graphviz,ldap,leveldb,pandas,polars,rabbitmq,s3fs,saml,uv"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#apache-software-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#apache-software-extras
 airflow-extras-provider-apache = "apache-beam,apache-cassandra,apache-drill,apache-druid,apache-flink,apache-hdfs,apache-hive,apache-iceberg,apache-impala,apache-kafka,apache-kylin,apache-livy,apache-pig,apache-pinot"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#external-services-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#external-services-extras
 airflow-extras-external-services = "airbyte,alibaba,apprise,amazon,asana,atlassian-jira,microsoft-azure,cloudant,cohere,databricks,datadog,dbt-cloud,dingding,discord,facebook,github,google,hashicorp,openai,opsgenie,pagerduty,pgvector,pinecone,qdrant,salesforce,sendgrid,segment,slack,snowflake,tableau,tabular,telegram,vertica,weaviate,yandex,ydb,zendesk"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#locally-installed-software-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#locally-installed-software-extras
 airflow-extras-locally-installed-software = "arangodb,celery,cncf-kubernetes,docker,edge3,elasticsearch,exasol,fab,git,github,influxdb,jenkins,mongo,microsoft-mssql,neo4j,odbc,openfaas,oracle,postgres,presto,redis,samba,singularity,teradata,trino"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#other-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#other-extras
 airflow-extras-other = "common-compat,common-io,common-messaging,common-sql,ftp,grpc,http,imap,jdbc,microsoft-psrp,microsoft-winrm,openlineage,opensearch,papermill,sftp,smtp,sqlite,ssh"
 
 opa-auth-manager = "airflow-3"
-nodejs-version = "20"
+nodejs-version = "22"
diff --git a/airflow/stackable/constraints/2.10.5/build-constraints-python3.12.txt b/airflow/stackable/constraints/2.10.5/build-constraints-python3.12.txt
deleted file mode 100644
index 0d2d86dd6..000000000
--- a/airflow/stackable/constraints/2.10.5/build-constraints-python3.12.txt
+++ /dev/null
@@ -1 +0,0 @@
-Cython==3.1.0
diff --git a/airflow/stackable/constraints/2.10.5/constraints-python3.12.txt b/airflow/stackable/constraints/2.10.5/constraints-python3.12.txt
deleted file mode 100644
index 8fa496c54..000000000
--- a/airflow/stackable/constraints/2.10.5/constraints-python3.12.txt
+++ /dev/null
@@ -1,735 +0,0 @@
-
-#
-# This constraints file was automatically generated on 2025-02-03T06:50:29.359836
-# 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==1.3.1
-ConfigUpdater==3.2
-Deprecated==1.2.18
-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==3.10.1
-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==3.1.44
-JayDeBeApi==1.2.3
-Jinja2==3.1.5
-Mako==1.3.8
-Markdown==3.7
-MarkupSafe==3.0.2
-PyAthena==3.12.2
-PyGithub==2.5.0
-PyHive==0.7.0
-PyJWT==2.10.1
-PyMySQL==1.1.1
-PyNaCl==1.5.0
-PyYAML==6.0.2
-Pygments==2.19.1
-SQLAlchemy-JSONField==1.0.2
-SQLAlchemy-Utils==0.41.2
-SQLAlchemy==1.4.54
-SecretStorage==3.3.3
-Sphinx==8.1.3
-WTForms==3.2.1
-Werkzeug==2.2.3
-adal==1.2.7
-adlfs==2024.12.0
-aiobotocore==2.19.0
-aiofiles==23.2.1
-aiohappyeyeballs==2.4.4
-aiohttp==3.11.11
-aioitertools==0.12.0
-aiomysql==0.2.0
-aioresponses==0.7.8
-aiosignal==1.3.2
-aiosqlite==0.20.0
-airbyte-api==0.52.2
-alabaster==1.0.0
-alembic==1.14.1
-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
-anyio==4.8.0
-apache-airflow-providers-airbyte==5.0.0
-apache-airflow-providers-alibaba==3.0.0
-apache-airflow-providers-amazon==9.2.0
-apache-airflow-providers-apache-cassandra==3.7.0
-apache-airflow-providers-apache-drill==3.0.0
-apache-airflow-providers-apache-druid==4.0.0
-apache-airflow-providers-apache-flink==1.6.0
-apache-airflow-providers-apache-hdfs==4.7.0
-apache-airflow-providers-apache-hive==9.0.0
-apache-airflow-providers-apache-iceberg==1.2.0
-apache-airflow-providers-apache-impala==1.6.0
-apache-airflow-providers-apache-kafka==1.7.0
-apache-airflow-providers-apache-kylin==3.8.0
-apache-airflow-providers-apache-livy==4.0.0
-apache-airflow-providers-apache-pig==4.6.0
-apache-airflow-providers-apache-pinot==4.6.0
-apache-airflow-providers-apache-spark==5.0.0
-apache-airflow-providers-apprise==2.0.0
-apache-airflow-providers-arangodb==2.7.0
-apache-airflow-providers-asana==2.7.0
-apache-airflow-providers-atlassian-jira==3.0.0
-apache-airflow-providers-celery==3.10.0
-apache-airflow-providers-cloudant==4.1.0
-apache-airflow-providers-cncf-kubernetes==10.1.0
-apache-airflow-providers-cohere==1.4.0
-apache-airflow-providers-common-compat==1.3.0
-apache-airflow-providers-common-io==1.5.0
-apache-airflow-providers-common-sql==1.21.0
-apache-airflow-providers-databricks==7.0.0
-apache-airflow-providers-datadog==3.8.0
-apache-airflow-providers-dbt-cloud==4.0.0
-apache-airflow-providers-dingding==3.7.0
-apache-airflow-providers-discord==3.9.0
-apache-airflow-providers-docker==4.0.0
-apache-airflow-providers-elasticsearch==6.0.0
-apache-airflow-providers-exasol==4.7.0
-apache-airflow-providers-fab==1.5.2
-apache-airflow-providers-facebook==3.7.0
-apache-airflow-providers-ftp==3.12.0
-apache-airflow-providers-github==2.8.0
-apache-airflow-providers-google==12.0.0
-apache-airflow-providers-grpc==3.7.0
-apache-airflow-providers-hashicorp==4.0.0
-apache-airflow-providers-http==5.0.0
-apache-airflow-providers-imap==3.8.0
-apache-airflow-providers-influxdb==2.8.0
-apache-airflow-providers-jdbc==5.0.0
-apache-airflow-providers-jenkins==4.0.0
-apache-airflow-providers-microsoft-azure==12.0.0
-apache-airflow-providers-microsoft-mssql==4.0.0
-apache-airflow-providers-microsoft-psrp==3.0.0
-apache-airflow-providers-microsoft-winrm==3.7.0
-apache-airflow-providers-mongo==5.0.0
-apache-airflow-providers-mysql==6.0.0
-apache-airflow-providers-neo4j==3.8.0
-apache-airflow-providers-odbc==4.9.0
-apache-airflow-providers-openai==1.5.0
-apache-airflow-providers-openfaas==3.7.0
-apache-airflow-providers-openlineage==2.0.0
-apache-airflow-providers-opensearch==1.6.0
-apache-airflow-providers-opsgenie==5.8.0
-apache-airflow-providers-oracle==4.0.0
-apache-airflow-providers-pagerduty==4.0.0
-apache-airflow-providers-pgvector==1.4.0
-apache-airflow-providers-pinecone==2.2.0
-apache-airflow-providers-postgres==6.0.0
-apache-airflow-providers-presto==5.8.0
-apache-airflow-providers-qdrant==1.3.0
-apache-airflow-providers-redis==4.0.0
-apache-airflow-providers-salesforce==5.9.0
-apache-airflow-providers-samba==4.9.0
-apache-airflow-providers-segment==3.7.0
-apache-airflow-providers-sendgrid==4.0.0
-apache-airflow-providers-sftp==5.0.0
-apache-airflow-providers-singularity==3.7.0
-apache-airflow-providers-slack==9.0.0
-apache-airflow-providers-smtp==1.9.0
-apache-airflow-providers-snowflake==6.0.0
-apache-airflow-providers-sqlite==4.0.0
-apache-airflow-providers-ssh==4.0.0
-apache-airflow-providers-tableau==5.0.0
-apache-airflow-providers-tabular==1.6.1
-apache-airflow-providers-telegram==4.7.0
-apache-airflow-providers-teradata==3.0.0
-apache-airflow-providers-trino==6.0.0
-apache-airflow-providers-vertica==4.0.0
-apache-airflow-providers-weaviate==3.0.0
-apache-airflow-providers-yandex==4.0.0
-apache-airflow-providers-ydb==2.1.0
-apache-airflow-providers-zendesk==4.9.0
-apispec==6.8.1
-apprise==1.9.2
-argcomplete==3.5.3
-asana==3.2.3
-asgiref==3.8.1
-asn1crypto==1.5.1
-astroid==3.3.8
-asttokens==3.0.0
-asyncpg==0.30.0
-asyncssh==2.19.0
-atlasclient==1.0.0
-atlassian-python-api==3.41.19
-attrs==25.1.0
-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==4.6.3
-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==9.1.0
-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==22.0.0
-azure-nspkg==3.0.2
-azure-servicebus==7.13.0
-azure-storage-blob==12.24.1
-azure-storage-file-datalake==12.18.1
-azure-storage-file-share==12.20.1
-azure-synapse-artifacts==0.19.0
-azure-synapse-spark==0.7.0
-babel==2.17.0
-backoff==2.2.1
-bcrypt==4.2.1
-beautifulsoup4==4.13.0
-billiard==4.2.1
-bitarray==2.9.3
-black==25.1.0
-blinker==1.9.0
-boto3==1.36.3
-botocore==1.36.3
-cachelib==0.9.0
-cachetools==5.5.1
-cassandra-driver==3.29.2
-cattrs==24.1.2
-celery==5.4.0
-certifi==2025.1.31
-cffi==1.17.1
-cfgv==3.4.0
-cfn-lint==1.23.1
-cgroupspy==0.2.3
-chardet==5.2.0
-charset-normalizer==3.4.1
-checksumdir==1.2.0
-ciso8601==2.3.2
-click-didyoumean==0.3.1
-click-plugins==1.1.1
-click-repl==0.3.0
-click==8.1.8
-clickclick==20.10.2
-cloudant==2.15.0
-cloudpickle==3.1.1
-cohere==4.57
-colorama==0.4.6
-colorlog==6.9.0
-confluent-kafka==2.8.0
-connexion==2.14.2
-coverage==7.6.10
-crcmod==1.7
-cron-descriptor==1.4.5
-croniter==6.0.0
-cryptography==42.0.8
-curlify==2.2.1
-databricks-sql-connector==4.0.0
-dataclasses-json==0.6.7
-datadog==0.51.0
-db-dtypes==1.4.0
-decorator==5.1.1
-defusedxml==0.7.1
-deltalake==0.24.0
-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==0.21.2
-duckdb==1.1.3
-elastic-transport==8.17.0
-elasticsearch==8.17.1
-email_validator==2.2.0
-eralchemy2==1.4.1
-et_xmlfile==2.0.0
-eventlet==0.39.0
-execnet==2.1.1
-executing==2.2.0
-facebook_business==21.0.5
-fastavro==1.10.0
-filelock==3.17.0
-flower==2.0.1
-frozenlist==1.5.0
-fsspec==2025.2.0
-future==1.0.0
-gcloud-aio-auth==5.3.2
-gcloud-aio-bigquery==7.1.0
-gcloud-aio-storage==9.3.0
-gcsfs==2025.2.0
-geomet==0.2.1.post1
-gevent==24.11.1
-gitdb==4.0.12
-google-ads==25.1.0
-google-analytics-admin==0.23.3
-google-api-core==2.24.1
-google-api-python-client==2.160.0
-google-auth-httplib2==0.2.0
-google-auth-oauthlib==1.2.1
-google-auth==2.38.0
-google-cloud-aiplatform==1.79.0
-google-cloud-alloydb==0.4.1
-google-cloud-appengine-logging==1.5.0
-google-cloud-audit-log==0.3.0
-google-cloud-automl==2.15.0
-google-cloud-batch==0.17.33
-google-cloud-bigquery-datatransfer==3.18.0
-google-cloud-bigquery==3.20.1
-google-cloud-bigtable==2.28.1
-google-cloud-build==3.29.0
-google-cloud-compute==1.24.0
-google-cloud-container==2.55.1
-google-cloud-core==2.4.1
-google-cloud-datacatalog==3.24.1
-google-cloud-dataflow-client==0.8.15
-google-cloud-dataform==0.5.14
-google-cloud-dataplex==2.6.0
-google-cloud-dataproc-metastore==1.17.0
-google-cloud-dataproc==5.16.0
-google-cloud-dlp==3.26.0
-google-cloud-kms==3.2.2
-google-cloud-language==2.16.0
-google-cloud-logging==3.11.4
-google-cloud-memcache==1.11.0
-google-cloud-monitoring==2.26.0
-google-cloud-orchestration-airflow==1.16.1
-google-cloud-os-login==2.16.0
-google-cloud-pubsub==2.28.0
-google-cloud-redis==2.17.0
-google-cloud-resource-manager==1.14.0
-google-cloud-run==0.10.14
-google-cloud-secret-manager==2.22.1
-google-cloud-spanner==3.51.0
-google-cloud-speech==2.30.0
-google-cloud-storage-transfer==1.15.0
-google-cloud-storage==2.19.0
-google-cloud-tasks==2.18.0
-google-cloud-texttospeech==2.24.0
-google-cloud-translate==3.19.0
-google-cloud-videointelligence==2.15.0
-google-cloud-vision==3.9.0
-google-cloud-workflows==1.16.0
-google-crc32c==1.6.0
-google-re2==1.1.20240702
-google-resumable-media==2.7.2
-googleapis-common-protos==1.66.0
-graphql-core==3.2.6
-graphviz==0.20.3
-greenlet==3.1.1
-grpc-google-iam-v1==0.14.0
-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==1.70.0
-gssapi==1.9.0
-gunicorn==23.0.0
-h11==0.14.0
-h2==4.2.0
-hatch==1.14.0
-hatchling==1.27.0
-hdfs==2.7.3
-hmsclient==0.1.1
-hpack==4.1.0
-httpcore==1.0.7
-httplib2==0.22.0
-httpx==0.27.0
-humanize==4.11.0
-hvac==2.3.0
-hyperframe==6.1.0
-hyperlink==21.0.0
-ibm-cloud-sdk-core==3.20.3
-ibmcloudant==0.9.1
-icdiff==2.0.7
-id==1.5.0
-identify==2.6.6
-idna==3.10
-ijson==3.3.0
-imagesize==1.4.1
-immutabledict==4.2.1
-importlib-metadata==6.11.0
-impyla==0.20.0
-incremental==24.7.2
-inflection==0.5.1
-influxdb-client==1.48.0
-iniconfig==2.0.0
-ipdb==0.13.13
-ipython==8.32.0
-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==1.0.2
-jpype1==1.5.2
-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==0.3.4
-jsonschema-specifications==2024.10.1
-jsonschema==4.23.0
-keyring==25.6.0
-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==4.0.1
-linkify-it-py==2.0.3
-lockfile==0.12.2
-looker-sdk==25.0.0
-lxml==5.3.0
-lz4==4.4.3
-markdown-it-py==3.0.0
-marshmallow-oneofschema==3.1.1
-marshmallow-sqlalchemy==0.28.2
-marshmallow==3.26.0
-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==5.1.0
-mongomock==4.3.0
-more-itertools==10.6.0
-moto==5.0.11
-mpmath==1.3.0
-msal-extensions==1.2.0
-msal==1.31.1
-msgraph-core==1.2.1
-msrest==0.7.1
-msrestazure==0.6.4.post1
-multi_key_dict==2.0.3
-multidict==6.1.0
-mypy-boto3-appflow==1.36.0
-mypy-boto3-rds==1.36.11
-mypy-boto3-redshift-data==1.36.0
-mypy-boto3-s3==1.36.9
-mypy-extensions==1.0.0
-mypy==1.9.0
-mysql-connector-python==9.2.0
-mysqlclient==2.2.7
-neo4j==5.27.0
-networkx==3.4.2
-nh3==0.2.20
-nodeenv==1.9.1
-numpy==1.26.4
-oauthlib==3.2.2
-openai==1.61.0
-openapi-schema-validator==0.6.3
-openapi-spec-validator==0.7.1
-openlineage-integration-common==1.27.0
-openlineage-python==1.27.0
-openlineage_sql==1.27.0
-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==2.5.1
-ordered-set==4.1.0
-oss2==2.19.1
-packaging==24.2
-pandas-gbq==0.26.1
-pandas-stubs==2.2.3.241126
-pandas==2.1.4
-paramiko==3.5.0
-parso==0.8.4
-pathable==0.4.4
-pathspec==0.12.1
-pbr==6.1.0
-pdpyras==5.4.0
-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==2.25.0
-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==4.1.0
-presto-python-client==0.8.4
-prison==0.2.1
-prometheus_client==0.21.1
-prompt_toolkit==3.0.50
-propcache==0.2.1
-proto-plus==1.26.0
-protobuf==4.25.6
-psutil==6.1.1
-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==19.0.0
-pyasn1==0.6.1
-pyasn1_modules==0.4.0
-pycountry==24.6.1
-pycparser==2.22
-pycryptodome==3.21.0
-pydantic==2.10.6
-pydantic_core==2.27.2
-pydata-google-auth==1.9.1
-pydruid==0.6.9
-pyenchant==3.2.2
-pyexasol==0.27.0
-pygraphviz==1.14
-pyiceberg==0.8.1
-pykerberos==1.2.4
-pymongo==4.11
-pymssql==2.3.2
-pyodbc==5.2.0
-pyparsing==3.2.1
-pypsrp==0.8.1
-pyspark==3.5.4
-pyspnego==0.11.2
-pytest-asyncio==0.25.3
-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==21.10
-python3-saml==1.16.0
-pytz==2025.1
-pywinrm==0.5.0
-qdrant-client==1.13.2
-reactivex==4.0.4
-readme_renderer==44.0
-redis==5.2.1
-redshift-connector==2.1.5
-referencing==0.36.2
-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==0.25.6
-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==2025.2.0
-s3transfer==0.11.2
-scramp==1.4.5
-semver==3.0.4
-sendgrid==6.11.0
-sentinels==1.0.0
-sentry-sdk==2.20.0
-setproctitle==1.3.4
-setuptools==75.8.0
-shapely==2.0.7
-shellingham==1.5.4
-simple-salesforce==1.12.6
-six==1.17.0
-slack_sdk==3.34.0
-smbprotocol==1.15.0
-smmap==5.0.2
-sniffio==1.3.1
-snowballstemmer==2.2.0
-snowflake-connector-python==3.13.2
-snowflake-sqlalchemy==1.7.3
-sortedcontainers==2.4.0
-soupsieve==2.6
-sphinx-airflow-theme==0.2.1
-sphinx-argparse==0.5.2
-sphinx-autoapi==3.4.0
-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==1.12.1
-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==0.36
-tabulate==0.9.0
-tenacity==9.0.0
-teradatasql==20.0.0.23
-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==1.2.0
-tomlkit==0.13.2
-tornado==6.4.2
-towncrier==24.8.0
-tqdm==4.67.1
-traitlets==5.14.3
-trino==0.332.0
-trove-classifiers==2025.1.15.22
-twine==6.1.0
-types-Deprecated==1.2.15.20241117
-types-Markdown==3.7.0.20241204
-types-PyMySQL==1.1.0.20241103
-types-PyYAML==6.0.12.20241230
-types-aiofiles==24.1.0.20241221
-types-certifi==2021.10.8.3
-types-cffi==1.16.0.20241221
-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==2024.2.0.20241221
-types-redis==4.6.0.20241004
-types-requests==2.32.0.20241016
-types-setuptools==75.8.0.20250110
-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==2025.1
-tzlocal==5.2
-uc-micro-py==1.0.3
-universal_pathlib==0.2.6
-uritemplate==4.1.1
-urllib3==2.3.0
-userpath==1.9.2
-uv==0.5.24
-validators==0.34.0
-vertica-python==1.4.0
-vine==5.1.0
-virtualenv==20.29.1
-watchtower==3.3.1
-wcwidth==0.2.13
-weaviate-client==4.9.6
-websocket-client==1.8.0
-wheel==0.45.1
-wirerope==1.0.0
-wrapt==1.17.2
-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==0.1.7
-ydb==3.18.15
-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/3.0.1/build-constraints-python3.12.txt b/airflow/stackable/constraints/3.0.1/build-constraints-python3.12.txt
deleted file mode 100644
index 0d2d86dd6..000000000
--- a/airflow/stackable/constraints/3.0.1/build-constraints-python3.12.txt
+++ /dev/null
@@ -1 +0,0 @@
-Cython==3.1.0
diff --git a/airflow/stackable/constraints/3.0.1/constraints-python3.12.txt b/airflow/stackable/constraints/3.0.1/constraints-python3.12.txt
deleted file mode 100644
index 8a4c64b31..000000000
--- a/airflow/stackable/constraints/3.0.1/constraints-python3.12.txt
+++ /dev/null
@@ -1,829 +0,0 @@
-
-#
-# This constraints file was automatically generated on 2025-05-10T16:44:38.068881
-# 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==1.3.1
-Deprecated==1.2.18
-Events==0.5
-Flask-AppBuilder==4.5.3
-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==3.1.44
-JayDeBeApi==1.2.3
-Jinja2==3.1.6
-Mako==1.3.10
-Markdown==3.8
-MarkupSafe==3.0.2
-PyAthena==3.13.0
-PyGithub==2.6.1
-PyHive==0.7.0
-PyJWT==2.10.1
-PyMySQL==1.1.1
-PyNaCl==1.5.0
-PyYAML==6.0.2
-Pygments==2.19.1
-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==1.10.8
-adal==1.2.7
-adlfs==2024.12.0
-aiobotocore==2.22.0
-aiofiles==24.1.0
-aiohappyeyeballs==2.6.1
-aiohttp-cors==0.8.1
-aiohttp==3.11.18
-aioitertools==0.12.0
-aiologic==0.14.0
-aiomysql==0.2.0
-aioresponses==0.7.8
-aiosignal==1.3.2
-aiosqlite==0.21.0
-airbyte-api==0.52.2
-alabaster==1.0.0
-alembic==1.15.2
-alibabacloud-adb20211201==3.0.3
-alibabacloud-credentials-api==1.0.0
-alibabacloud-credentials==1.0.2
-alibabacloud-tea==0.4.3
-alibabacloud_endpoint_util==0.0.3
-alibabacloud_gateway_spi==0.0.3
-alibabacloud_openapi_util==0.2.2
-alibabacloud_tea_openapi==0.3.15
-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
-ansicolors==1.1.8
-anyio==4.9.0
-apache-airflow-providers-airbyte==5.0.2
-apache-airflow-providers-alibaba==3.0.3
-apache-airflow-providers-amazon==9.7.0
-apache-airflow-providers-apache-beam==6.0.4
-apache-airflow-providers-apache-cassandra==3.7.2
-apache-airflow-providers-apache-drill==3.0.1
-apache-airflow-providers-apache-druid==4.1.1
-apache-airflow-providers-apache-flink==1.6.2
-apache-airflow-providers-apache-hdfs==4.8.1
-apache-airflow-providers-apache-hive==9.0.6
-apache-airflow-providers-apache-iceberg==1.2.1
-apache-airflow-providers-apache-impala==1.6.1
-apache-airflow-providers-apache-kafka==1.8.1
-apache-airflow-providers-apache-kylin==3.8.3
-apache-airflow-providers-apache-livy==4.3.2
-apache-airflow-providers-apache-pig==4.6.1
-apache-airflow-providers-apache-pinot==4.7.0
-apache-airflow-providers-apache-spark==5.2.1
-apache-airflow-providers-apprise==2.0.2
-apache-airflow-providers-arangodb==2.7.4
-apache-airflow-providers-asana==2.9.1
-apache-airflow-providers-atlassian-jira==3.0.2
-apache-airflow-providers-celery==3.10.6
-apache-airflow-providers-cloudant==4.1.1
-# Stackable patch:
-# The 10.4.3 Kubernetes provider shipped with Airflow 3.0.1 has a problem.
-# https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/10.5.0/changelog.html#id1
-# It uses a busybox sidecar container to start tasks using the kubernetes executor
-# Two problems with that:
-# 1) The securityContext says "runAsNonRoot" but the busybox image defaults to root so it fails to be scheduled (at least on a standard OpenShift)
-# 2) The busybox image might not be available on air-gapped clusters
-apache-airflow-providers-cncf-kubernetes==10.5.0
-apache-airflow-providers-cohere==1.4.3
-apache-airflow-providers-common-compat==1.6.1
-apache-airflow-providers-common-io==1.5.4
-apache-airflow-providers-common-messaging==1.0.1
-apache-airflow-providers-common-sql==1.27.0
-apache-airflow-providers-databricks==7.3.2
-apache-airflow-providers-datadog==3.8.3
-apache-airflow-providers-dbt-cloud==4.3.3
-apache-airflow-providers-dingding==3.7.3
-apache-airflow-providers-discord==3.9.5
-apache-airflow-providers-docker==4.3.1
-apache-airflow-providers-edge3==1.0.0
-apache-airflow-providers-elasticsearch==6.2.2
-apache-airflow-providers-exasol==4.7.5
-apache-airflow-providers-fab==2.0.2
-apache-airflow-providers-facebook==3.7.2
-apache-airflow-providers-ftp==3.12.3
-apache-airflow-providers-git==0.0.2
-apache-airflow-providers-github==2.8.3
-apache-airflow-providers-google==15.1.0
-apache-airflow-providers-grpc==3.7.3
-apache-airflow-providers-hashicorp==4.1.1
-apache-airflow-providers-http==5.2.2
-apache-airflow-providers-imap==3.8.3
-apache-airflow-providers-influxdb==2.8.3
-apache-airflow-providers-jdbc==5.1.0
-apache-airflow-providers-jenkins==4.0.4
-apache-airflow-providers-microsoft-azure==12.3.1
-apache-airflow-providers-microsoft-mssql==4.2.2
-apache-airflow-providers-microsoft-psrp==3.0.1
-apache-airflow-providers-microsoft-winrm==3.9.2
-apache-airflow-providers-mongo==5.0.3
-apache-airflow-providers-mysql==6.2.2
-apache-airflow-providers-neo4j==3.8.2
-apache-airflow-providers-odbc==4.9.2
-apache-airflow-providers-openai==1.5.4
-apache-airflow-providers-openfaas==3.7.2
-apache-airflow-providers-openlineage==2.2.0
-apache-airflow-providers-opensearch==1.6.3
-apache-airflow-providers-opsgenie==5.8.3
-apache-airflow-providers-oracle==4.0.3
-apache-airflow-providers-pagerduty==4.0.3
-apache-airflow-providers-papermill==3.10.1
-apache-airflow-providers-pgvector==1.4.1
-apache-airflow-providers-pinecone==2.2.2
-apache-airflow-providers-postgres==6.1.3
-apache-airflow-providers-presto==5.8.4
-apache-airflow-providers-qdrant==1.3.2
-apache-airflow-providers-redis==4.0.2
-apache-airflow-providers-salesforce==5.10.1
-apache-airflow-providers-samba==4.9.2
-apache-airflow-providers-segment==3.7.2
-apache-airflow-providers-sendgrid==4.0.1
-apache-airflow-providers-sftp==5.2.1
-apache-airflow-providers-singularity==3.7.1
-apache-airflow-providers-slack==9.0.5
-apache-airflow-providers-smtp==2.0.3
-apache-airflow-providers-snowflake==6.3.0
-apache-airflow-providers-sqlite==4.0.2
-apache-airflow-providers-ssh==4.0.1
-apache-airflow-providers-standard==1.1.0
-apache-airflow-providers-tableau==5.0.2
-apache-airflow-providers-telegram==4.7.2
-apache-airflow-providers-teradata==3.0.3
-apache-airflow-providers-trino==6.1.2
-apache-airflow-providers-vertica==4.0.1
-apache-airflow-providers-weaviate==3.0.3
-apache-airflow-providers-yandex==4.0.3
-apache-airflow-providers-ydb==2.1.1
-apache-airflow-providers-zendesk==4.9.1
-apache-beam==2.59.0
-apispec==6.8.1
-apprise==1.9.3
-argcomplete==3.6.2
-asana==5.1.0
-asgiref==3.8.1
-asn1crypto==1.5.1
-astroid==3.3.10
-asttokens==3.0.0
-asyncpg==0.30.0
-asyncssh==2.21.0
-atlasclient==1.0.0
-atlassian-python-api==4.0.3
-attrs==25.3.0
-aws-sam-translator==1.97.0
-aws-xray-sdk==2.14.0
-azure-batch==14.2.0
-azure-common==1.1.28
-azure-core==1.34.0
-azure-cosmos==4.9.0
-azure-datalake-store==0.0.53
-azure-identity==1.22.0
-azure-keyvault-secrets==4.9.0
-azure-kusto-data==5.0.3
-azure-mgmt-containerinstance==10.1.0
-azure-mgmt-containerregistry==14.0.0
-azure-mgmt-core==1.5.0
-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==23.3.0
-azure-mgmt-storage==22.2.0
-azure-nspkg==3.0.2
-azure-servicebus==7.14.2
-azure-storage-blob==12.25.1
-azure-storage-file-datalake==12.20.0
-azure-storage-file-share==12.21.0
-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==2.9.3
-black==25.1.0
-bleach==6.2.0
-blinker==1.9.0
-boto3==1.37.3
-botocore==1.37.3
-cachelib==0.13.0
-cachetools==5.5.2
-cadwyn==5.3.3
-cassandra-driver==3.29.2
-cattrs==24.1.3
-# Stackable patch:
-# Bumped to newest version (from 5.5.2) to reduce celery on redis issues
-# See https://github.com/stackabletech/airflow-operator/issues/676
-celery==5.5.3
-certifi==2025.4.26
-cffi==1.17.1
-cfgv==3.4.0
-cfn-lint==1.35.1
-chardet==5.2.0
-charset-normalizer==3.4.2
-checksumdir==1.2.0
-ciso8601==2.3.2
-click-didyoumean==0.3.1
-click-plugins==1.1.1
-click-repl==0.3.0
-click==8.1.8
-clickclick==20.10.2
-cloudpickle==2.2.1
-cohere==5.15.0
-colorama==0.4.6
-colorful==0.5.6
-colorlog==6.9.0
-comm==0.2.2
-confluent-kafka==2.10.0
-connexion==2.14.2
-coverage==7.8.0
-crcmod==1.7
-cron-descriptor==1.4.5
-croniter==6.0.0
-cryptography==42.0.8
-curlify==2.2.1
-databricks-sql-connector==4.0.3
-dataclasses-json==0.6.7
-datadog==0.51.0
-db-dtypes==1.4.2
-debugpy==1.8.14
-decorator==5.2.1
-defusedxml==0.7.1
-deltalake==0.25.5
-diagrams==0.24.4
-dill==0.3.1.1
-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==0.21.2
-duckdb==1.2.2
-durationpy==0.9
-elastic-transport==8.17.1
-elasticsearch==8.18.1
-email_validator==2.2.0
-entrypoints==0.4
-eralchemy2==1.4.1
-et_xmlfile==2.0.0
-eventlet==0.39.1
-execnet==2.1.1
-executing==2.2.0
-facebook_business==22.0.5
-fastapi-cli==0.0.7
-fastapi==0.115.12
-fastavro==1.10.0
-fasteners==0.19
-fastjsonschema==2.21.1
-filelock==3.18.0
-flit==3.12.0
-flit_core==3.12.0
-flower==2.0.1
-frozenlist==1.6.0
-fsspec==2025.3.2
-future==1.0.0
-gcloud-aio-auth==5.4.1
-gcloud-aio-bigquery==7.1.0
-gcloud-aio-storage==9.4.0
-gcsfs==2025.3.2
-geomet==0.2.1.post1
-gevent==25.4.2
-gitdb==4.0.12
-google-ads==26.1.0
-google-analytics-admin==0.24.0
-google-api-core==2.24.2
-google-api-python-client==2.169.0
-google-auth-httplib2==0.2.0
-google-auth-oauthlib==1.2.2
-google-auth==2.40.1
-google-cloud-aiplatform==1.92.0
-google-cloud-alloydb==0.4.5
-google-cloud-appengine-logging==1.6.1
-google-cloud-audit-log==0.3.2
-google-cloud-automl==2.16.3
-google-cloud-batch==0.17.35
-google-cloud-bigquery-datatransfer==3.19.1
-google-cloud-bigquery-storage==2.31.0
-google-cloud-bigquery==3.31.0
-google-cloud-bigtable==2.30.1
-google-cloud-build==3.31.1
-google-cloud-compute==1.30.0
-google-cloud-container==2.56.1
-google-cloud-core==2.4.3
-google-cloud-datacatalog==3.27.1
-google-cloud-dataflow-client==0.9.0
-google-cloud-dataform==0.6.1
-google-cloud-dataplex==2.10.1
-google-cloud-dataproc-metastore==1.18.2
-google-cloud-dataproc==5.18.1
-google-cloud-dlp==3.29.0
-google-cloud-kms==3.4.1
-google-cloud-language==2.17.1
-google-cloud-logging==3.12.1
-google-cloud-managedkafka==0.1.10
-google-cloud-memcache==1.12.1
-google-cloud-monitoring==2.27.1
-google-cloud-orchestration-airflow==1.17.5
-google-cloud-os-login==2.17.1
-google-cloud-pubsub==2.29.0
-google-cloud-redis==2.18.1
-google-cloud-resource-manager==1.14.2
-google-cloud-run==0.10.17
-google-cloud-secret-manager==2.23.3
-google-cloud-spanner==3.54.0
-google-cloud-speech==2.32.0
-google-cloud-storage-transfer==1.16.1
-google-cloud-storage==2.19.0
-google-cloud-tasks==2.19.2
-google-cloud-texttospeech==2.27.0
-google-cloud-translate==3.20.2
-google-cloud-videointelligence==2.16.1
-google-cloud-vision==3.10.1
-google-cloud-workflows==1.18.1
-google-crc32c==1.7.1
-google-genai==1.2.0
-google-resumable-media==2.7.2
-googleapis-common-protos==1.70.0
-graphql-core==3.2.6
-graphviz==0.20.3
-greenlet==3.2.2
-grpc-google-iam-v1==0.14.2
-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==1.71.0
-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==1.1.0
-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==0.27.0
-huggingface-hub==0.31.1
-humanize==4.12.3
-hvac==2.3.0
-hyperframe==6.1.0
-hyperlink==21.0.0
-ibm-cloud-sdk-core==3.20.3
-ibmcloudant==0.9.1
-icdiff==2.0.7
-id==1.5.0
-identify==2.6.10
-idna==3.10
-ijson==3.4.0
-imagesize==1.4.1
-immutabledict==4.2.1
-importlib_metadata==8.4.0
-impyla==0.21.0
-incremental==24.7.2
-inflection==0.5.1
-influxdb-client==1.48.0
-iniconfig==2.1.0
-inputimeout==1.0.4
-ipdb==0.13.13
-ipykernel==6.29.5
-ipython==9.2.0
-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==4.1.0
-jedi==0.19.2
-jeepney==0.9.0
-jiter==0.9.0
-jmespath==0.10.0
-joblib==1.5.0
-joserfc==1.0.4
-jpype1==1.5.2
-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==4.23.0
-jupyter_client==8.6.3
-jupyter_core==5.7.2
-jupyterlab_pygments==0.3.0
-kerberos==1.3.1
-keyring==25.6.0
-keyrings.alt==5.0.2
-kgb==7.2
-kombu==5.5.3
-krb5==0.7.1
-kubernetes==31.0.0
-kubernetes_asyncio==30.3.1
-kylinpy==2.8.4
-lazy-object-proxy==1.11.0
-libcst==1.7.0
-limits==5.1.0
-linkify-it-py==2.0.3
-lockfile==0.12.2
-looker-sdk==25.6.0
-lxml==5.3.2
-lz4==4.4.4
-markdown-it-py==3.0.0
-marshmallow-sqlalchemy==0.28.2
-marshmallow==3.26.1
-matplotlib-inline==0.1.7
-mdurl==0.1.2
-mergedeep==1.3.4
-methodtools==0.4.7
-microsoft-kiota-abstractions==1.9.3
-microsoft-kiota-authentication-azure==1.9.3
-microsoft-kiota-http==1.9.3
-microsoft-kiota-serialization-json==1.9.3
-microsoft-kiota-serialization-text==1.9.3
-mistune==3.1.3
-mmh3==5.1.0
-mongomock==4.3.0
-more-itertools==10.7.0
-moto==5.1.4
-mpmath==1.3.0
-msal-extensions==1.3.1
-msal==1.32.3
-msgpack==1.1.0
-msgraph-core==1.3.3
-msgspec==0.19.0
-msrest==0.7.1
-msrestazure==0.6.4.post1
-multi_key_dict==2.0.3
-multidict==6.4.3
-mypy-boto3-appflow==1.38.0
-mypy-boto3-rds==1.38.2
-mypy-boto3-redshift-data==1.38.0
-mypy-boto3-s3==1.38.0
-mypy==1.9.0
-mypy_extensions==1.1.0
-mysql-connector-python==9.3.0
-mysqlclient==2.2.7
-nbclient==0.10.2
-nbconvert==7.16.6
-nbformat==5.10.4
-neo4j==5.28.1
-nest-asyncio==1.6.0
-networkx==3.4.2
-nh3==0.2.21
-nodeenv==1.9.1
-numpy==1.26.4
-oauthlib==3.2.2
-objsize==0.7.1
-openai==1.78.0
-openapi-schema-validator==0.6.3
-openapi-spec-validator==0.7.1
-opencensus-context==0.1.3
-opencensus==0.11.4
-openlineage-integration-common==1.32.1
-openlineage-python==1.32.1
-openlineage_sql==1.32.1
-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==3.1.0
-ordered-set==4.1.0
-orjson==3.10.18
-oss2==2.19.1
-packaging==25.0
-pandas-gbq==0.28.0
-pandas-stubs==2.2.3.250308
-pandas==2.1.4
-pandocfilters==1.5.1
-papermill==2.6.0
-paramiko==3.5.1
-parso==0.8.4
-pathable==0.4.4
-pathspec==0.12.1
-pbr==6.1.1
-pdbr==0.9.0
-pdpyras==5.4.0
-pendulum==3.1.0
-pexpect==4.9.0
-pgvector==0.4.1
-pinecone-plugin-interface==0.0.7
-pinecone==6.0.2
-pinotdb==5.6.0
-pipdeptree==2.26.1
-platformdirs==4.3.8
-pluggy==1.5.0
-ply==3.11
-plyvel==1.5.1
-polars==1.29.0
-portalocker==2.10.1
-pprintpp==0.4.0
-pre-commit-uv==4.1.4
-pre_commit==4.2.0
-presto-python-client==0.8.4
-prison==0.2.1
-prometheus_client==0.21.1
-prompt_toolkit==3.0.51
-propcache==0.3.1
-proto-plus==1.26.1
-protobuf==4.25.7
-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==0.4.0
-py4j==0.10.9.7
-pyOpenSSL==25.0.0
-pyarrow-hotfix==0.7
-pyarrow==16.1.0
-pyasn1==0.6.1
-pyasn1_modules==0.4.1
-pycountry==24.6.1
-pycparser==2.22
-pycryptodome==3.22.0
-pydantic==2.11.4
-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
-pymongo==4.10.1
-pymssql==2.3.4
-pyodbc==5.2.0
-pyparsing==3.2.3
-pypsrp==0.8.1
-pyspark==3.5.5
-pyspnego==0.11.2
-pytest-asyncio==0.25.0
-pytest-cov==6.1.1
-pytest-custom-exit-code==0.3.0
-pytest-icdiff==0.9
-pytest-instafail==0.5.0
-pytest-mock==3.14.0
-pytest-rerunfailures==15.1
-pytest-timeouts==1.2.1
-pytest-unordered==0.6.1
-pytest-xdist==3.6.1
-pytest==8.3.5
-python-arango==8.1.6
-python-daemon==3.1.2
-python-dateutil==2.9.0.post0
-python-dotenv==1.1.0
-python-http-client==3.3.7
-python-jenkins==1.8.2
-python-ldap==3.4.4
-python-multipart==0.0.20
-python-on-whales==0.76.1
-python-slugify==8.0.4
-python-telegram-bot==22.0
-python3-saml==1.16.0
-pytz==2025.2
-pywinrm==0.5.0
-pyzmq==26.4.0
-qdrant-client==1.14.2
-ray==2.46.0
-reactivex==4.0.4
-readme_renderer==44.0
-redis==5.2.1
-redshift-connector==2.1.6
-referencing==0.36.2
-regex==2024.11.6
-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==2.32.3
-requests_ntlm==1.3.0
-responses==0.25.7
-restructuredtext_lint==1.4.0
-retryhttp==1.3.3
-rfc3339-validator==0.1.4
-rfc3986==2.0.0
-rich-argparse==1.7.0
-rich-click==1.8.8
-rich-toolkit==0.14.5
-rich==13.9.4
-roman-numerals-py==3.1.0
-rpds-py==0.24.0
-rsa==4.9.1
-ruamel.yaml.clib==0.2.12
-ruamel.yaml==0.18.10
-ruff==0.11.2
-s3fs==2025.3.2
-s3transfer==0.11.3
-sagemaker_studio==1.0.14
-scikit-learn==1.6.1
-scipy==1.15.3
-scramp==1.4.5
-scrapbook==0.5.0
-semver==3.0.4
-sendgrid==6.11.0
-sentinels==1.0.0
-sentry-sdk==2.27.0
-setproctitle==1.3.6
-setuptools==80.4.0
-shapely==2.1.0
-shellingham==1.5.4
-simple-salesforce==1.12.6
-six==1.17.0
-slack_sdk==3.35.0
-smart-open==7.1.0
-smbprotocol==1.15.0
-smmap==5.0.2
-sniffio==1.3.1
-snowballstemmer==3.0.1
-snowflake-connector-python==3.15.0
-snowflake-sqlalchemy==1.7.3
-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_airflow_theme==0.2.2
-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==1.14.0
-sqlalchemy-spanner==1.11.0
-sqlalchemy_drill==1.1.8
-sqlparse==0.5.3
-sshtunnel==0.4.0
-stack-data==0.6.3
-starkbank-ecdsa==2.2.0
-starlette==0.46.2
-statsd==4.0.1
-std-uritemplate==2.0.3
-strictyaml==1.7.3
-structlog==25.3.0
-svcs==25.1.0
-sympy==1.14.0
-tableauserverclient==0.37
-tabulate==0.9.0
-tenacity==9.1.2
-teradatasql==20.0.0.30
-teradatasqlalchemy==20.0.0.4
-termcolor==3.1.0
-text-unidecode==1.3
-threadpoolctl==3.6.0
-thrift-sasl==0.4.3
-thrift==0.16.0
-time-machine==2.16.0
-tinycss2==1.4.0
-tokenizers==0.21.1
-tomli_w==1.2.0
-tomlkit==0.13.2
-tornado==6.4.2
-towncrier==24.8.0
-tqdm==4.67.1
-traitlets==5.14.3
-trino==0.334.0
-trove-classifiers==2025.5.9.12
-twine==6.1.0
-typer==0.15.3
-types-Deprecated==1.2.15.20250304
-types-Markdown==3.8.0.20250415
-types-PyMySQL==1.1.0.20241103
-types-PyYAML==6.0.12.20250402
-types-aiofiles==24.1.0.20250326
-types-certifi==2021.10.8.3
-types-cffi==1.17.0.20250326
-types-croniter==6.0.0.20250411
-types-docutils==0.21.0.20241128
-types-paramiko==3.5.0.20240928
-types-protobuf==6.30.2.20250506
-types-pyOpenSSL==24.1.0.20240722
-types-python-dateutil==2.9.0.20241206
-types-python-slugify==8.0.2.20240310
-types-pytz==2025.2.0.20250326
-types-redis==4.6.0.20241004
-types-requests==2.32.0.20250328
-types-setuptools==80.3.0.20250505
-types-tabulate==0.9.0.20241207
-types-toml==0.10.8.20240310
-typing-inspect==0.9.0
-typing-inspection==0.4.0
-typing_extensions==4.13.2
-tzdata==2025.2
-tzlocal==5.3.1
-uc-micro-py==1.0.3
-universal_pathlib==0.2.6
-uritemplate==4.1.1
-urllib3==2.4.0
-userpath==1.9.2
-uuid6==2024.7.10
-uv==0.7.3
-# Stackable patch:
-# The original version 0.34.2 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==0.34.0
-vertica-python==1.4.0
-vine==5.1.0
-virtualenv==20.31.2
-watchfiles==1.0.5
-watchtower==3.4.0
-wcwidth==0.2.13
-weaviate-client==4.9.6
-webencodings==0.5.1
-websocket-client==1.8.0
-websockets==14.2
-wheel==0.45.1
-wirerope==1.0.0
-wrapt==1.17.2
-xmlsec==1.3.14
-xmltodict==0.14.2
-yamllint==1.37.1
-yandex-query-client==0.1.4
-yandexcloud==0.328.0
-yarl==1.20.0
-ydb-dbapi==0.1.11
-ydb==3.21.1
-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/3.1.5/build-constraints-python3.12.txt b/airflow/stackable/constraints/3.1.5/build-constraints-python3.12.txt
new file mode 100644
index 000000000..c2761bf04
--- /dev/null
+++ b/airflow/stackable/constraints/3.1.5/build-constraints-python3.12.txt
@@ -0,0 +1 @@
+Cython>=3.1.0
diff --git a/airflow/stackable/constraints/3.1.5/constraints-python3.12.txt b/airflow/stackable/constraints/3.1.5/constraints-python3.12.txt
new file mode 100644
index 000000000..d689ed6a2
--- /dev/null
+++ b/airflow/stackable/constraints/3.1.5/constraints-python3.12.txt
@@ -0,0 +1,711 @@
+
+#
+# This constraints file was automatically generated on 2025-12-12T14:24:57.998151
+# via `uv pip install --resolution highest` for the "v3-1-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 3.10 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==3.11.1
+Authlib==1.6.6
+Deprecated==1.3.1
+Events==0.5
+Flask-AppBuilder==5.0.1
+Flask-JWT-Extended==4.7.1
+Flask-Limiter==3.12
+Flask-Login==0.6.3
+Flask-SQLAlchemy==3.0.5
+Flask-Session==0.8.0
+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==3.10
+MarkupSafe==3.0.3
+PyAthena==3.22.0
+PyGithub==2.8.1
+PyHive==0.7.0
+PyJWT==2.10.1
+PyMySQL==1.1.2
+PyNaCl==1.6.1
+PyYAML==6.0.3
+Pygments==2.19.2
+SQLAlchemy-JSONField==1.0.2
+SQLAlchemy-Utils==0.42.0
+SQLAlchemy==1.4.54
+SecretStorage==3.5.0
+WTForms==3.2.1
+Werkzeug==2.2.3
+a2wsgi==1.10.10
+adal==1.2.7
+adlfs==2025.8.0
+aenum==3.1.16
+aiobotocore==2.26.0
+aiofiles==24.1.0
+aiohappyeyeballs==2.6.1
+aiohttp-cors==0.8.1
+aiohttp==3.13.2
+aioitertools==0.13.0
+aiomysql==0.3.2
+aiosignal==1.4.0
+aiosmtplib==5.0.0
+aiosqlite==0.21.0
+airbyte-api==0.53.0
+alembic==1.17.2
+alibabacloud-adb20211201==3.6.1
+alibabacloud-credentials-api==1.0.0
+alibabacloud-credentials==1.0.4
+alibabacloud-tea-openapi==0.4.2
+alibabacloud-tea-util==0.3.14
+alibabacloud-tea==0.4.3
+alibabacloud_endpoint_util==0.0.4
+alibabacloud_gateway_spi==0.0.3
+alibabacloud_openapi_util==0.2.2
+aliyun-python-sdk-core==2.16.0
+aliyun-python-sdk-kms==2.16.5
+amqp==5.3.1
+annotated-types==0.7.0
+ansicolors==1.1.8
+anyio==4.12.0
+apache-airflow-providers-airbyte==5.3.0
+apache-airflow-providers-alibaba==3.3.0
+apache-airflow-providers-amazon==9.18.0
+apache-airflow-providers-apache-beam==6.2.0
+apache-airflow-providers-apache-cassandra==3.9.0
+apache-airflow-providers-apache-drill==3.2.0
+apache-airflow-providers-apache-druid==4.4.0
+apache-airflow-providers-apache-flink==1.8.0
+apache-airflow-providers-apache-hdfs==4.11.0
+apache-airflow-providers-apache-hive==9.2.0
+apache-airflow-providers-apache-iceberg==1.4.0
+apache-airflow-providers-apache-impala==1.8.0
+apache-airflow-providers-apache-kafka==1.11.0
+apache-airflow-providers-apache-kylin==3.10.0
+apache-airflow-providers-apache-livy==4.5.0
+apache-airflow-providers-apache-pig==4.8.0
+apache-airflow-providers-apache-pinot==4.9.0
+apache-airflow-providers-apache-spark==5.4.0
+apache-airflow-providers-apache-tinkerpop==1.1.0
+apache-airflow-providers-apprise==2.3.0
+apache-airflow-providers-arangodb==2.9.0
+apache-airflow-providers-asana==2.11.0
+apache-airflow-providers-atlassian-jira==3.3.0
+apache-airflow-providers-celery==3.14.0
+apache-airflow-providers-cloudant==4.3.0
+apache-airflow-providers-cncf-kubernetes==10.11.0
+apache-airflow-providers-cohere==1.6.0
+apache-airflow-providers-common-compat==1.10.0
+apache-airflow-providers-common-io==1.7.0
+apache-airflow-providers-common-messaging==2.0.1
+apache-airflow-providers-common-sql==1.30.0
+apache-airflow-providers-databricks==7.8.0
+apache-airflow-providers-datadog==3.10.0
+apache-airflow-providers-dbt-cloud==4.6.0
+apache-airflow-providers-dingding==3.9.0
+apache-airflow-providers-discord==3.11.0
+apache-airflow-providers-docker==4.5.0
+apache-airflow-providers-edge3==1.6.0
+apache-airflow-providers-elasticsearch==6.4.0
+apache-airflow-providers-exasol==4.9.0
+apache-airflow-providers-fab==3.0.3
+apache-airflow-providers-facebook==3.9.0
+apache-airflow-providers-ftp==3.14.0
+apache-airflow-providers-git==0.1.0
+apache-airflow-providers-github==2.10.0
+apache-airflow-providers-google==19.1.0
+apache-airflow-providers-grpc==3.9.0
+apache-airflow-providers-hashicorp==4.4.0
+apache-airflow-providers-http==5.6.0
+apache-airflow-providers-imap==3.10.0
+apache-airflow-providers-influxdb==2.10.0
+apache-airflow-providers-jdbc==5.3.0
+apache-airflow-providers-jenkins==4.2.0
+apache-airflow-providers-keycloak==0.3.0
+apache-airflow-providers-microsoft-azure==12.9.0
+apache-airflow-providers-microsoft-mssql==4.4.0
+apache-airflow-providers-microsoft-psrp==3.2.0
+apache-airflow-providers-microsoft-winrm==3.13.0
+apache-airflow-providers-mongo==5.3.0
+apache-airflow-providers-mysql==6.4.0
+apache-airflow-providers-neo4j==3.11.0
+apache-airflow-providers-odbc==4.11.0
+apache-airflow-providers-openai==1.7.0
+apache-airflow-providers-openfaas==3.9.0
+apache-airflow-providers-openlineage==2.9.0
+apache-airflow-providers-opensearch==1.8.0
+apache-airflow-providers-opsgenie==5.10.0
+apache-airflow-providers-oracle==4.3.0
+apache-airflow-providers-pagerduty==5.2.0
+apache-airflow-providers-papermill==3.12.0
+apache-airflow-providers-pgvector==1.6.0
+apache-airflow-providers-pinecone==2.4.0
+apache-airflow-providers-postgres==6.5.0
+apache-airflow-providers-presto==5.10.0
+apache-airflow-providers-qdrant==1.5.0
+apache-airflow-providers-redis==4.4.0
+apache-airflow-providers-salesforce==5.12.0
+apache-airflow-providers-samba==4.12.0
+apache-airflow-providers-segment==3.9.0
+apache-airflow-providers-sendgrid==4.2.0
+apache-airflow-providers-sftp==5.5.0
+apache-airflow-providers-singularity==3.9.0
+apache-airflow-providers-slack==9.6.0
+apache-airflow-providers-smtp==2.4.0
+apache-airflow-providers-snowflake==6.7.0
+apache-airflow-providers-sqlite==4.2.0
+apache-airflow-providers-ssh==4.2.0
+apache-airflow-providers-standard==1.10.0
+apache-airflow-providers-tableau==5.3.0
+apache-airflow-providers-telegram==4.9.0
+apache-airflow-providers-teradata==3.3.0
+apache-airflow-providers-trino==6.4.0
+apache-airflow-providers-vertica==4.2.0
+apache-airflow-providers-weaviate==3.3.0
+apache-airflow-providers-yandex==4.3.0
+apache-airflow-providers-ydb==2.3.0
+apache-airflow-providers-zendesk==4.11.0
+apache-beam==2.69.0
+apispec==6.9.0
+apprise==1.9.6
+argcomplete==3.6.3
+asana==5.2.2
+asgiref==3.11.0
+asn1crypto==1.5.1
+asttokens==3.0.1
+async-property==0.2.2
+async-timeout==4.0.3
+asyncpg==0.31.0
+asyncssh==2.21.1
+atlasclient==1.0.0
+atlassian-python-api==4.0.7
+attrs==25.4.0
+azure-batch==14.2.0
+azure-common==1.1.28
+azure-core==1.37.0
+azure-cosmos==4.14.3
+azure-datalake-store==0.0.53
+azure-identity==1.25.1
+azure-keyvault-secrets==4.10.0
+azure-kusto-data==6.0.0
+azure-mgmt-containerinstance==10.1.0
+azure-mgmt-containerregistry==14.0.0
+azure-mgmt-core==1.6.0
+azure-mgmt-cosmosdb==9.9.0
+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==24.0.0
+azure-nspkg==3.0.2
+azure-servicebus==7.14.3
+azure-storage-blob==12.27.1
+azure-storage-file-datalake==12.22.0
+azure-storage-file-share==12.23.1
+azure-synapse-artifacts==0.21.0
+azure-synapse-spark==0.7.0
+babel==2.17.0
+backoff==2.2.1
+bcrypt==5.0.0
+beartype==0.21.0
+beautifulsoup4==4.14.3
+billiard==4.2.4
+bitarray==3.8.0
+black==25.12.0
+bleach==6.3.0
+blinker==1.9.0
+boto3==1.41.5
+botocore==1.41.5
+build==1.3.0
+cachelib==0.13.0
+cachetools==6.2.2
+cadwyn==5.4.5
+cassandra-driver==3.29.3
+cattrs==25.3.0
+celery==5.6.0
+certifi==2025.11.12
+cffi==2.0.0
+chardet==5.2.0
+charset-normalizer==3.4.4
+ciso8601==2.3.3
+click-didyoumean==0.3.1
+click-plugins==1.1.1.2
+click-repl==0.3.0
+click==8.3.1
+clickclick==20.10.2
+cloudpickle==3.1.1
+cohere==5.20.0
+colorama==0.4.6
+colorful==0.5.8
+colorlog==6.10.1
+comm==0.2.3
+confluent-kafka==2.12.2
+connexion==2.14.2
+crcmod==1.7
+cron_descriptor==2.0.6
+croniter==6.0.0
+cryptography==42.0.8
+curlify==3.0.0
+darabonba-core==1.0.5
+databricks-sql-connector==4.2.2
+databricks-sqlalchemy==1.0.2
+dataclasses-json==0.6.7
+datadog==0.52.1
+db-dtypes==1.4.4
+debugpy==1.8.18
+decorator==5.2.1
+defusedxml==0.7.1
+deprecation==2.1.0
+dill==0.4.0
+distlib==0.4.0
+distro==1.9.0
+dnspython==2.8.0
+docker==7.1.0
+docopt==0.6.2
+docstring_parser==0.17.0
+durationpy==0.10
+elastic-transport==8.17.1
+elasticsearch==8.19.2
+email-validator==2.3.0
+entrypoints==0.4
+et_xmlfile==2.0.0
+eventlet==0.40.4
+exceptiongroup==1.3.1
+executing==2.2.1
+facebook_business==24.0.1
+fastapi-cli==0.0.16
+fastapi==0.117.1
+fastavro==1.12.1
+fasteners==0.20
+fastjsonschema==2.21.2
+fastuuid==0.14.0
+filelock==3.20.0
+flask-babel==4.0.0
+flower==2.0.1
+frozenlist==1.8.0
+fsspec==2025.12.0
+future==1.0.0
+gcloud-aio-auth==5.4.2
+gcloud-aio-bigquery==7.1.0
+gcloud-aio-storage==9.6.1
+gcsfs==2025.12.0
+geomet==1.1.0
+gevent==25.9.1
+gitdb==4.0.12
+google-ads==28.4.1
+google-analytics-admin==0.26.0
+google-api-core==2.28.1
+google-api-python-client==2.187.0
+google-auth-httplib2==0.2.1
+google-auth-oauthlib==1.2.2
+google-auth==2.43.0
+google-cloud-aiplatform==1.130.0
+google-cloud-alloydb==0.6.0
+google-cloud-appengine-logging==1.7.0
+google-cloud-audit-log==0.4.0
+google-cloud-automl==2.17.0
+google-cloud-batch==0.19.0
+google-cloud-bigquery-datatransfer==3.20.0
+google-cloud-bigquery-storage==2.35.0
+google-cloud-bigquery==3.38.0
+google-cloud-bigtable==2.34.0
+google-cloud-build==3.34.0
+google-cloud-compute==1.40.0
+google-cloud-container==2.61.0
+google-cloud-core==2.5.0
+google-cloud-datacatalog==3.28.0
+google-cloud-dataflow-client==0.10.0
+google-cloud-dataform==0.7.0
+google-cloud-dataplex==2.15.0
+google-cloud-dataproc-metastore==1.20.0
+google-cloud-dataproc==5.23.0
+google-cloud-dlp==3.33.0
+google-cloud-kms==3.7.0
+google-cloud-language==2.18.0
+google-cloud-logging==3.12.1
+google-cloud-managedkafka==0.2.0
+google-cloud-memcache==1.13.0
+google-cloud-monitoring==2.28.0
+google-cloud-orchestration-airflow==1.18.0
+google-cloud-os-login==2.18.0
+google-cloud-pubsub==2.33.0
+google-cloud-redis==2.19.0
+google-cloud-resource-manager==1.15.0
+google-cloud-run==0.13.0
+google-cloud-secret-manager==2.25.0
+google-cloud-spanner==3.60.0
+google-cloud-speech==2.34.0
+google-cloud-storage-control==1.8.0
+google-cloud-storage-transfer==1.18.0
+google-cloud-storage==3.7.0
+google-cloud-tasks==2.20.0
+google-cloud-texttospeech==2.33.0
+google-cloud-translate==3.23.0
+google-cloud-videointelligence==2.17.0
+google-cloud-vision==3.11.0
+google-cloud-workflows==1.19.0
+google-crc32c==1.7.1
+google-genai==1.55.0
+google-resumable-media==2.8.0
+googleapis-common-protos==1.72.0
+graphviz==0.21
+greenback==1.2.1
+greenlet==3.3.0
+gremlinpython==3.8.0
+grpc-google-iam-v1==0.14.3
+grpc-interceptor==0.15.4
+grpcio-gcp==0.2.2
+grpcio-status==1.62.3
+grpcio==1.65.5
+gssapi==1.10.1
+h11==0.16.0
+h2==4.3.0
+hdfs==2.7.3
+hf-xet==1.2.0
+hmsclient==0.1.1
+hpack==4.1.0
+httpcore==1.0.9
+httplib2==0.22.0
+httptools==0.7.1
+httpx-sse==0.4.0
+httpx==0.28.1
+huggingface_hub==1.2.2
+humanize==4.14.0
+hvac==2.4.0
+hyperframe==6.1.0
+ibm-cloud-sdk-core==3.24.2
+ibmcloudant==0.11.2
+idna==3.11
+ijson==3.4.0.post0
+immutabledict==4.2.2
+importlib_metadata==8.4.0
+impyla==0.22.0
+inflection==0.5.1
+influxdb-client==1.49.0
+ipykernel==7.1.0
+ipython==9.8.0
+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==0.12.0
+jmespath==0.10.0
+joblib==1.5.2
+jpype1==1.6.0
+jsonpath-ng==1.7.0
+jsonpath-python==1.1.4
+jsonpickle==3.4.2
+jsonschema-specifications==2025.9.1
+jsonschema==4.25.1
+jupyter_client==8.7.0
+jupyter_core==5.9.1
+jupyterlab_pygments==0.3.0
+jwcrypto==1.5.6
+keyring==25.7.0
+kombu==5.6.1
+krb5==0.9.0
+kubernetes==33.1.0
+kubernetes_asyncio==33.3.0
+kylinpy==2.8.4
+lazy-object-proxy==1.12.0
+libcst==1.8.6
+limits==5.6.0
+linkify-it-py==2.0.3
+litellm==1.80.9
+lockfile==0.12.2
+looker_sdk==25.20.0
+lxml==6.0.2
+lz4==4.4.5
+markdown-it-py==4.0.0
+marshmallow-sqlalchemy==1.4.2
+marshmallow==3.26.1
+matplotlib-inline==0.2.1
+mdurl==0.1.2
+mergedeep==1.3.4
+methodtools==0.4.7
+microsoft-kiota-abstractions==1.9.7
+microsoft-kiota-authentication-azure==1.9.7
+microsoft-kiota-http==1.9.7
+microsoft-kiota-serialization-json==1.9.7
+microsoft-kiota-serialization-text==1.9.7
+mistune==3.1.4
+mmh3==5.2.0
+more-itertools==10.8.0
+msal-extensions==1.3.1
+msal==1.34.0
+msgpack==1.1.2
+msgraph-core==1.3.8
+msgraphfs==0.4
+msgspec==0.20.0
+msrest==0.7.1
+msrestazure==0.6.4.post1
+multi_key_dict==2.0.3
+multidict==6.7.0
+mypy_extensions==1.1.0
+mysql-connector-python==9.5.0
+mysqlclient==2.2.7
+natsort==8.4.0
+nbclient==0.10.2
+nbconvert==7.16.6
+nbformat==5.10.4
+neo4j==6.0.3
+nest-asyncio==1.6.0
+numpy==1.26.4
+oauthlib==3.3.1
+objsize==0.7.1
+openai==2.11.0
+opencensus-context==0.1.3
+opencensus==0.11.4
+openlineage-integration-common==1.41.0
+openlineage-python==1.41.0
+openlineage_sql==1.41.0
+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-resourcedetector-gcp==1.9.0a0
+opentelemetry-sdk==1.27.0
+opentelemetry-semantic-conventions==0.48b0
+opsgenie-sdk==2.1.5
+oracledb==3.4.1
+ordered-set==4.1.0
+orjson==3.11.5
+oss2==2.19.1
+outcome==1.3.0.post0
+packaging==25.0
+pagerduty==6.1.0
+pandas-gbq==0.31.1
+pandas-stubs==2.3.3.251201
+pandas==2.1.4
+pandocfilters==1.5.1
+papermill==2.6.0
+paramiko==3.5.1
+parso==0.8.5
+pathspec==0.12.1
+pbr==7.0.3
+pendulum==3.1.0
+pexpect==4.9.0
+pgvector==0.4.2
+pinecone-plugin-interface==0.0.7
+pinecone==7.0.1
+pinotdb==5.7.0
+platformdirs==4.5.1
+pluggy==1.6.0
+ply==3.11
+polars-runtime-32==1.36.1
+polars==1.36.1
+portalocker==3.2.0
+presto-python-client==0.8.4
+prison==0.2.1
+prometheus_client==0.23.1
+prompt_toolkit==3.0.52
+propcache==0.4.1
+proto-plus==1.26.1
+protobuf==4.25.8
+psutil==7.1.3
+psycopg2-binary==2.9.11
+ptyprocess==0.7.0
+pure-sasl==0.6.2
+pure_eval==0.2.3
+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==0.4.2
+pybreaker==1.4.1
+pycountry==24.6.1
+pycparser==2.23
+pycryptodome==3.23.0
+pydantic==2.12.5
+pydantic_core==2.41.5
+pydata-google-auth==1.9.1
+pydot==1.4.2
+pydruid==0.6.9
+pyexasol==1.1.0
+pygtrie==2.5.0
+pykerberos==1.2.4
+pymongo==4.15.5
+pymssql==2.3.10
+pyodbc==5.3.0
+pyodps==0.12.5.1
+pyparsing==3.2.5
+pyproject_hooks==1.2.0
+pypsrp==0.8.1
+pyspark==4.0.1
+pyspnego==0.12.0
+python-arango==8.2.3
+python-daemon==3.1.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.1
+python-http-client==3.3.7
+python-jenkins==1.8.3
+python-keycloak==5.8.1
+python-ldap==3.4.5
+python-multipart==0.0.20
+python-slugify==8.0.4
+python-telegram-bot==22.5
+python3-saml==1.16.0
+pytokens==0.3.0
+pytz==2025.2
+pywinrm==0.5.0
+pyzmq==27.1.0
+qdrant-client==1.16.2
+ray==2.47.1
+reactivex==4.1.0
+redis==5.3.1
+redshift-connector==2.1.7
+referencing==0.37.0
+regex==2025.11.3
+requests-file==3.0.1
+requests-kerberos==0.15.0
+requests-oauthlib==2.0.0
+requests-toolbelt==1.0.0
+requests==2.32.5
+requests_ntlm==1.3.0
+retryhttp==1.4.0
+rich-argparse==1.7.2
+rich-toolkit==0.17.0
+rich==13.9.4
+rpds-py==0.30.0
+rsa==4.9.1
+ruamel.yaml.clib==0.2.15
+ruamel.yaml==0.18.16
+s3fs==2025.12.0
+s3transfer==0.15.0
+sagemaker_studio==1.0.23
+scikit-learn==1.8.0
+scipy==1.16.3
+scramp==1.4.6
+scrapbook==0.5.0
+segment-analytics-python==2.3.5
+sendgrid==6.11.0
+sentry-sdk==2.47.0
+setproctitle==1.3.7
+setuptools==80.9.0
+shapely==2.1.2
+shellingham==1.5.4
+simple-salesforce==1.12.9
+six==1.17.0
+slack_sdk==3.39.0
+smart_open==7.5.0
+smbprotocol==1.15.0
+smmap==5.0.2
+sniffio==1.3.1
+snowflake-connector-python==4.0.0
+snowflake-snowpark-python==1.43.0
+snowflake-sqlalchemy==1.8.2
+sortedcontainers==2.4.0
+soupsieve==2.8
+spython==0.3.14
+sqlalchemy-bigquery==1.16.0
+sqlalchemy-spanner==1.17.1
+sqlalchemy_drill==1.1.9
+sqlparse==0.5.4
+sshtunnel==0.4.0
+stack-data==0.6.3
+starkbank-ecdsa==2.2.0
+starlette==0.48.0
+statsd==4.0.1
+std-uritemplate==2.0.8
+structlog==25.5.0
+svcs==25.1.0
+tableauserverclient==0.38
+tabulate==0.9.0
+tenacity==9.1.2
+teradatasql==20.0.0.48
+teradatasqlalchemy==20.0.0.8
+termcolor==3.2.0
+text-unidecode==1.3
+threadpoolctl==3.6.0
+thrift-sasl==0.4.3
+thrift==0.16.0
+tiktoken==0.12.0
+tinycss2==1.4.0
+tokenizers==0.22.1
+tomlkit==0.13.3
+tornado==6.5.3
+tqdm==4.67.1
+traitlets==5.14.3
+trino==0.336.0
+typer-slim==0.20.0
+typer==0.20.0
+types-protobuf==6.32.1.20251210
+types-pytz==2025.2.0.20251108
+types-requests==2.32.4.20250913
+typing-inspect==0.9.0
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2025.2
+tzlocal==5.3.1
+uc-micro-py==1.0.3
+universal_pathlib==0.2.6
+uritemplate==4.2.0
+urllib3==2.6.2
+uuid6==2025.0.1
+uv==0.9.17
+uvicorn==0.38.0
+uvloop==0.22.1
+validators==0.35.0
+vertica-python==1.4.0
+vine==5.1.0
+virtualenv==20.35.4
+watchfiles==1.1.1
+watchtower==3.4.0
+wcwidth==0.2.14
+weaviate-client==4.18.3
+webencodings==0.5.1
+websocket-client==1.9.0
+websockets==15.0.1
+wheel==0.45.1
+wirerope==1.0.0
+wrapt==1.17.3
+xmlsec==1.3.17
+xmltodict==1.0.2
+yandex-query-client==0.1.4
+yandexcloud==0.328.0
+yarl==1.22.0
+ydb-dbapi==0.1.16
+ydb==3.22.3
+zeep==4.3.2
+zenpy==2.0.56
+zipp==3.23.0
+zope.event==6.1
+zope.interface==8.1.1
+zstandard==0.25.0
diff --git a/airflow/stackable/patches/3.0.1/patchable.toml b/airflow/stackable/patches/3.0.1/patchable.toml
deleted file mode 100644
index 8ca63726f..000000000
--- a/airflow/stackable/patches/3.0.1/patchable.toml
+++ /dev/null
@@ -1,2 +0,0 @@
-mirror = "https://github.com/stackabletech/airflow.git"
-base = "4ecebc2973587ebaa2cb12482de82e93d15c092f"
diff --git a/airflow/stackable/patches/2.10.5/patchable.toml b/airflow/stackable/patches/3.1.5/patchable.toml
similarity index 52%
rename from airflow/stackable/patches/2.10.5/patchable.toml
rename to airflow/stackable/patches/3.1.5/patchable.toml
index ea54ef8c4..6e7deb56b 100644
--- a/airflow/stackable/patches/2.10.5/patchable.toml
+++ b/airflow/stackable/patches/3.1.5/patchable.toml
@@ -1,2 +1,2 @@
 mirror = "https://github.com/stackabletech/airflow.git"
-base = "b93c3db6b1641b0840bd15ac7d05bc58ff2cccbf"
+base = "a42f2fba5051645adfe56526d38db4e8155f5157"