Cloud-Architect-Emma commented on PR #40190:
URL: https://github.com/apache/superset/pull/40190#issuecomment-4507321915

   Hi @hainenber, I've updated the fix based on your feedback. The 
implementation now only converts a column when ALL non-null values successfully 
convert to numeric, making it safe for mixed-type columns from any backend:
   
   ```python
   converted = pd.to_numeric(df[col], errors="coerce")
   if converted.notna().eq(df[col].notna()).all():
       df[col] = converted
   ```
   
   This is safer than the original `infer_objects()` and scoped by behavior 
rather than by database backend, it only affects columns where the backend 
returned genuinely numeric values as strings (like ClickHouse SUM()). Could you 
re-review? Thank you!


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