kumarUjjawal opened a new pull request, #20959:
URL: https://github.com/apache/datafusion/pull/20959

   ## Which issue does this PR close?
   
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   - Closes #20933
   
   
   ## Rationale for this change
   
   Issue #20933 called out that `ScalarValue::add` was doing unnecessary work 
in hot paths such as statistics merging.
   
   The original suggestion was to mutate the lhs accumulator rather than 
alwaysbuilding a new scalar. This patch follows that direction and keeps the 
optimization in `ScalarValue` itself, which is a better long-term fit than 
duplicating specialized addition logic only in the stats code.
   
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   ## What changes are included in this PR?
   
   This change adds an in-place fast path for `ScalarValue::add` / 
`add_checked` for same-type numeric and decimal values.
   
   The patch also updates statistics merging to reuse the existing `sum_value` 
accumulator instead of creating a new `ScalarValue` for each addition.
   
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   There is no need to duplicate the description in the issue here but it is 
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   ## Are these changes tested?
   
   Yes
   
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   ## Are there any user-facing changes?
   
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