sivakumar-mahalingam commented on code in PR #4392:
URL: https://github.com/apache/amoro/pull/4392#discussion_r4303891131


##########
amoro-ams/src/test/java/org/apache/amoro/server/optimizing/TestIcebergV3OptimizingPlanning.java:
##########
@@ -69,23 +71,43 @@
 import org.junit.jupiter.params.provider.ValueSource;
 
 import java.nio.file.Path;
+import java.sql.PreparedStatement;
+import java.sql.SQLException;
 import java.util.Arrays;
 import java.util.Collections;
+import java.util.HashSet;
+import java.util.Set;
 import java.util.stream.Collectors;
 
 class TestIcebergV3OptimizingPlanning extends PersistentBase {
   @TempDir private Path temp;
 
+  // Preserve standalone execution without loading DerbyPersistence when the 
shared AMS test
+  // environment has already initialized persistence. Loading it would 
truncate the shared DB.
+  @SuppressWarnings("unused")

Review Comment:
   These AMS fixes are unrelated to Spark 4.1 and were extracted into #4394, 
which has merged. They still appear here because this branch retains the 
earlier merge base. I’ll update the branch and drop the redundant AMS commits 
while preserving the upstream fixes and Spark optimizer tests.



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