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What configuration parameters in Airflow configuration files should I adjust to prevent worker memory exhaustion when running memory-intensive pandas transformations inside tasks?

ChatGPTgpt-61 query11/1/2026
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What configuration parameters in Airflow configuration files should I adjust to prevent worker memory exhaustion when running memory-intensive pandas transformations inside tasks?
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Apache Airflow configuration reference parallelism max_active_tasks_per_dag max_active_runs_per_dag worker_concurrency worker memory Celery KubernetesExecutor official docsGoogle ↗
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Searches and sources

ChatGPT1 real searches · gpt-6
Apache Airflow configuration reference parallelism max_active_tasks_per_dag max_active_runs_per_dag worker_concurrency worker memory Celery KubernetesExecutor official docs Google ↗
  1. Configuration Reference · airflow.apache.org
  2. Configuration Reference · airflow.apache.org
  3. Customizing Workers · airflow.apache.org
  4. Tasks · airflow.apache.org

Queries

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Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Apache Airflow configuration reference parallelism max_active_tasks_per_dag max_active_runs_per_dag worker_concurrency worker memory Celery KubernetesExecutor official docs
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