Omega359 commented on code in PR #14684:
URL: https://github.com/apache/datafusion/pull/14684#discussion_r2282438652


##########
datafusion/core/src/dataframe/mod.rs:
##########
@@ -1972,41 +1972,85 @@ impl DataFrame {
             .config_options()
             .sql_parser
             .enable_ident_normalization;
+
         let old_column: Column = if ident_opts {
             Column::from_qualified_name(old_name)
         } else {
             Column::from_qualified_name_ignore_case(old_name)
         };
 
-        let (qualifier_rename, field_rename) =
-            match self.plan.schema().qualified_field_from_column(&old_column) {
-                Ok(qualifier_and_field) => qualifier_and_field,
-                // no-op if field not found
-                Err(DataFusionError::SchemaError(
-                    SchemaError::FieldNotFound { .. },
-                    _,
-                )) => return Ok(self),
-                Err(err) => return Err(err),
-            };
-        let projection = self
-            .plan
-            .schema()
-            .iter()
-            .map(|(qualifier, field)| {
-                if qualifier.eq(&qualifier_rename) && field.as_ref() == 
field_rename {
-                    (
-                        col(Column::from((qualifier, field)))
-                            .alias_qualified(qualifier.cloned(), new_name),
-                        false,
-                    )
-                } else {
-                    (col(Column::from((qualifier, field))), false)
-                }
-            })
-            .collect::<Vec<_>>();
-        let project_plan = LogicalPlanBuilder::from(self.plan)
-            .project_with_validation(projection)?
-            .build()?;
+        let project_plan = if let LogicalPlan::Projection(Projection {

Review Comment:
   While it may not be a problem exactly I do think it may be worth it for 
cases where a large number of with_column (thus projections) are happening.
   
   You can see from a [sample 
instrumentation](https://gist.github.com/Omega359/bf96eff97e6dc784e0cfd6a81bfa7b67)
 for a dataframe operation I do that handling the projections is take a long 
time:
   
   `Optimization for rule optimize_projections took > 50ms: 22821 ms`
   
   The logical plan is 31MB in text (`.display_indent()`) and you can see just 
how nested things can get just from the document map in Notepad++
   <img width="1911" height="1129" alt="image" 
src="https://github.com/user-attachments/assets/c41fda8a-d4af-40b5-b76a-f3eabf0785f4";
 />
   
   I posted about improving the planning performance via multithreading in the 
[discord 
channel](https://discord.com/channels/885562378132000778/1166447479609376850/1406384187228819680)
 but from a quick look I'm not sure that approach will necessarily be a simple 
change.



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