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Use when the user wants to start, stop, or restart Airflow, view logs, query the Airflow API, troubleshoot, or fix environment issues. For project setup, see setting-up-astro-project.\n---\n\n# Astro Local Environment\n\nThis skill helps you manage your local Airflow environment using the Astro CLI.\n\nTwo modes: **Docker** (default, uses containers) and **Standalone** (Docker-free, uses a local venv — requires Airflow 3 + `uv`).\n\n> **To set up a new project**, see the **setting-up-astro-project** skill.\n> **When Airflow is running**, use MCP tools from **authoring-dags** and **testing-dags** skills.\n\n---\n\n## Start \u002F Stop \u002F Restart (Docker)\n\n```bash\n# Start local Airflow (webserver at http:\u002F\u002Flocalhost:8080)\nastro dev start\n\n# Stop containers (preserves data)\nastro dev stop\n\n# Kill and remove volumes (clean slate)\nastro dev kill\n\n# Restart all containers\nastro dev restart\n\n# Restart specific component\nastro dev restart --scheduler\nastro dev restart --webserver\n```\n\n**Default credentials:** admin \u002F admin\n\n**Restart after modifying:** `requirements.txt`, `packages.txt`, `Dockerfile`\n\n> **Standalone mode?** See the next section.\n\n---\n\n## Standalone Mode\n\nDocker-free local development. Runs Airflow directly on your machine in a `.venv\u002F` managed by `uv`.\n\n**Requirements:** Airflow 3 (runtime 3.x), `uv` on PATH. Not supported on Windows.\n\n> Plain `astro dev init` already pins a runtime 3.x image, so no version flag is needed. See **setting-up-astro-project** for project initialization.\n\n### Start\n\n```bash\n# One-time: set standalone as default mode\nastro config set dev.mode standalone\n\n# Or use the flag per invocation\nastro dev start --standalone\n```\n\n| Flag | Description |\n|------|-------------|\n| `--foreground` \u002F `-f` | Stream output in foreground |\n| `--port` \u002F `-p` | Override webserver port (default: 8080) |\n| `--no-proxy` | Disable reverse proxy |\n\n### Stop \u002F Kill \u002F Restart\n\n```bash\n# Stop (preserves .venv)\nastro dev stop\n\n# Kill (removes .venv and .astro\u002Fstandalone\u002F — clean slate)\nastro dev kill\n\n# Restart (preserves .venv for fast restart, use -k to kill first)\nastro dev restart\n```\n\n> If you used `--standalone` on start instead of setting the config, pass `--standalone` on every subsequent command too (stop, kill, restart, bash, run, logs, etc.).\n\n**State locations:** venv in `.venv\u002F`, database and logs in `.astro\u002Fstandalone\u002F`, DAGs from `dags\u002F`.\n\n---\n\n## Reverse Proxy\n\nRun multiple Airflow projects locally without port conflicts. Works in both Docker and standalone modes.\n\nEach project gets a hostname like `\u003Cproject-name>.localhost:6563`. Visit `http:\u002F\u002Flocalhost:6563` to see all active projects.\n\n```bash\n# Check proxy status and active routes\nastro dev proxy status\n\n# Force-stop proxy (auto-restarts on next astro dev start)\nastro dev proxy stop\n```\n\n| Config | Command |\n|--------|---------|\n| Change proxy port | `astro config set proxy.port \u003Cport>` |\n| Disable per-start | `astro dev start --no-proxy` |\n\nDefault proxy port: **6563**\n\n---\n\n## Check Status\n\n```bash\nastro dev ps\n```\n\n---\n\n## View Logs\n\n```bash\n# All logs\nastro dev logs\n\n# Specific component\nastro dev logs --scheduler\nastro dev logs --webserver\n\n# Follow in real-time\nastro dev logs -f\n```\n\n**Standalone:** `astro dev logs` works the same but shows a unified log (no per-component filtering).\n\n---\n\n## Run Airflow CLI Commands\n\n```bash\n# Open a shell with Airflow environment\nastro dev bash\n\n# Run Airflow CLI commands\nastro dev run airflow info\nastro dev run airflow dags list\n```\n\n**Standalone:** Same commands work — `bash` opens a venv-activated shell, `run` executes in the venv.\n\n---\n\n## Querying the Airflow API\n\nUse `astro api airflow` to query a running local Airflow instance. Prefer operation IDs over URL paths.\n\n**Defaults:** localhost:8080, admin\u002Fadmin (auto-detected). Override with `--api-url`, `--username`, `--password`.\n\n### Discovery\n\n```bash\n# List all endpoints\nastro api airflow ls\n\n# Filter by keyword\nastro api airflow ls dags\nastro api airflow ls task\n\n# Show params and schema for an operation\nastro api airflow describe get_dag\n```\n\n### Key Flags\n\n| Flag | Purpose |\n|------|---------|\n| `-p key=value` | Path parameters |\n| `-F key=value` | Body\u002Fquery fields (auto-converts booleans\u002Fnumbers) |\n| `-q` \u002F `--jq` | jq filter on response |\n| `--paginate` | Fetch all pages |\n| `-X` \u002F `--method` | Override HTTP method |\n| `--generate` | Output curl command instead of executing |\n\n### DAGs\n\n```bash\n# List all DAGs\nastro api airflow get_dags\n\n# Filter by pattern (SQL LIKE — use % wildcards)\nastro api airflow get_dags -F dag_id_pattern=%etl%\n\n# Get a specific DAG\nastro api airflow get_dag -p dag_id=my_dag\n\n# Get full details (schedule, params, etc.)\nastro api airflow get_dag_details -p dag_id=my_dag\n\n# Pause \u002F unpause\nastro api airflow patch_dag -p dag_id=my_dag -F is_paused=true\nastro api airflow patch_dag -p dag_id=my_dag -F is_paused=false\n\n# View DAG source code\nastro api airflow get_dag_source -p dag_id=my_dag\n\n# Check import errors\nastro api airflow get_import_errors\n```\n\n### DAG Runs\n\n```bash\n# List runs for a DAG\nastro api airflow get_dag_runs -p dag_id=my_dag\n\n# Trigger a run\nastro api airflow trigger_dag_run -p dag_id=my_dag\n\n# Trigger with config\nastro api airflow trigger_dag_run -p dag_id=my_dag -F conf[key]=value\n\n# Get a specific run\nastro api airflow get_dag_run -p dag_id=my_dag -p dag_run_id=manual__2026-04-07\n\n# Clear (re-run) a DAG run\nastro api airflow clear_dag_run -p dag_id=my_dag -p dag_run_id=manual__2026-04-07 -F dry_run=false\n```\n\n### Task Instances\n\n```bash\n# List task instances for a run\nastro api airflow get_task_instances -p dag_id=my_dag -p dag_run_id=manual__2026-04-07\n\n# Use ~ as wildcard (all DAGs or all runs)\nastro api airflow get_task_instances -p dag_id=my_dag -p dag_run_id=~\n\n# Get a specific task instance\nastro api airflow get_task_instance -p dag_id=my_dag -p dag_run_id=manual__2026-04-07 -p task_id=extract\n\n# Clear\u002Fretry failed tasks\nastro api airflow post_clear_task_instances -p dag_id=my_dag \\\n  -F dag_run_id=manual__2026-04-07 -F only_failed=true -F dry_run=false\n\n# Get task logs\nastro api airflow get_log -p dag_id=my_dag -p dag_run_id=manual__2026-04-07 \\\n  -p task_id=extract -p try_number=1\n```\n\n### Config & Connections\n\n```bash\nastro api airflow get_connections\nastro api airflow get_variables\nastro api airflow get_config\n```\n\n### Filtering with jq\n\n```bash\n# List only DAG IDs\nastro api airflow get_dags -q '.dags[].dag_id'\n\n# Get failed task IDs from a run\nastro api airflow get_task_instances -p dag_id=my_dag -p dag_run_id=~ \\\n  -q '[.task_instances[] | select(.state==\"failed\") | .task_id]'\n```\n\n---\n\n## Troubleshooting\n\n| Issue | Solution |\n|-------|----------|\n| Port 8080 in use | Stop other containers or edit `.astro\u002Fconfig.yaml` |\n| Container won't start | `astro dev kill` then `astro dev start` |\n| Package install failed | Check `requirements.txt` syntax |\n| DAG not appearing | Run `astro dev parse` to check for import errors |\n| Out of disk space | `docker system prune` |\n| Standalone won't start | Ensure `uv` is on PATH and runtime is 3.x |\n| Proxy port conflict | `astro config set proxy.port \u003Cport>` |\n| `.venv` corrupted | `astro dev kill` then `astro dev start --standalone` |\n\n### Reset Environment\n\nWhen things are broken:\n\n```bash\nastro dev kill\nastro dev start\n```\n\n---\n\n## Upgrade Airflow\n\n### Test compatibility first\n\n```bash\nastro dev upgrade-test\n```\n\n### Change version\n\n1. Edit `Dockerfile`:\n   ```dockerfile\n   FROM quay.io\u002Fastronomer\u002Fastro-runtime:13.0.0\n   ```\n\n2. 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Use when working with anything related to Airflow - a DAG, a DAG run, a task log, an import or parse error, a broken DAG, or any Airflow operation. Covers listing and triggering DAGs, retrying runs, reading task logs, diagnosing failures, debugging import and parse errors, checking connections, variables and pools, exploring the REST API, and monitoring health (for example \"trigger a pipeline\", \"retry a run\", \"list connections\", \"check Airflow health\", \"why did my DAG fail\"). This is the entrypoint that routes to sibling skills for authoring, testing, deploying, and migrating Airflow 2 to 3. 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This skill covers the Go-specific native API; the shared Python-stub pattern and conceptual model live in authoring-language-sdk-tasks. For building\u002Fpacking\u002Fshipping the bundle see deploying-go-sdk-bundles; for coordinator config see configuring-airflow-language-sdks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3334,3335,3338,3339],{"name":13,"slug":14,"type":15},{"name":3336,"slug":3337,"type":15},"API Development","api-development",{"name":3237,"slug":3238,"type":15},{"name":3340,"slug":3341,"type":15},"Go","go","2026-07-11T05:39:13.552213",{"slug":3344,"name":3344,"fn":3345,"description":3346,"org":3347,"tags":3348,"stars":22,"repoUrl":23,"updatedAt":3356},"authoring-java-sdk-tasks","implement Airflow tasks in Java","Writes Airflow task logic in Java, Kotlin, or any JVM language using the Airflow Java SDK. Use when the user wants to implement Airflow tasks in Java\u002FJVM, asks about `@Builder.Dag`\u002F`@Builder.Task`\u002F`@Builder.XCom`, the `Task`\u002F`BundleBuilder` interfaces, reading connections\u002Fvariables\u002FXComs from Java, the JSON-to-Java type mapping, or logging from Java tasks. This skill covers the Java-specific native API; the shared Python-stub pattern and conceptual model live in authoring-language-sdk-tasks. For building\u002Fshipping the bundle see deploying-java-sdk-bundles; for coordinator config see configuring-airflow-language-sdks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3349,3350,3353],{"name":3237,"slug":3238,"type":15},{"name":3351,"slug":3352,"type":15},"Engineering","engineering",{"name":3354,"slug":3355,"type":15},"Java","java","2026-07-18T05:48:13.374003",{"slug":3358,"name":3358,"fn":3359,"description":3360,"org":3361,"tags":3362,"stars":22,"repoUrl":23,"updatedAt":3366},"authoring-language-sdk-tasks","implement non-Python Airflow tasks","The language-neutral foundation for Airflow language SDKs — implement task logic in a non-Python language while the DAG stays in Python. Use when the user wants to run an Airflow task in another language (Java, Kotlin, Go, or other JVM\u002Fnative languages), asks how the Python `@task.stub` pairs with native task code, how task\u002FDAG IDs must match across the two sides, how data passes via XCom as JSON, or which language SDKs exist. This skill owns the shared Python-stub pattern and conceptual model; for a specific language's native API, build, and runtime, use that language's skill (e.g. authoring-java-sdk-tasks, authoring-go-sdk-tasks).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3363,3364,3365],{"name":13,"slug":14,"type":15},{"name":3237,"slug":3238,"type":15},{"name":3351,"slug":3352,"type":15},"2026-07-18T05:11:54.496539",{"slug":3368,"name":3368,"fn":3369,"description":3370,"org":3371,"tags":3372,"stars":22,"repoUrl":23,"updatedAt":3379},"blueprint","build reusable Airflow task group templates","Define reusable Airflow task group templates with Pydantic validation and compose DAGs from YAML. Use when creating blueprint templates, composing DAGs from YAML, validating configurations, or enabling no-code DAG authoring for non-engineers.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3373,3374,3375,3376],{"name":13,"slug":14,"type":15},{"name":3237,"slug":3238,"type":15},{"name":3324,"slug":3325,"type":15},{"name":3377,"slug":3378,"type":15},"Templates","templates","2026-04-06T18:01:45.361425",{"slug":3381,"name":3381,"fn":3382,"description":3383,"org":3384,"tags":3385,"stars":22,"repoUrl":23,"updatedAt":3392},"checking-freshness","check data freshness in warehouses","Quick data freshness check. Use when the user asks if data is up to date, when a table was last updated, if data is stale, or needs to verify data currency before using it.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3386,3387,3388,3391],{"name":13,"slug":14,"type":15},{"name":3280,"slug":36,"type":15},{"name":3389,"slug":3390,"type":15},"Data Quality","data-quality",{"name":3324,"slug":3325,"type":15},"2026-04-06T18:02:02.138565",34,{"items":3395,"total":3393},[3396,3403,3409,3416,3423,3430,3437],{"slug":14,"name":14,"fn":3230,"description":3231,"org":3397,"tags":3398,"stars":22,"repoUrl":23,"updatedAt":3242},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3399,3400,3401,3402],{"name":13,"slug":14,"type":15},{"name":17,"slug":18,"type":15},{"name":3237,"slug":3238,"type":15},{"name":3240,"slug":3241,"type":15},{"slug":3244,"name":3244,"fn":3245,"description":3246,"org":3404,"tags":3405,"stars":22,"repoUrl":23,"updatedAt":3254},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3406,3407,3408],{"name":13,"slug":14,"type":15},{"name":3251,"slug":3252,"type":15},{"name":3237,"slug":3238,"type":15},{"slug":3256,"name":3256,"fn":3257,"description":3258,"org":3410,"tags":3411,"stars":22,"repoUrl":23,"updatedAt":3271},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3412,3413,3414,3415],{"name":13,"slug":14,"type":15},{"name":3263,"slug":3264,"type":15},{"name":3266,"slug":3267,"type":15},{"name":3269,"slug":3270,"type":15},{"slug":3273,"name":3273,"fn":3274,"description":3275,"org":3417,"tags":3418,"stars":22,"repoUrl":23,"updatedAt":3285},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3419,3420,3421,3422],{"name":13,"slug":14,"type":15},{"name":3280,"slug":36,"type":15},{"name":3237,"slug":3238,"type":15},{"name":3283,"slug":3284,"type":15},{"slug":3287,"name":3287,"fn":3288,"description":3289,"org":3424,"tags":3425,"stars":22,"repoUrl":23,"updatedAt":3302},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3426,3427,3428,3429],{"name":3293,"slug":3294,"type":15},{"name":3296,"slug":3297,"type":15},{"name":3280,"slug":36,"type":15},{"name":3300,"slug":3301,"type":15},{"slug":3304,"name":3304,"fn":3305,"description":3306,"org":3431,"tags":3432,"stars":22,"repoUrl":23,"updatedAt":3315},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3433,3434,3435,3436],{"name":13,"slug":14,"type":15},{"name":3280,"slug":36,"type":15},{"name":3237,"slug":3238,"type":15},{"name":3313,"slug":3314,"type":15},{"slug":132,"name":132,"fn":3317,"description":3318,"org":3438,"tags":3439,"stars":22,"repoUrl":23,"updatedAt":3327},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3440,3441,3442,3443],{"name":13,"slug":14,"type":15},{"name":3237,"slug":3238,"type":15},{"name":3324,"slug":3325,"type":15},{"name":3266,"slug":3267,"type":15}]