Rich-T-kid opened a new pull request, #27341:
URL: https://github.com/apache/datafusion/pull/27341

   ## Which issue does this PR close?
   
   - Related to #24822.
   
   ## Rationale for this change
   
   Parquet dictionaries are scoped to a row group, so the row-group row count 
is a safe upper bound for dictionary cardinality. This experiment uses that 
bound to avoid Int32 keys for small files.
   
   ## What changes are included in this PR?
   
   RLE dictionary inference now chooses Int8, Int16, or Int32 keys from the 
largest row group and keeps the existing cross-file widening behavior.
   
   ## What is the testing strategy for this PR?
   
   A three-run RLE-dictionary TPC-DS comparison regressed by 0.97% on summed 
query medians and 1.72% on geometric mean. This remains a draft experiment; 
hosted TPC-H, TPC-DS, and partitioned ClickBench results are pending.
   
   ## Are there any user-facing changes?
   
   With RLE-to-dictionary reads enabled, inferred dictionary key types can now 
be narrower than Int32.


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