malinjawi opened a new pull request, #11924:
URL: https://github.com/apache/gluten/pull/11924

   ## What changes are proposed in this pull request?
   
   This PR adds native Delta Lake write support for Spark 4.0 + Delta 4.0 in 
the Velox backend.
   
   Main changes:
   - Add Delta 4 write offload integration in Delta write operators and command 
offload path.
   - Wire Delta-specific parquet file format and optimistic transaction write 
path for native execution.
   - Add native write statistics tracking plumbing used by Delta write.
   - Add Delta optimized writer offload integration for the Delta 4 path.
   
   
   Scope note:
   - This PR is focused on native write support only.
   - Delta 4 test-suite expansion is split into separate PR(s) for 
reviewability.
   
   Part of #10215.
   
   ## How was this patch tested?
   
   - Compile/build validation with Spark 4.0 + Delta 4 profile:
   
   ```bash
   
   ./build/mvn -pl backends-velox -am 
-Pbackends-velox,delta,spark-4.0,scala-2.13,java-17 -DskipTests 
-Dcheckstyle.skip=true -Dspotless.skip=true -Dscalastyle.skip=true compile
   


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