aarushigupta132 opened a new pull request, #17796:
URL: https://github.com/apache/iceberg/pull/17796

   ## Summary
   
   This draft adds a `parallel_deletes` option to the Spark 4.1 
`remove_orphan_files` procedure. When enabled, orphan files are deleted from 
Spark executors rather than sequentially on the driver.
   
   The option is disabled by default, preserving the existing driver-side 
deletion behavior. `FileIO` implementations that support bulk operations delete 
one Spark partition at a time; other implementations delete files individually 
within each partition. Orphan paths continue to flow back to the driver so the 
procedure can produce its existing result count and path sample.
   
   ## Motivation
   
   `remove_orphan_files` currently identifies orphan files with Spark but 
performs deletion on the driver. Even when listing and the metadata anti-join 
are distributed, deletion throughput is therefore limited by one node. 
Executor-side deletion allows the work to scale with the number of Spark 
partitions.
   
   This is complementary to #17790, which distributes prefix-based file 
listing. The cached orphan-file dataset remains the correct input to deletion 
because files must not be removed until the metadata anti-join and 
prefix-mismatch validation have completed.
   
   ## Open questions and follow-ups
   
   This is a draft because the API and failure semantics need review. In 
particular:
   
   * `dry_run => true` currently supplies a no-op delete function, which the 
parallel path bypasses. The two options must be rejected together or made safe 
before this is ready to merge.
   * The current implementation materializes a complete Spark partition before 
invoking bulk deletion. It should retain bounded batches comparable to the 
existing `DELETE_GROUP_SIZE`.
   * The interaction with `max_concurrent_deletes` and custom delete functions 
should be validated explicitly.
   * Executor-side retries and speculative execution can cause a partition to 
be deleted more than once. The expected idempotency and failure-reporting 
behavior should be documented and tested.
   * Driver-side logs become executor-side logs for the actual delete 
operations when this option is enabled.
   
   ## Testing
   
   Tests are still to be added for executor-side bulk and non-bulk deletion, 
dry-run behavior, option interactions, partition batching, and task retry 
behavior.


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