amoghrajesh opened a new pull request, #68136:
URL: https://github.com/apache/airflow/pull/68136

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   closes: https://github.com/apache/airflow/issues/67706
   
   
   ---
   
   ### What?
   
   Operators that submit work to external systems such as Spark, BigQuery, EMR, 
Kubernetes share a common failure mode: the worker holds its slot for the full 
polling duration, and if the worker crashes the task retries from scratch, 
often submitting a duplicate job. Airflow 3.3 now introduces 
`ResumableJobMixin` to solve the crash-and-duplicate problem, and the task 
state store enables the broader checkpoint-and-resume pattern. Neither had 
documentation, and there was no guidance on when to reach for these over 
deferrable operators or async tasks.
   
   ### Current behaviour
   
   The only comparison page (`task-sdk/docs/deferred-vs-async-operators.rst`) 
covered deferrable and async operators but made no mention of resumable tasks. 
`ResumableJobMixin` had no user-facing documentation at all. Users experiencing 
repeated job submission failures had no clear path to a solution.
   
   ### Proposed change
   
   - Adds `airflow-core/docs/core-concepts/resumable-tasks.rst` - a decision 
guide covering all three patterns (deferrable, resumable, async) with trade-off 
descriptions, a three-way comparison table, and a general checkpoint example 
using `task_store` directly.
   - Adds `task-sdk/docs/resumable-job-mixin.rst`- a reference page for 
`ResumableJobMixin` covering the interface, method descriptions with inline 
examples, the retry flow, the pre-submit crash window limitation, and the 
`external_id_key` renaming warning.
   - Updates `task-sdk/docs/deferred-vs-async-operators.rst` with a 
`versionchanged:: 3.3.0` note pointing to both new pages.
   
   
   ---
   
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   * For significant user-facing changes create newsfragment: 
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 You can add this file in a follow-up commit after the PR is created so you 
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