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

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--- **^ Add meaningful description above** Read the **[Pull Request Guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#pull-request-guidelines)** for more information. In case of fundamental code changes, an Airflow Improvement Proposal ([AIP](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Improvement+Proposals)) is needed. In case of...

area:dev-tools

closes: #51315 This PR improves the description of the `task_instance_key_str` template variable by removing the word "unique" for accuracy and adding some details. --- **^ Add meaningful description above** Read...

kind:documentation

### Description I've noticed that, when there are intermittent server-side issues, DbtCloudRunJobOperator under deferrable mode fails. I'm requesting a feature to handle these server-side issues and retry gracefully a few...

kind:feature
provider:dbt-cloud

### Body _No response_ ### Committer - [x] I acknowledge that I am a maintainer/committer of the Apache Airflow project.

kind:feature
kind:meta
area:core

### Body _No response_ ### Committer - [x] I acknowledge that I am a maintainer/committer of the Apache Airflow project.

kind:feature
kind:meta
area:core

### Body _No response_ ### Committer - [x] I acknowledge that I am a maintainer/committer of the Apache Airflow project.

kind:feature
kind:meta

### Body _No response_ ### Committer - [x] I acknowledge that I am a maintainer/committer of the Apache Airflow project.

kind:feature
kind:meta

## Description Closes #56632 This PR adds support for loading DAG parameter options dynamically from external configuration files (INI, JSON, YAML) with filtering capabilities. ## Changes ### New Files -...

area:task-sdk

### Apache Airflow version 3.0.6 ### If "Other Airflow 2 version" selected, which one? _No response_ ### What happened? **Summary** --- Since Airflow 3.0 (tested on 3.0.6), it is impossible...

kind:bug
area:core
area:dynamic-task-mapping
area:TaskGroup
affected_version:3.0
affected_version:3.1

--- Closes #56459 ## Problem `@task.kubernetes_cmd` breaks when used with TaskFlow-style mapping inside a TaskGroup. The root cause is that we didn't mark TaskFlow arguments (op_args / op_kwargs) as template_fields,...

area:providers
provider:cncf-kubernetes