Dandandan opened a new pull request, #21373:
URL: https://github.com/apache/datafusion/pull/21373

   ## Summary
   - Uses `ParquetPushDecoder::try_next_reader()` to obtain a synchronous 
`ParquetRecordBatchReader` for the current row group, then spawns IO for the 
next row group via `tokio::spawn` while iterating batches
   - This overlaps IO with compute, avoiding idle time between row groups that 
was visible in profiling traces
   - The arrow-rs `try_next_reader()` API was designed for exactly this 
pipelining pattern
   
   ## Test plan
   - [x] `cargo test -p datafusion-datasource-parquet` (97 passed)
   - [x] `cargo test -p datafusion --test parquet_integration` (198 passed)
   - [x] `cargo test -p datafusion --test core_integration -- parquet` (28 
passed)
   - [ ] Benchmark with dfbench to measure improvement
   
   🤖 Generated with [Claude Code](https://claude.com/claude-code)


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