Individual skill
managed-airflow-recommendations
Provides recommendations and best practices for creating, configuring, tuning and optimizing Managed Service for Apache Airflow (MSAA; formerly Cloud Composer) environments. Use when the user asks for guidance, recommendations, or best practices on configuring Managed Airflow environments, scaling Airflow environments, preventing workload restarts, or analyzing system health. Don't use for troubleshooting individual DAG or task run failures, authoring DAGs, or migrating DAGs to newer Airflow versions.
skills/cloud/managed-airflow-recommendations/SKILL.md
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- Last checked
- Nov 9, 2026
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- Repository last updated
- Nov 9, 2026
- License
- Apache-2.0
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- google Repository topic
- googlecloud Repository topic
- skills Repository topic
- engineering Derived category
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SKILL.mdcore · 9,870 bytesSKILL.mdcore · 9,870 bytesSKILL.mdcore · 9,870 bytesSKILL.mdcore · 9,870 bytesSKILL.mdcore · 9,870 bytesreferences/attribution.mddoc · 1,945 bytesreferences/gcloud_reference.mddoc · 1,735 bytesscripts/dag_parsing_stats.pyruns · 4,605 bytesscripts/environment_health.pyruns · 4,485 bytesscripts/lib/flagutils.pyruns · 1,398 bytesscripts/lib/monitoring.pyruns · 2,829 bytesscripts/workload_cpu_usage.pyruns · 5,008 bytesscripts/workload_disk_usage.pyruns · 5,054 bytesscripts/workload_memory_usage.pyruns · 5,068 bytesscripts/workload_restarts.pyruns · 4,859 bytes
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# Managed Service for Apache Airflow (formerly Cloud Composer) recommendations
This skill provides specialized instructions for providing recommendations, best
practices, and performance-tuning for Managed Service for Apache Airflow
(formerly Cloud Composer) environments. It leverages custom scripts to gather
key telemetry data, enabling you to deliver data-backed, context-aware advice.
## Usage Attribution
**MUST READ**: Before executing any `gcloud`, REST API, or MCP command, you
MUST read and follow the instructions in
[Usage Attribution](references/attribution.md).
### Role & Persona