Rich-T-kid opened a new pull request, #27367:
URL: https://github.com/apache/datafusion/pull/27367

   ## Which issue does this PR close?
   
   - Validates apache/arrow-rs#12208.
   
   ## Rationale for this change
   
   Measure whether trimming unreferenced dictionary value suffixes improves 
DataFusion queries when IPC spill is forced under low memory.
   
   ## What changes are included in this PR?
   
   The first commit pins Arrow to #12208 parent `b2b7d470`; the tip pins Arrow 
to the exact PR head `69e96594`. There are no DataFusion runtime changes.
   
   ## What is the testing strategy for this PR?
   
   Run hosted TPC-H, TPC-DS, and partitioned ClickBench benchmarks with RLE 
dictionary reads enabled and suite-specific low memory limits that force 
spilling. The benchmark bot compares the two commits directly.
   
   The exact tip passed `cargo check -p datafusion`. The full pre-push clippy 
hook also exposed a test-only unused import on both the parent and tip pins; 
this is unrelated to the Arrow change.
   
   ## Are there any user-facing changes?
   
   No. This PR is benchmark-only and must not be merged.
   
   ## AI usage disclosure
   
   Codex helped prepare and validate the dependency pins and hosted benchmark 
configuration.


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