malinjawi commented on PR #11924:
URL: https://github.com/apache/gluten/pull/11924#issuecomment-4305273896

   > @malinjawi
   > 
   > 1. PR title is still within `[WIP]`, is there anything remaining for this 
PR?
   > 2. Have you checked locally, ensuring the `GlutenDeltaFileFormatWriter` 
code path is in use?
   > 3. Non-blocking - can you also share some perf numbers?
   
   Thanks @zhztheplayer 
   
   1. PR is now ready removing WIP.
   
   
   2. Yes, I validated this locally. With native write enabled, the executed 
plan goes through the Gluten Delta write command path 
(`GlutenDeltaFileFormatWriter`); with native write disabled, it does not.
   
   3. I did a local Perf run (same workload, Delta 4.0.1, 20M rows, partitioned 
write, 1 warmup + 3 measured runs):
   - Vanilla Spark: `24.502s` median (`24.502, 41.538, 23.823`)
   - Gluten (native write OFF): `24.504s` median (`24.783, 24.405, 24.504`)
   - Gluten (native write ON): `6.972s` median (`6.972, 7.052, 6.816`)
   
   So native Delta 4 write is about `3.51x` faster than vanilla in this run 
(~`71.5%` lower write time). I also have the full logs/scripts bundle if you 
want it attached.
   
   
   
   
   
[delta4-native-write-perf-2026-04-23.zip](https://github.com/user-attachments/files/27015192/delta4-native-write-perf-2026-04-23.zip)
   


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