baibaichen opened a new issue, #11918:
URL: https://github.com/apache/gluten/issues/11918

   ## Backend
   VL (Velox)
   
   ## Bug description
   
   `CastTransformer` does not pass per-expression timezone through Substrait. 
When casting timestamp to string, Velox does not use the session timezone, 
producing output that differs from Spark's expected format.
   
   This is a Substrait architecture limitation that requires changes at the C++ 
layer.
   
   Affects both Spark 4.0 and 4.1.
   
   **Parent issue**: #11550
   
   ### Impact
   
   | Suite | Failures | spark40 | spark41 |
   |-------|:--------:|:-------:|:-------:|
   | GlutenToPrettyStringSuite | 1 ("Timestamp as pretty strings") | 🔴 | 🔴 |


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