Add initial documentation for ExecutionMode.WATCHER#2046
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ExecutionMode.WATCHER
pankajkoti
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Looks great to me, thanks for working on this. Happy to re-review if you'd like me to -- once out of draft and if we make additional updates by then.
pankajastro
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Looks good to me. Since the CI isn’t passing, I can’t see how it’s rendering. Happy for this to be merged once the CI passes and the pending feedback is addressed.
Co-authored-by: Yetunde Dada <43755008+yetudada@users.noreply.github.com>
Co-authored-by: Yetunde Dada <43755008+yetudada@users.noreply.github.com>
Co-authored-by: Pankaj Koti <pankajkoti699@gmail.com>
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Pull Request Overview
This PR introduces comprehensive documentation for the new experimental ExecutionMode.WATCHER feature in Cosmos 1.11.0, which dramatically improves dbt pipeline performance in Airflow by running dbt as a single command while maintaining model-level observability through a producer-consumer pattern.
Key changes:
- Documents performance improvements of up to 80% reduction in DAG runtime compared to
ExecutionMode.LOCAL - Explains the producer/watcher architecture using
DbtProducerWatcherOperatorandDbtConsumerWatcherSensor - Details known limitations including installation requirements, operator support, and sensor implementation
Reviewed Changes
Copilot reviewed 2 out of 4 changed files in this pull request and generated 5 comments.
| File | Description |
|---|---|
| docs/getting_started/watcher-execution-mode.rst | New comprehensive documentation page covering the WATCHER execution mode concept, performance benchmarks, usage examples, and known limitations |
| docs/getting_started/execution-modes.rst | Updates the execution modes overview to include the new WATCHER mode in the list and comparison table |
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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
**Features** * Introduce ``ExecutionMode.WATCHER`` to reduce DAG run time by 1/5 in several PRs. Learn more about it [here](https://astronomer.github.io/astronomer-cosmos/getting_started/watcher-execution-mode.html#watcher-execution-mode). This feature was implemented via multiple PRs, including: * Expose new execution mode by @tatiana @pankajastro @pankajkoti in #1999 * Add ``DbtProducerWatcherOperator`` for the proposed ``ExecutionMode.WATCHER`` by @pankajkoti in #1982 * Add ``DbtConsumerWatcherSensor`` for the proposed ``ExecutionMode.WATCHER`` by @pankajastro in #1998 * Push producer's task completion status to XCOM by @pankajkoti in #2000 * Add default priority_weight for ``DbtProducerWatcherOperator`` by @pankajkoti in #1995 * Add sample dbt events for the dbt watcher execution mode by @pankajkoti in #1952 * Add ``compiled_sql`` as a template fields on ```ExecutionMode.WATCHER``` when using ``run_results.json`` by @pankajastro in #2070 * Set ``push_run_results_to_xcom`` kwargs correctly for invocation mode subprocess and Watcher mode by @pankajastro in #2067 * Store compiled SQL as template field for dbt callback events in ``ExecutionMode.WATCHER`` by @pankajkoti in #2068 * Add initial documentation for ``ExecutionMode.WATCHER`` by @tatiana in #2046 * Support running ``State.UPSTREAM_FAILED`` tasks when WATCHER consumer upstream tasks fail by @tatiana in #2062 * Fail sensor tasks immediately if the ``ExecutionMode.WATCHER`` producer task fails by @pankajastro in #2040 * Add ``WATCHER``` to GitHub issue template by @tatiana in #2056 * Add support for ``TestBehavior.AFTER_ALL`` with ``ExecutionMode.WATCHER`` by @pankajastro in #2049 * Add support for ``TestBehavior.NONE`` with ``ExecutionMode.WATCHER`` by @pankajastro in #2047 * Fix ``ExecutionMode.WATCHER`` behaviour with ``DbtTaskGroup`` by @tatiana in #2044 * Fix Cosmos behaviour when using watcher with ``InvocationMode.DBT_RUNNER`` by @tatiana in #2048 * Add Airflow 3 plugin for dbt docs with multiple dbt projects support by @pankajkoti in #2009, check the [documentation](https://astronomer.github.io/astronomer-cosmos/configuration/hosting-docs.html). * Initial support to ``dbt Fusion`` by @tatiana in #1803. More details [here](https://astronomer.github.io/astronomer-cosmos/configuration/dbt-fusion). * Support to prune sources without downstream references in dbt projects by @corsettigyg in #1988 * Allow to set task display name as a user-defined function by @corsettigyg in #1761 * Add dbt project's hash to dag docs to support dag versioning in Airflow 3 by @pankajkoti in #1907 * feat: Add Jinja templating support for ``dbt_cmd_flags`` by @skillicinski in #1899 * Add Scarf metric to collect the execution mode uses by @pankajastro in #1981 * Support Airflow 3.1 by @tatiana in #1980 * Add MySQL profile mapping by @Lee2532 in #1977 * Add sqlserver profile mapping by @pankajastro in #1737 **Enhancement** * Use XCom to store sql when using ``ExecutionMode.AIRFLOW_ASYNC`` by @pankajastro in #1934 * Refactor ``AIRFLOW_ASYNC`` teardown so it doesn't install the virtualenv by @pankajastro in #1938 * Reuse the virtual env for ``AIRFLOW_ASYNC`` setup task by @pankajastro in #1939 * Improve dataset/asset experience in Cosmos by @tatiana in #2030 * Add ``downstreams`` to ``DbtNode`` by @wornjs in #2028 **Bug fixes** * Fix tags extraction by @ms32035 in #1915 * Fix task flow operator args by @anyapriya in #2024 **Documentation** * Add documentation for Airflow 3 Plugin supporting dbt docs for multiple dbt projects by @pankajkoti in #2063 * Add Cosmos Deferrable Operator Guide by @pankajastro in #1922 * Add dbt Fusion documentation by @tatiana in #1824 #1830 * Update dbt-fusion.rst to explicitly highlight it is in alpha by @tatiana in #1838 * Fix a bunch of docs build errors and warnings by @pankajkoti in #1886 * Add docs note for param virtualenv_dir for async execution mode by @pankajastro in #1969 * Use pepy.tech downloads badge in README by @pankajkoti in #1920 * Correct the default value of ``cache_dir`` by @seokyun.ha in #2027 **Others** * Promote @corsettigyg to committer by @tatiana in #1985 * Add @pankajkoti and @pankajastro to ``contributors.rst`` by @tatiana in #1983 * Update setup script for airflow3 script by @dwreeves in #2023 * Prevent pytest from trying to test classes that aren't actually tests by @anyapriya in #2032 * Fix ``dag.test()`` for Airflow 3.1+ by syncing DAG to database bby @kaxil in #2037 * Disable Scarf in CI by @pankajastro in #2016 * Fix failing dbt Fusion tests when run in parallel in CI by @pankajkoti in #1896 * Fix MyPy issues related to ``ObjectStoragePath`` in main branch by @tatiana in #2012 * Cleanup example dbt event JSON dictionaries kept for XCOM referencby @pankajkoti in #1997 * Bump min hatch version that includes fixes for click>=8.3.0 by @pankajkoti in #1996 * Use official postgres image from Docker hub for kubernetes setup by @pankajkoti in #1986 * Use click<8.3.0 for hatch as click 8.3 breaks hatch by @pankajkoti in #1987 * Pin Airflow version in type check CI job by @pankajastro in #2003 * Improve comments after feedback on #1948 by @tatiana in #1963 * Fix running tests with dbt Fusion 2.0.0 preview versions by @tatiana in #1948 * Test hardening of dbt node having tags as unset or missing by @pankajkoti in #1918 * Fix Sphinx issue in the main branch by @tatiana in #2064 * pre-commit autoupdate in #2065, #2043, #2033, #2019, #1990, #2019, #2008, #1941, #1935, #1924 * GitHub dependabot update in #2051, #2050, #2038, #2022, #1947, #1955, #1946, #1944, #1945, #1928, #1921, #1917 Co-authored-by: Pankaj Koti <pankaj.koti@astronomer.io> Co-authored-by: Pankaj Singh <pankaj.singh@astronomer.io> Co-authored-by: Pankaj Koti <pankajkoti699@gmail.com>
Introduce the documentaiton for the recently introduced high-performance execution mode, named ExecutionMode.WATCHER, following the implementation in PRs #1982, #1993 and #1998. #1999.
Closes: #1965
Closes: https://github.com/astronomer/oss-integrations-private/issues/245