cloud-fan commented on code in PR #51686:
URL: https://github.com/apache/spark/pull/51686#discussion_r2245376819


##########
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/v2/V2ScanRelationPushDown.scala:
##########
@@ -225,11 +194,80 @@ object V2ScanRelationPushDown extends Rule[LogicalPlan] 
with PredicateHelper {
         node
       }
   }
+  /**
+   * Generates unique column aliases for join operations to avoid naming 
conflicts.
+   * Handles case sensitivity issues across different databases (SQL Server, 
MySQL, etc.).
+   *
+   * @param leftSideRequiredColumnNames  Columns from the left side of the join
+   * @param rightSideRequiredColumnNames Columns from the right side of the 
join
+   * @return Tuple of (leftColumnsWithAliases, rightColumnsWithAliases)
+   */
+  private[v2] def generateColumnAliasesForDuplicatedName(
+    leftSideRequiredColumnNames: Array[String],
+    rightSideRequiredColumnNames: Array[String]
+  ): (Array[SupportsPushDownJoin.ColumnWithAlias],
+    Array[SupportsPushDownJoin.ColumnWithAlias]) = {
+    // Normalize all column names to lowercase for case-insensitive comparison
+    val normalizeCase: String => String = _.toLowerCase()

Review Comment:
   ```suggestion
       val normalizeCase: String => String = _.toLowerCase(Locale.ROOT)
   ```



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