Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

airflow apache apache-airflow automation dag data-engineering data-integration data-orchestrator data-pipelines data-science elt etl machine-learning mlops orchestration python scheduler workflow workflow-engine workflow-orchestration
100 Open Issues Need Help Last updated: Oct 20, 2025

Open Issues Need Help

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AI Summary: In Airflow 3.x, the DAG list UI experiences an overlap issue where long asset names used for DAG schedules extend into and obscure the 'Latest Run' timestamp field. This makes the timestamp unreadable for users. The desired outcome is for the UI to properly handle long asset names to prevent this visual overlap.

Complexity: 3/5
kind:bug good first issue area:UI affected_version:3.1

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

AI Summary: This GitHub issue tracks the resolution of 525 MyPy type errors across 100 files in Airflow's core codebase, which are currently blocking the upgrade to SQLAlchemy 2. The errors primarily involve incompatible type assignments (e.g., datetime vs. UtcDateTime), missing annotations, and SQLAlchemy ORM type mismatches. Addressing these issues will significantly improve Airflow's type safety and overall code quality.

Complexity: 4/5
good first issue kind:meta area:core

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature area:API good first issue kind:meta area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:providers good first issue kind:meta

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:airbyte affected_version:3.0

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:git

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:cncf-kubernetes area:async-operators

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug provider:google area:providers good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue pending-response provider:cncf-kubernetes

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature area:API good first issue kind:documentation

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
provider:microsoft-azure area:providers kind:feature good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:helm-chart kind:documentation needs-triage

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:core

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:logging good first issue kind:documentation

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:core needs-triage

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:secrets good first issue area:core needs-triage

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:providers kind:feature good first issue provider:databricks

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue needs-triage provider:standard

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:core area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:MetaDB good first issue area:core area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:providers good first issue provider:cncf-kubernetes kind:task

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:low area:UI affected_version:3.1

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue kind:documentation Stale Bug Report

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:helm-chart Stale Bug Report

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
provider:google area:providers kind:feature good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
provider:google kind:feature good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:low area:UI affected_version:3.1

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue kind:documentation provider:snowflake

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:medium area:UI affected_version:3.1

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:helm-chart

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug provider:microsoft-azure area:providers good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:databricks

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:cncf-kubernetes provider:apache-spark

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug provider:google area:providers good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:dev-env good first issue kind:documentation

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
good first issue kind:meta provider:common-sql provider:databricks provider:trino provider:presto provider:jdbc provider:exasol provider:postgres provider:apache-hive provider:mysql provider:vertica provider:microsoft-mssql provider:apache-impala provider:sqlite

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue kind:documentation AIP-68

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:low area:core area:UI area:Triggerer affected_version:3.1

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:snowflake area:async-operators priority:upgrade_to_airflow3

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:secrets kind:feature good first issue provider:hashicorp

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:core area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:UI affected_version:3.1

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:API good first issue type:bug-fix area:dynamic-task-mapping

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
good first issue kind:documentation contributors-workshop

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
provider:amazon area:providers kind:feature good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers kind:feature good first issue provider:sftp

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:core contributors-workshop area:async-operators affected_version:2.9

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:cncf-kubernetes

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
good first issue kind:meta

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:medium area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:medium area:UI affected_version:3.1.0rc

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:low area:UI area:backfill affected_version:3.1.0rc

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug provider:amazon area:providers good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:logging kind:feature good first issue area:core

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:CLI good first issue area:core needs-triage

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
provider:google provider:microsoft-azure provider:amazon kind:feature good first issue kind:meta provider:redis AIP-82

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:MetaDB good first issue kind:meta kind:task

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:core area:UI area:dynamic-task-mapping affected_version:3.0 priority:upgrade_to_airflow3

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue priority:medium area:core area:UI affected_version:3.1.0rc

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:dev-tools good first issue area:core

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:API good first issue priority:medium area:core area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
Too many requests about 1 month ago

AI Summary: Airflow's DatabricksRunNowOperator, when configured with managed identity and running multiple parallel tasks, is encountering Azure IMDS rate limits (5 requests/second) due to a specific check in the `databricks_base.py` hook. This leads to tasks failing with 429 'Too Many Requests' errors. The user proposes removing or making this problematic check optional, questioning its original necessity.

Complexity: 3/5
area:providers kind:feature good first issue provider:databricks

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:core area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
good first issue kind:meta area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature area:API good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:cncf-kubernetes Stale Bug Report

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:API good first issue area:auth

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug provider:amazon area:providers good first issue priority:low

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
area:dev-env good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue provider:cncf-kubernetes provider:apache-spark

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:core area:db-migrations affected_version:2.9

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature area:API good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:UI affected_version:3.0

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue kind:meta area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue priority:high affected_version:3.0

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:UI affected_version:2.10

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature good first issue area:UI affected_version:3.0

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
good first issue type:new-feature area:UI AIP-84

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
Add legend to grid view about 1 month ago
kind:feature good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
UI - Update PoolBar slots about 1 month ago
good first issue kind:meta area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:feature area:API good first issue area:UI

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug area:providers good first issue area:core Stale Bug Report provider:samba

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
provider:google area:providers kind:feature good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug provider:microsoft-azure area:providers good first issue

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration
kind:bug good first issue area:core area:dynamic-task-mapping

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Python
#airflow#apache#apache-airflow#automation#dag#data-engineering#data-integration#data-orchestrator#data-pipelines#data-science#elt#etl#machine-learning#mlops#orchestration#python#scheduler#workflow#workflow-engine#workflow-orchestration