jackylee-ch commented on code in PR #15814:
URL: https://github.com/apache/iceberg/pull/15814#discussion_r3014373053


##########
docs/docs/spark-ddl.md:
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@@ -326,6 +330,21 @@ ALTER TABLE prod.db.sample DROP COLUMN id;
 ALTER TABLE prod.db.sample DROP COLUMN point.z;
 ```
 
+!!! warning "Hive Catalog Limitation"
+    When using a **Hive catalog**, dropping a column that is not the last 
column in the table schema
+    may fail with an error from the Hive Metastore (HMS). This occurs because 
HMS validates schema
+    changes by comparing column types **positionally** — dropping a middle 
column shifts subsequent
+    columns, which HMS interprets as incompatible type changes
+    (`MetaStoreUtils#throwExceptionIfIncompatibleColTypeChange`).
+
+    To work around this, disable the HMS schema compatibility check by setting
+    `hive.metastore.disallow.incompatible.col.type.changes=false` in 
`hive-site.xml`, or by passing
+    `--conf 
spark.hadoop.hive.metastore.disallow.incompatible.col.type.changes=false` when 
starting Spark.

Review Comment:
   I have check remote HMS with version 3.1.3, which contains the HIVE-17832 
and HIVE-17942, they still don't work. Thus, I updated the documentation as 
follows.
       - **Remote HMS:** Set this property in the HMS server's `hive-site.xml`.
       - **Embedded HMS:** Add the equivalent property to the Hive catalog 
configuration.



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