diff --git a/CHANGELOG.md b/CHANGELOG.md
index b40a2e1a7..881e8859f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,7 +6,7 @@ All notable changes to this project will be documented in this file.
 
 ### Added
 
-- airflow: Add 3.1.5 ([#1405]).
+- airflow: Add 3.1.6 ([#1405], [#1422]).
 - druid: Add 35.0.1 ([#1406]).
 - superset: Add 6.0.0 ([#1337], [#1393]).
 - opa: Add 1.12.2 ([#1396]).
@@ -94,6 +94,7 @@ All notable changes to this project will be documented in this file.
 [#1409]: https://github.com/stackabletech/docker-images/pull/1409
 [#1410]: https://github.com/stackabletech/docker-images/pull/1410
 [#1414]: https://github.com/stackabletech/docker-images/pull/1414
+[#1422]: https://github.com/stackabletech/docker-images/pull/1422
 
 ## [25.11.0] - 2025-11-07
 
diff --git a/airflow/Dockerfile b/airflow/Dockerfile
index c533321f3..d35fbe9a4 100644
--- a/airflow/Dockerfile
+++ b/airflow/Dockerfile
@@ -168,10 +168,10 @@ 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
-if [ "$PRODUCT_VERSION" == "3.1.5" ]; then
-  cyclonedx-py environment --spec-version 1.5 --output-file /tmp/sbom.json
-else
+if [ "$PRODUCT_VERSION" == "2.9.3" ] || [ "$PRODUCT_VERSION" == "3.0.6" ]; then
   cyclonedx-py environment --schema-version 1.5 --outfile /tmp/sbom.json
+else
+  cyclonedx-py environment --spec-version 1.5 --output-file /tmp/sbom.json
 fi
 uv pip uninstall cyclonedx-bom
 
diff --git a/airflow/boil-config.toml b/airflow/boil-config.toml
index c1241ebb4..b768fd851 100644
--- a/airflow/boil-config.toml
+++ b/airflow/boil-config.toml
@@ -52,12 +52,12 @@ opa-auth-manager = "airflow-3"
 nodejs-version = "20"
 
 # Supported
-[versions."3.1.5".local-images]
+[versions."3.1.6".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.52.0"
 stackable-devel = "1.0.0"
 
-[versions."3.1.5".build-arguments]
+[versions."3.1.6".build-arguments]
 # NOTE (@Techassi): Maybe this version can be bumped
 python-version = "3.12"
 git-sync-version = "v4.5.1"
diff --git a/airflow/stackable/constraints/3.1.5/build-constraints-python3.12.txt b/airflow/stackable/constraints/3.1.6/build-constraints-python3.12.txt
similarity index 100%
rename from airflow/stackable/constraints/3.1.5/build-constraints-python3.12.txt
rename to airflow/stackable/constraints/3.1.6/build-constraints-python3.12.txt
diff --git a/airflow/stackable/constraints/3.1.5/constraints-python3.12.txt b/airflow/stackable/constraints/3.1.6/constraints-python3.12.txt
similarity index 71%
rename from airflow/stackable/constraints/3.1.5/constraints-python3.12.txt
rename to airflow/stackable/constraints/3.1.6/constraints-python3.12.txt
index d689ed6a2..a536c2eae 100644
--- a/airflow/stackable/constraints/3.1.5/constraints-python3.12.txt
+++ b/airflow/stackable/constraints/3.1.6/constraints-python3.12.txt
@@ -1,6 +1,6 @@
 
 #
-# This constraints file was automatically generated on 2025-12-12T14:24:57.998151
+# This constraints file was automatically generated on 2026-01-07T22:57:31.023205
 # 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.
@@ -30,7 +30,7 @@
 #
 # pip install "apache-airflow==X.Y.Z" "snowflake-connector-python[pandas]=N.M.O"
 #
-APScheduler==3.11.1
+APScheduler==3.11.2
 Authlib==1.6.6
 Deprecated==1.3.1
 Events==0.5
@@ -42,22 +42,22 @@ Flask-SQLAlchemy==3.0.5
 Flask-Session==0.8.0
 Flask-WTF==1.2.2
 Flask==2.2.5
-GitPython==3.1.45
+GitPython==3.1.46
 JayDeBeApi==1.2.3
 Jinja2==3.1.6
 Mako==1.3.10
 Markdown==3.10
 MarkupSafe==3.0.3
-PyAthena==3.22.0
+PyAthena==3.24.1
 PyGithub==2.8.1
 PyHive==0.7.0
 PyJWT==2.10.1
 PyMySQL==1.1.2
-PyNaCl==1.6.1
+PyNaCl==1.6.2
 PyYAML==6.0.3
 Pygments==2.19.2
 SQLAlchemy-JSONField==1.0.2
-SQLAlchemy-Utils==0.42.0
+SQLAlchemy-Utils==0.42.1
 SQLAlchemy==1.4.54
 SecretStorage==3.5.0
 WTForms==3.2.1
@@ -70,7 +70,7 @@ aiobotocore==2.26.0
 aiofiles==24.1.0
 aiohappyeyeballs==2.6.1
 aiohttp-cors==0.8.1
-aiohttp==3.13.2
+aiohttp==3.13.3
 aioitertools==0.13.0
 aiomysql==0.3.2
 aiosignal==1.4.0
@@ -78,119 +78,117 @@ aiosmtplib==5.0.0
 aiosqlite==0.21.0
 airbyte-api==0.53.0
 alembic==1.17.2
-alibabacloud-adb20211201==3.6.1
+alibabacloud-adb20211201==3.7.1
 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
+anyio==4.12.1
+apache-airflow-providers-airbyte==5.3.1
+apache-airflow-providers-alibaba==3.3.2
+apache-airflow-providers-amazon==9.19.0
+apache-airflow-providers-apache-beam==6.2.1
 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-druid==4.4.1
+apache-airflow-providers-apache-flink==1.8.1
+apache-airflow-providers-apache-hdfs==4.11.1
+apache-airflow-providers-apache-hive==9.2.2
 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-kafka==1.11.2
+apache-airflow-providers-apache-kylin==3.10.1
+apache-airflow-providers-apache-livy==4.5.1
+apache-airflow-providers-apache-pig==4.8.1
+apache-airflow-providers-apache-pinot==4.9.1
+apache-airflow-providers-apache-spark==5.4.2
 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-arangodb==2.9.1
 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-celery==3.15.0
+apache-airflow-providers-cloudant==4.3.1
+apache-airflow-providers-cncf-kubernetes==10.12.0
 apache-airflow-providers-cohere==1.6.0
-apache-airflow-providers-common-compat==1.10.0
+apache-airflow-providers-common-compat==1.11.0
 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-common-sql==1.30.2
+apache-airflow-providers-databricks==7.8.2
+apache-airflow-providers-datadog==3.10.1
+apache-airflow-providers-dbt-cloud==4.6.2
+apache-airflow-providers-dingding==3.9.1
+apache-airflow-providers-discord==3.11.1
+apache-airflow-providers-docker==4.5.1
+apache-airflow-providers-edge3==2.0.1
+apache-airflow-providers-elasticsearch==6.4.2
 apache-airflow-providers-exasol==4.9.0
-apache-airflow-providers-fab==3.0.3
-apache-airflow-providers-facebook==3.9.0
+apache-airflow-providers-fab==3.1.1
+apache-airflow-providers-facebook==3.9.1
 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-git==0.2.0
+apache-airflow-providers-github==2.10.1
+apache-airflow-providers-google==19.3.0
+apache-airflow-providers-grpc==3.9.1
+apache-airflow-providers-hashicorp==4.4.1
+apache-airflow-providers-http==5.6.2
+apache-airflow-providers-imap==3.10.2
+apache-airflow-providers-influxdb==2.10.1
+apache-airflow-providers-jdbc==5.3.1
+apache-airflow-providers-jenkins==4.2.1
+apache-airflow-providers-keycloak==0.4.1
+apache-airflow-providers-microsoft-azure==12.10.1
 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-microsoft-psrp==3.2.2
+apache-airflow-providers-microsoft-winrm==3.13.2
+apache-airflow-providers-mongo==5.3.1
 apache-airflow-providers-mysql==6.4.0
-apache-airflow-providers-neo4j==3.11.0
+apache-airflow-providers-neo4j==3.11.2
 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-openai==1.7.1
+apache-airflow-providers-openfaas==3.9.1
+apache-airflow-providers-openlineage==2.9.2
+apache-airflow-providers-opensearch==1.8.2
 apache-airflow-providers-opsgenie==5.10.0
 apache-airflow-providers-oracle==4.3.0
-apache-airflow-providers-pagerduty==5.2.0
+apache-airflow-providers-pagerduty==5.2.1
 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-pinecone==2.4.1
+apache-airflow-providers-postgres==6.5.1
+apache-airflow-providers-presto==5.10.2
+apache-airflow-providers-qdrant==1.5.1
+apache-airflow-providers-redis==4.4.1
+apache-airflow-providers-salesforce==5.12.1
+apache-airflow-providers-samba==4.12.1
+apache-airflow-providers-segment==3.9.1
 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-sftp==5.5.1
+apache-airflow-providers-singularity==3.9.1
+apache-airflow-providers-slack==9.6.1
+apache-airflow-providers-smtp==2.4.1
+apache-airflow-providers-snowflake==6.8.1
 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-ssh==4.2.1
+apache-airflow-providers-standard==1.10.2
+apache-airflow-providers-tableau==5.3.1
+apache-airflow-providers-telegram==4.9.1
+apache-airflow-providers-teradata==3.4.0
+apache-airflow-providers-trino==6.4.1
 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-yandex==4.3.1
+apache-airflow-providers-ydb==2.3.1
 apache-airflow-providers-zendesk==4.11.0
-apache-beam==2.69.0
+apache-beam==2.70.0
 apispec==6.9.0
 apprise==1.9.6
 argcomplete==3.6.3
@@ -198,10 +196,9 @@ 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
+asyncssh==2.22.0
 atlasclient==1.0.0
 atlassian-python-api==4.0.7
 attrs==25.4.0
@@ -212,7 +209,7 @@ 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-kusto-data==6.0.1
 azure-mgmt-containerinstance==10.1.0
 azure-mgmt-containerregistry==14.0.0
 azure-mgmt-core==1.6.0
@@ -225,9 +222,9 @@ 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-storage-blob==12.28.0
+azure-storage-file-datalake==12.23.0
+azure-storage-file-share==12.24.0
 azure-synapse-artifacts==0.21.0
 azure-synapse-spark==0.7.0
 babel==2.17.0
@@ -244,12 +241,12 @@ boto3==1.41.5
 botocore==1.41.5
 build==1.3.0
 cachelib==0.13.0
-cachetools==6.2.2
-cadwyn==5.4.5
+cachetools==6.2.4
+cadwyn==5.4.6
 cassandra-driver==3.29.3
 cattrs==25.3.0
-celery==5.6.0
-certifi==2025.11.12
+celery==5.6.2
+certifi==2026.1.4
 cffi==2.0.0
 chardet==5.2.0
 charset-normalizer==3.4.4
@@ -260,12 +257,12 @@ click-repl==0.3.0
 click==8.3.1
 clickclick==20.10.2
 cloudpickle==3.1.1
-cohere==5.20.0
+cohere==5.20.1
 colorama==0.4.6
 colorful==0.5.8
 colorlog==6.10.1
 comm==0.2.3
-confluent-kafka==2.12.2
+confluent-kafka==2.13.0
 connexion==2.14.2
 crcmod==1.7
 cron_descriptor==2.0.6
@@ -273,12 +270,12 @@ croniter==6.0.0
 cryptography==42.0.8
 curlify==3.0.0
 darabonba-core==1.0.5
-databricks-sql-connector==4.2.2
+databricks-sql-connector==4.2.3
 databricks-sqlalchemy==1.0.2
 dataclasses-json==0.6.7
 datadog==0.52.1
-db-dtypes==1.4.4
-debugpy==1.8.18
+db-dtypes==1.5.0
+debugpy==1.8.19
 decorator==5.2.1
 defusedxml==0.7.1
 deprecation==2.1.0
@@ -291,21 +288,20 @@ docopt==0.6.2
 docstring_parser==0.17.0
 durationpy==0.10
 elastic-transport==8.17.1
-elasticsearch==8.19.2
+elasticsearch==8.19.3
 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-cli==0.0.20
 fastapi==0.117.1
 fastavro==1.12.1
 fasteners==0.20
 fastjsonschema==2.21.2
 fastuuid==0.14.0
-filelock==3.20.0
+filelock==3.20.2
 flask-babel==4.0.0
 flower==2.0.1
 frozenlist==1.8.0
@@ -322,19 +318,19 @@ 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-httplib2==0.3.0
 google-auth-oauthlib==1.2.2
-google-auth==2.43.0
-google-cloud-aiplatform==1.130.0
+google-auth==2.47.0
+google-cloud-aiplatform==1.132.0
 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-bigquery-storage==2.36.0
+google-cloud-bigquery==3.39.0
+google-cloud-bigtable==2.35.0
 google-cloud-build==3.34.0
 google-cloud-compute==1.40.0
 google-cloud-container==2.61.0
@@ -348,19 +344,19 @@ 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-logging==3.13.0
 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-pubsub==2.34.0
 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-secret-manager==2.26.0
+google-cloud-spanner==3.61.0
+google-cloud-speech==2.35.0
 google-cloud-storage-control==1.8.0
 google-cloud-storage-transfer==1.18.0
 google-cloud-storage==3.7.0
@@ -370,12 +366,12 @@ 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-crc32c==1.8.0
+google-genai==1.57.0
 google-resumable-media==2.8.0
 googleapis-common-protos==1.72.0
 graphviz==0.21
-greenback==1.2.1
+greenback==1.3.0
 greenlet==3.3.0
 gremlinpython==3.8.0
 grpc-google-iam-v1==0.14.3
@@ -393,10 +389,9 @@ 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
+huggingface_hub==1.2.4
+humanize==4.15.0
 hvac==2.4.0
 hyperframe==6.1.0
 ibm-cloud-sdk-core==3.24.2
@@ -409,30 +404,30 @@ impyla==0.22.0
 inflection==0.5.1
 influxdb-client==1.49.0
 ipykernel==7.1.0
-ipython==9.8.0
+ipython==9.9.0
 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
+jaraco.context==6.0.2
+jaraco.functools==4.4.0
 jedi==0.19.2
 jeepney==0.9.0
 jiter==0.12.0
 jmespath==0.10.0
-joblib==1.5.2
+joblib==1.5.3
 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
+jsonschema==4.26.0
 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
+kombu==5.6.2
 krb5==0.9.0
 kubernetes==33.1.0
 kubernetes_asyncio==33.3.0
@@ -441,24 +436,24 @@ lazy-object-proxy==1.12.0
 libcst==1.8.6
 limits==5.6.0
 linkify-it-py==2.0.3
-litellm==1.80.9
+litellm==1.80.12
 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
+marshmallow==3.26.2
 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
+microsoft-kiota-abstractions==1.9.8
+microsoft-kiota-authentication-azure==1.9.8
+microsoft-kiota-http==1.9.8
+microsoft-kiota-serialization-json==1.9.8
+microsoft-kiota-serialization-text==1.9.8
+mistune==3.2.0
 mmh3==5.2.0
 more-itertools==10.8.0
 msal-extensions==1.3.1
@@ -475,7 +470,7 @@ mypy_extensions==1.1.0
 mysql-connector-python==9.5.0
 mysqlclient==2.2.7
 natsort==8.4.0
-nbclient==0.10.2
+nbclient==0.10.4
 nbconvert==7.16.6
 nbformat==5.10.4
 neo4j==6.0.3
@@ -483,7 +478,7 @@ nest-asyncio==1.6.0
 numpy==1.26.4
 oauthlib==3.3.1
 objsize==0.7.1
-openai==2.11.0
+openai==2.14.0
 opencensus-context==0.1.3
 opencensus==0.11.4
 openlineage-integration-common==1.41.0
@@ -509,14 +504,14 @@ 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-gbq==0.33.0
+pandas-stubs==2.3.3.251219
 pandas==2.1.4
 pandocfilters==1.5.1
 papermill==2.6.0
 paramiko==3.5.1
 parso==0.8.5
-pathspec==0.12.1
+pathspec==1.0.1
 pbr==7.0.3
 pendulum==3.1.0
 pexpect==4.9.0
@@ -535,9 +530,9 @@ prison==0.2.1
 prometheus_client==0.23.1
 prompt_toolkit==3.0.52
 propcache==0.4.1
-proto-plus==1.26.1
+proto-plus==1.27.0
 protobuf==4.25.8
-psutil==7.1.3
+psutil==7.2.1
 psycopg2-binary==2.9.11
 ptyprocess==0.7.0
 pure-sasl==0.6.2
@@ -556,29 +551,28 @@ 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
+pymongo==4.16.0
+pymssql==2.3.11
 pyodbc==5.3.0
 pyodps==0.12.5.1
-pyparsing==3.2.5
+pyparsing==3.3.1
 pyproject_hooks==1.2.0
 pypsrp==0.8.1
-pyspark==4.0.1
+pyspark==4.1.0
 pyspnego==0.12.0
-python-arango==8.2.3
+python-arango==8.2.5
 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-keycloak==7.0.1
 python-ldap==3.4.5
-python-multipart==0.0.20
+python-multipart==0.0.21
 python-slugify==8.0.4
 python-telegram-bot==22.5
 python3-saml==1.16.0
@@ -589,7 +583,7 @@ pyzmq==27.1.0
 qdrant-client==1.16.2
 ray==2.47.1
 reactivex==4.1.0
-redis==5.3.1
+redis==6.4.0
 redshift-connector==2.1.7
 referencing==0.37.0
 regex==2025.11.3
@@ -601,22 +595,21 @@ requests==2.32.5
 requests_ntlm==1.3.0
 retryhttp==1.4.0
 rich-argparse==1.7.2
-rich-toolkit==0.17.0
+rich-toolkit==0.17.1
 rich==13.9.4
 rpds-py==0.30.0
 rsa==4.9.1
-ruamel.yaml.clib==0.2.15
-ruamel.yaml==0.18.16
+ruamel.yaml==0.19.1
 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
+scramp==1.4.8
 scrapbook==0.5.0
 segment-analytics-python==2.3.5
 sendgrid==6.11.0
-sentry-sdk==2.47.0
+sentry-sdk==2.48.0
 setproctitle==1.3.7
 setuptools==80.9.0
 shapely==2.1.2
@@ -629,15 +622,15 @@ 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-snowpark-python==1.44.0
 snowflake-sqlalchemy==1.8.2
 sortedcontainers==2.4.0
-soupsieve==2.8
+soupsieve==2.8.1
 spython==0.3.14
 sqlalchemy-bigquery==1.16.0
-sqlalchemy-spanner==1.17.1
+sqlalchemy-spanner==1.17.2
 sqlalchemy_drill==1.1.9
-sqlparse==0.5.4
+sqlparse==0.5.5
 sshtunnel==0.4.0
 stack-data==0.6.3
 starkbank-ecdsa==2.2.0
@@ -650,46 +643,46 @@ 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
+teradatasqlalchemy==20.0.0.9
+termcolor==3.3.0
 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
+tokenizers==0.22.2
 tomlkit==0.13.3
-tornado==6.5.3
+tornado==6.5.4
 tqdm==4.67.1
 traitlets==5.14.3
 trino==0.336.0
-typer-slim==0.20.0
-typer==0.20.0
+typer-slim==0.21.1
+typer==0.21.1
 types-protobuf==6.32.1.20251210
 types-pytz==2025.2.0.20251108
-types-requests==2.32.4.20250913
+types-requests==2.32.4.20260107
 typing-inspect==0.9.0
 typing-inspection==0.4.2
 typing_extensions==4.15.0
-tzdata==2025.2
+tzdata==2025.3
 tzlocal==5.3.1
 uc-micro-py==1.0.3
 universal_pathlib==0.2.6
 uritemplate==4.2.0
-urllib3==2.6.2
+urllib3==2.6.3
 uuid6==2025.0.1
-uv==0.9.17
-uvicorn==0.38.0
+uv==0.9.22
+uvicorn==0.40.0
 uvloop==0.22.1
 validators==0.35.0
 vertica-python==1.4.0
 vine==5.1.0
-virtualenv==20.35.4
+virtualenv==20.36.0
 watchfiles==1.1.1
 watchtower==3.4.0
 wcwidth==0.2.14
-weaviate-client==4.18.3
+weaviate-client==4.19.2
 webencodings==0.5.1
 websocket-client==1.9.0
 websockets==15.0.1
@@ -702,7 +695,7 @@ yandex-query-client==0.1.4
 yandexcloud==0.328.0
 yarl==1.22.0
 ydb-dbapi==0.1.16
-ydb==3.22.3
+ydb==3.23.0
 zeep==4.3.2
 zenpy==2.0.56
 zipp==3.23.0
diff --git a/airflow/stackable/patches/3.1.5/patchable.toml b/airflow/stackable/patches/3.1.6/patchable.toml
similarity index 52%
rename from airflow/stackable/patches/3.1.5/patchable.toml
rename to airflow/stackable/patches/3.1.6/patchable.toml
index 6e7deb56b..3dc1531a2 100644
--- a/airflow/stackable/patches/3.1.5/patchable.toml
+++ b/airflow/stackable/patches/3.1.6/patchable.toml
@@ -1,2 +1,2 @@
 mirror = "https://github.com/stackabletech/airflow.git"
-base = "a42f2fba5051645adfe56526d38db4e8155f5157"
+base = "d6a009b6dfa1802930f514a2429cc56f5b4c2f12"