yuqi1129 commented on code in PR #9963:
URL: https://github.com/apache/gravitino/pull/9963#discussion_r2852905139


##########
docs/manage-relational-metadata-using-gravitino.md:
##########
@@ -122,6 +123,7 @@ Currently, Gravitino supports the following catalog 
providers:
 | `jdbc-postgresql`   | [PostgreSQL catalog 
property](./jdbc-postgresql-catalog.md#catalog-properties)          |
 | `jdbc-doris`        | [Doris catalog 
property](./jdbc-doris-catalog.md#catalog-properties)                    |
 | `jdbc-oceanbase`    | [OceanBase catalog 
property](./jdbc-oceanbase-catalog.md#catalog-properties)            |
+| `jdbc-hologres`     | [Hologres catalog 
property](./jdbc-hologres-catalog.md#catalog-properties)              |

Review Comment:
   Index.md should also be updated.



##########
catalogs-contrib/catalog-jdbc-hologres/src/main/java/org/apache/gravitino/catalog/hologres/operation/HologresTableOperations.java:
##########
@@ -0,0 +1,1088 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.gravitino.catalog.hologres.operation;
+
+import com.google.common.annotations.VisibleForTesting;
+import com.google.common.base.Preconditions;
+import com.google.common.collect.ImmutableSet;
+import com.google.common.collect.Lists;
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+import javax.sql.DataSource;
+import org.apache.commons.collections4.MapUtils;
+import org.apache.commons.lang3.ArrayUtils;
+import org.apache.commons.lang3.BooleanUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.apache.gravitino.StringIdentifier;
+import org.apache.gravitino.catalog.jdbc.JdbcColumn;
+import org.apache.gravitino.catalog.jdbc.JdbcTable;
+import org.apache.gravitino.catalog.jdbc.config.JdbcConfig;
+import 
org.apache.gravitino.catalog.jdbc.converter.JdbcColumnDefaultValueConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcExceptionConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcTypeConverter;
+import org.apache.gravitino.catalog.jdbc.operation.DatabaseOperation;
+import org.apache.gravitino.catalog.jdbc.operation.JdbcTableOperations;
+import org.apache.gravitino.catalog.jdbc.operation.RequireDatabaseOperation;
+import org.apache.gravitino.exceptions.NoSuchSchemaException;
+import org.apache.gravitino.exceptions.NoSuchTableException;
+import org.apache.gravitino.rel.Column;
+import org.apache.gravitino.rel.TableChange;
+import org.apache.gravitino.rel.expressions.NamedReference;
+import org.apache.gravitino.rel.expressions.UnparsedExpression;
+import org.apache.gravitino.rel.expressions.distributions.Distribution;
+import org.apache.gravitino.rel.expressions.distributions.Distributions;
+import org.apache.gravitino.rel.expressions.distributions.Strategy;
+import org.apache.gravitino.rel.expressions.transforms.Transform;
+import org.apache.gravitino.rel.expressions.transforms.Transforms;
+import org.apache.gravitino.rel.indexes.Index;
+
+/**
+ * Table operations for Hologres.
+ *
+ * <p>Hologres is PostgreSQL-compatible, so most table operations follow 
PostgreSQL conventions.
+ * However, Hologres has specific features like table properties (orientation, 
distribution_key,
+ * etc.) that are handled through the WITH clause in CREATE TABLE statements.
+ */
+public class HologresTableOperations extends JdbcTableOperations
+    implements RequireDatabaseOperation {
+
+  public static final String HOLO_QUOTE = "\"";
+  public static final String NEW_LINE = "\n";
+  public static final String ALTER_TABLE = "ALTER TABLE ";
+  public static final String ALTER_COLUMN = "ALTER COLUMN ";
+  public static final String IS = " IS '";
+  public static final String COLUMN_COMMENT = "COMMENT ON COLUMN ";
+  public static final String TABLE_COMMENT = "COMMENT ON TABLE ";
+
+  private static final String HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG =
+      "Hologres does not support nested column names.";
+
+  /** Properties that are handled separately or read-only, excluded from the 
WITH clause. */
+  private static final Set<String> EXCLUDED_TABLE_PROPERTIES =
+      ImmutableSet.of("distribution_key", "is_logical_partitioned_table", 
"primary_key");
+
+  private String database;
+  private HologresSchemaOperations schemaOperations;
+
+  @Override
+  public void initialize(
+      DataSource dataSource,
+      JdbcExceptionConverter exceptionMapper,
+      JdbcTypeConverter jdbcTypeConverter,
+      JdbcColumnDefaultValueConverter jdbcColumnDefaultValueConverter,
+      Map<String, String> conf) {
+    super.initialize(
+        dataSource, exceptionMapper, jdbcTypeConverter, 
jdbcColumnDefaultValueConverter, conf);
+    database = new JdbcConfig(conf).getJdbcDatabase();
+    Preconditions.checkArgument(
+        StringUtils.isNotBlank(database),
+        "The `jdbc-database` configuration item is mandatory in Hologres.");
+  }
+
+  @Override
+  public void setDatabaseOperation(DatabaseOperation databaseOperation) {
+    this.schemaOperations = (HologresSchemaOperations) databaseOperation;
+  }
+
+  @Override
+  public List<String> listTables(String schemaName) throws 
NoSuchSchemaException {
+    try (Connection connection = getConnection(schemaName)) {
+      if (!schemaOperations.schemaExists(connection, schemaName)) {
+        throw new NoSuchSchemaException("No such schema: %s", schemaName);
+      }
+      final List<String> names = Lists.newArrayList();
+      try (ResultSet tables = getTables(connection)) {
+        while (tables.next()) {
+          if (Objects.equals(tables.getString("TABLE_SCHEM"), schemaName)) {
+            names.add(tables.getString("TABLE_NAME"));
+          }
+        }
+      }
+      LOG.info("Finished listing tables size {} for schema name {} ", 
names.size(), schemaName);
+      return names;
+    } catch (final SQLException se) {
+      throw this.exceptionMapper.toGravitinoException(se);
+    }
+  }
+
+  @Override
+  protected JdbcTable.Builder getTableBuilder(
+      ResultSet tablesResult, String databaseName, String tableName) throws 
SQLException {
+    boolean found = false;
+    JdbcTable.Builder builder = null;
+    while (tablesResult.next() && !found) {
+      String tableNameInResult = tablesResult.getString("TABLE_NAME");
+      String tableSchemaInResultLowerCase = 
tablesResult.getString("TABLE_SCHEM");
+      if (Objects.equals(tableNameInResult, tableName)
+          && Objects.equals(tableSchemaInResultLowerCase, databaseName)) {
+        builder = getBasicJdbcTableInfo(tablesResult);
+        found = true;
+      }
+    }
+
+    if (!found) {
+      throw new NoSuchTableException("Table %s does not exist in %s.", 
tableName, databaseName);
+    }
+
+    return builder;
+  }
+
+  @Override
+  protected JdbcColumn.Builder getColumnBuilder(
+      ResultSet columnsResult, String databaseName, String tableName) throws 
SQLException {
+    JdbcColumn.Builder builder = null;
+    if (Objects.equals(columnsResult.getString("TABLE_NAME"), tableName)
+        && Objects.equals(columnsResult.getString("TABLE_SCHEM"), 
databaseName)) {
+      builder = getBasicJdbcColumnInfo(columnsResult);
+    }
+    return builder;
+  }
+
+  @Override
+  protected String generateCreateTableSql(
+      String tableName,
+      JdbcColumn[] columns,
+      String comment,
+      Map<String, String> properties,
+      Transform[] partitioning,
+      Distribution distribution,
+      Index[] indexes) {
+    boolean isLogicalPartition =
+        MapUtils.isNotEmpty(properties)
+            && 
"true".equalsIgnoreCase(properties.get("is_logical_partitioned_table"));
+    StringBuilder sqlBuilder = new StringBuilder();
+    sqlBuilder

Review Comment:
   Please change all code like this to "xxx %s".format(xxx)  in this file to 
make it more readable.



##########
catalogs-contrib/catalog-jdbc-hologres/src/main/java/org/apache/gravitino/catalog/hologres/operation/HologresTableOperations.java:
##########
@@ -0,0 +1,1088 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.gravitino.catalog.hologres.operation;
+
+import com.google.common.annotations.VisibleForTesting;
+import com.google.common.base.Preconditions;
+import com.google.common.collect.ImmutableSet;
+import com.google.common.collect.Lists;
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+import javax.sql.DataSource;
+import org.apache.commons.collections4.MapUtils;
+import org.apache.commons.lang3.ArrayUtils;
+import org.apache.commons.lang3.BooleanUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.apache.gravitino.StringIdentifier;
+import org.apache.gravitino.catalog.jdbc.JdbcColumn;
+import org.apache.gravitino.catalog.jdbc.JdbcTable;
+import org.apache.gravitino.catalog.jdbc.config.JdbcConfig;
+import 
org.apache.gravitino.catalog.jdbc.converter.JdbcColumnDefaultValueConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcExceptionConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcTypeConverter;
+import org.apache.gravitino.catalog.jdbc.operation.DatabaseOperation;
+import org.apache.gravitino.catalog.jdbc.operation.JdbcTableOperations;
+import org.apache.gravitino.catalog.jdbc.operation.RequireDatabaseOperation;
+import org.apache.gravitino.exceptions.NoSuchSchemaException;
+import org.apache.gravitino.exceptions.NoSuchTableException;
+import org.apache.gravitino.rel.Column;
+import org.apache.gravitino.rel.TableChange;
+import org.apache.gravitino.rel.expressions.NamedReference;
+import org.apache.gravitino.rel.expressions.UnparsedExpression;
+import org.apache.gravitino.rel.expressions.distributions.Distribution;
+import org.apache.gravitino.rel.expressions.distributions.Distributions;
+import org.apache.gravitino.rel.expressions.distributions.Strategy;
+import org.apache.gravitino.rel.expressions.transforms.Transform;
+import org.apache.gravitino.rel.expressions.transforms.Transforms;
+import org.apache.gravitino.rel.indexes.Index;
+
+/**
+ * Table operations for Hologres.
+ *
+ * <p>Hologres is PostgreSQL-compatible, so most table operations follow 
PostgreSQL conventions.
+ * However, Hologres has specific features like table properties (orientation, 
distribution_key,
+ * etc.) that are handled through the WITH clause in CREATE TABLE statements.
+ */
+public class HologresTableOperations extends JdbcTableOperations
+    implements RequireDatabaseOperation {
+
+  public static final String HOLO_QUOTE = "\"";
+  public static final String NEW_LINE = "\n";
+  public static final String ALTER_TABLE = "ALTER TABLE ";
+  public static final String ALTER_COLUMN = "ALTER COLUMN ";
+  public static final String IS = " IS '";
+  public static final String COLUMN_COMMENT = "COMMENT ON COLUMN ";
+  public static final String TABLE_COMMENT = "COMMENT ON TABLE ";
+
+  private static final String HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG =
+      "Hologres does not support nested column names.";
+
+  /** Properties that are handled separately or read-only, excluded from the 
WITH clause. */
+  private static final Set<String> EXCLUDED_TABLE_PROPERTIES =
+      ImmutableSet.of("distribution_key", "is_logical_partitioned_table", 
"primary_key");
+
+  private String database;
+  private HologresSchemaOperations schemaOperations;
+
+  @Override
+  public void initialize(
+      DataSource dataSource,
+      JdbcExceptionConverter exceptionMapper,
+      JdbcTypeConverter jdbcTypeConverter,
+      JdbcColumnDefaultValueConverter jdbcColumnDefaultValueConverter,
+      Map<String, String> conf) {
+    super.initialize(
+        dataSource, exceptionMapper, jdbcTypeConverter, 
jdbcColumnDefaultValueConverter, conf);
+    database = new JdbcConfig(conf).getJdbcDatabase();
+    Preconditions.checkArgument(
+        StringUtils.isNotBlank(database),
+        "The `jdbc-database` configuration item is mandatory in Hologres.");
+  }
+
+  @Override
+  public void setDatabaseOperation(DatabaseOperation databaseOperation) {
+    this.schemaOperations = (HologresSchemaOperations) databaseOperation;
+  }
+
+  @Override
+  public List<String> listTables(String schemaName) throws 
NoSuchSchemaException {
+    try (Connection connection = getConnection(schemaName)) {
+      if (!schemaOperations.schemaExists(connection, schemaName)) {
+        throw new NoSuchSchemaException("No such schema: %s", schemaName);
+      }
+      final List<String> names = Lists.newArrayList();
+      try (ResultSet tables = getTables(connection)) {
+        while (tables.next()) {
+          if (Objects.equals(tables.getString("TABLE_SCHEM"), schemaName)) {
+            names.add(tables.getString("TABLE_NAME"));
+          }
+        }
+      }
+      LOG.info("Finished listing tables size {} for schema name {} ", 
names.size(), schemaName);
+      return names;
+    } catch (final SQLException se) {
+      throw this.exceptionMapper.toGravitinoException(se);
+    }
+  }
+
+  @Override
+  protected JdbcTable.Builder getTableBuilder(
+      ResultSet tablesResult, String databaseName, String tableName) throws 
SQLException {
+    boolean found = false;
+    JdbcTable.Builder builder = null;
+    while (tablesResult.next() && !found) {
+      String tableNameInResult = tablesResult.getString("TABLE_NAME");
+      String tableSchemaInResultLowerCase = 
tablesResult.getString("TABLE_SCHEM");
+      if (Objects.equals(tableNameInResult, tableName)
+          && Objects.equals(tableSchemaInResultLowerCase, databaseName)) {
+        builder = getBasicJdbcTableInfo(tablesResult);
+        found = true;
+      }
+    }
+
+    if (!found) {
+      throw new NoSuchTableException("Table %s does not exist in %s.", 
tableName, databaseName);
+    }
+
+    return builder;
+  }
+
+  @Override
+  protected JdbcColumn.Builder getColumnBuilder(
+      ResultSet columnsResult, String databaseName, String tableName) throws 
SQLException {
+    JdbcColumn.Builder builder = null;
+    if (Objects.equals(columnsResult.getString("TABLE_NAME"), tableName)
+        && Objects.equals(columnsResult.getString("TABLE_SCHEM"), 
databaseName)) {
+      builder = getBasicJdbcColumnInfo(columnsResult);
+    }
+    return builder;
+  }
+
+  @Override
+  protected String generateCreateTableSql(
+      String tableName,
+      JdbcColumn[] columns,
+      String comment,
+      Map<String, String> properties,
+      Transform[] partitioning,
+      Distribution distribution,
+      Index[] indexes) {
+    boolean isLogicalPartition =
+        MapUtils.isNotEmpty(properties)
+            && 
"true".equalsIgnoreCase(properties.get("is_logical_partitioned_table"));
+    StringBuilder sqlBuilder = new StringBuilder();
+    sqlBuilder
+        .append("CREATE TABLE ")
+        .append(HOLO_QUOTE)
+        .append(tableName)
+        .append(HOLO_QUOTE)
+        .append(" (")
+        .append(NEW_LINE);
+
+    // Add columns
+    for (int i = 0; i < columns.length; i++) {
+      JdbcColumn column = columns[i];
+      sqlBuilder.append("    
").append(HOLO_QUOTE).append(column.name()).append(HOLO_QUOTE);
+
+      appendColumnDefinition(column, sqlBuilder);
+      // Add a comma for the next column, unless it's the last one
+      if (i < columns.length - 1) {
+        sqlBuilder.append(",").append(NEW_LINE);
+      }
+    }
+    appendIndexesSql(indexes, sqlBuilder);
+    sqlBuilder.append(NEW_LINE).append(")");
+
+    // Append partitioning clause if specified
+    if (ArrayUtils.isNotEmpty(partitioning)) {
+      appendPartitioningSql(partitioning, isLogicalPartition, sqlBuilder);
+    }
+
+    // Build WITH clause combining distribution and Hologres-specific table 
properties
+    // Supported properties: orientation, distribution_key, clustering_key, 
event_time_column,
+    // bitmap_columns, dictionary_encoding_columns, time_to_live_in_seconds, 
table_group, etc.
+    List<String> withEntries = new ArrayList<>();
+
+    // Add distribution_key from Distribution parameter
+    if (!Distributions.NONE.equals(distribution)) {
+      validateDistribution(distribution);
+      String distributionColumns =
+          Arrays.stream(distribution.expressions())
+              .map(Object::toString)
+              .collect(Collectors.joining(","));
+      withEntries.add("distribution_key = '" + distributionColumns + "'");
+    }
+
+    // Add user-specified properties (filter out read-only / 
internally-handled properties)
+    if (MapUtils.isNotEmpty(properties)) {
+      properties.forEach(
+          (key, value) -> {
+            if (!EXCLUDED_TABLE_PROPERTIES.contains(key)) {
+              withEntries.add(key + " = '" + value + "'");
+            }
+          });
+    }
+
+    // Generate WITH clause
+    if (!withEntries.isEmpty()) {
+      sqlBuilder.append(NEW_LINE).append("WITH (").append(NEW_LINE);
+      sqlBuilder.append(
+          withEntries.stream()
+              .map(entry -> "    " + entry)
+              .collect(Collectors.joining("," + NEW_LINE)));
+      sqlBuilder.append(NEW_LINE).append(")");
+    }
+
+    sqlBuilder.append(";");
+
+    // Add table comment if specified
+    if (StringUtils.isNotEmpty(comment)) {
+      sqlBuilder
+          .append(NEW_LINE)
+          .append(
+              String.format(
+                  "%s%s%s%s%s%s';",
+                  TABLE_COMMENT,
+                  HOLO_QUOTE,
+                  tableName,
+                  HOLO_QUOTE,
+                  IS,
+                  comment.replace("'", "''")));
+    }
+    Arrays.stream(columns)
+        .filter(jdbcColumn -> StringUtils.isNotEmpty(jdbcColumn.comment()))
+        .forEach(
+            jdbcColumn ->
+                sqlBuilder
+                    .append(NEW_LINE)
+                    .append(
+                        String.format(
+                            "%s%s%s%s.%s%s%s%s%s';",

Review Comment:
   Is there a space between COLUMN_COMMENT and HOLO_QUOTE?



##########
catalogs-contrib/catalog-jdbc-hologres/src/main/java/org/apache/gravitino/catalog/hologres/operation/HologresTableOperations.java:
##########
@@ -0,0 +1,1088 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.gravitino.catalog.hologres.operation;
+
+import com.google.common.annotations.VisibleForTesting;
+import com.google.common.base.Preconditions;
+import com.google.common.collect.ImmutableSet;
+import com.google.common.collect.Lists;
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+import javax.sql.DataSource;
+import org.apache.commons.collections4.MapUtils;
+import org.apache.commons.lang3.ArrayUtils;
+import org.apache.commons.lang3.BooleanUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.apache.gravitino.StringIdentifier;
+import org.apache.gravitino.catalog.jdbc.JdbcColumn;
+import org.apache.gravitino.catalog.jdbc.JdbcTable;
+import org.apache.gravitino.catalog.jdbc.config.JdbcConfig;
+import 
org.apache.gravitino.catalog.jdbc.converter.JdbcColumnDefaultValueConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcExceptionConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcTypeConverter;
+import org.apache.gravitino.catalog.jdbc.operation.DatabaseOperation;
+import org.apache.gravitino.catalog.jdbc.operation.JdbcTableOperations;
+import org.apache.gravitino.catalog.jdbc.operation.RequireDatabaseOperation;
+import org.apache.gravitino.exceptions.NoSuchSchemaException;
+import org.apache.gravitino.exceptions.NoSuchTableException;
+import org.apache.gravitino.rel.Column;
+import org.apache.gravitino.rel.TableChange;
+import org.apache.gravitino.rel.expressions.NamedReference;
+import org.apache.gravitino.rel.expressions.UnparsedExpression;
+import org.apache.gravitino.rel.expressions.distributions.Distribution;
+import org.apache.gravitino.rel.expressions.distributions.Distributions;
+import org.apache.gravitino.rel.expressions.distributions.Strategy;
+import org.apache.gravitino.rel.expressions.transforms.Transform;
+import org.apache.gravitino.rel.expressions.transforms.Transforms;
+import org.apache.gravitino.rel.indexes.Index;
+
+/**
+ * Table operations for Hologres.
+ *
+ * <p>Hologres is PostgreSQL-compatible, so most table operations follow 
PostgreSQL conventions.
+ * However, Hologres has specific features like table properties (orientation, 
distribution_key,
+ * etc.) that are handled through the WITH clause in CREATE TABLE statements.
+ */
+public class HologresTableOperations extends JdbcTableOperations
+    implements RequireDatabaseOperation {
+
+  public static final String HOLO_QUOTE = "\"";
+  public static final String NEW_LINE = "\n";
+  public static final String ALTER_TABLE = "ALTER TABLE ";
+  public static final String ALTER_COLUMN = "ALTER COLUMN ";
+  public static final String IS = " IS '";
+  public static final String COLUMN_COMMENT = "COMMENT ON COLUMN ";
+  public static final String TABLE_COMMENT = "COMMENT ON TABLE ";
+
+  private static final String HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG =
+      "Hologres does not support nested column names.";
+
+  /** Properties that are handled separately or read-only, excluded from the 
WITH clause. */
+  private static final Set<String> EXCLUDED_TABLE_PROPERTIES =
+      ImmutableSet.of("distribution_key", "is_logical_partitioned_table", 
"primary_key");
+
+  private String database;
+  private HologresSchemaOperations schemaOperations;
+
+  @Override
+  public void initialize(
+      DataSource dataSource,
+      JdbcExceptionConverter exceptionMapper,
+      JdbcTypeConverter jdbcTypeConverter,
+      JdbcColumnDefaultValueConverter jdbcColumnDefaultValueConverter,
+      Map<String, String> conf) {
+    super.initialize(
+        dataSource, exceptionMapper, jdbcTypeConverter, 
jdbcColumnDefaultValueConverter, conf);
+    database = new JdbcConfig(conf).getJdbcDatabase();
+    Preconditions.checkArgument(
+        StringUtils.isNotBlank(database),
+        "The `jdbc-database` configuration item is mandatory in Hologres.");
+  }
+
+  @Override
+  public void setDatabaseOperation(DatabaseOperation databaseOperation) {
+    this.schemaOperations = (HologresSchemaOperations) databaseOperation;
+  }
+
+  @Override
+  public List<String> listTables(String schemaName) throws 
NoSuchSchemaException {
+    try (Connection connection = getConnection(schemaName)) {
+      if (!schemaOperations.schemaExists(connection, schemaName)) {
+        throw new NoSuchSchemaException("No such schema: %s", schemaName);
+      }
+      final List<String> names = Lists.newArrayList();
+      try (ResultSet tables = getTables(connection)) {
+        while (tables.next()) {
+          if (Objects.equals(tables.getString("TABLE_SCHEM"), schemaName)) {
+            names.add(tables.getString("TABLE_NAME"));
+          }
+        }
+      }
+      LOG.info("Finished listing tables size {} for schema name {} ", 
names.size(), schemaName);
+      return names;
+    } catch (final SQLException se) {
+      throw this.exceptionMapper.toGravitinoException(se);
+    }
+  }
+
+  @Override
+  protected JdbcTable.Builder getTableBuilder(
+      ResultSet tablesResult, String databaseName, String tableName) throws 
SQLException {
+    boolean found = false;
+    JdbcTable.Builder builder = null;
+    while (tablesResult.next() && !found) {
+      String tableNameInResult = tablesResult.getString("TABLE_NAME");
+      String tableSchemaInResultLowerCase = 
tablesResult.getString("TABLE_SCHEM");
+      if (Objects.equals(tableNameInResult, tableName)
+          && Objects.equals(tableSchemaInResultLowerCase, databaseName)) {
+        builder = getBasicJdbcTableInfo(tablesResult);
+        found = true;
+      }
+    }
+
+    if (!found) {
+      throw new NoSuchTableException("Table %s does not exist in %s.", 
tableName, databaseName);
+    }
+
+    return builder;
+  }
+
+  @Override
+  protected JdbcColumn.Builder getColumnBuilder(
+      ResultSet columnsResult, String databaseName, String tableName) throws 
SQLException {
+    JdbcColumn.Builder builder = null;
+    if (Objects.equals(columnsResult.getString("TABLE_NAME"), tableName)
+        && Objects.equals(columnsResult.getString("TABLE_SCHEM"), 
databaseName)) {
+      builder = getBasicJdbcColumnInfo(columnsResult);
+    }
+    return builder;
+  }
+
+  @Override
+  protected String generateCreateTableSql(
+      String tableName,
+      JdbcColumn[] columns,
+      String comment,
+      Map<String, String> properties,
+      Transform[] partitioning,
+      Distribution distribution,
+      Index[] indexes) {
+    boolean isLogicalPartition =
+        MapUtils.isNotEmpty(properties)
+            && 
"true".equalsIgnoreCase(properties.get("is_logical_partitioned_table"));
+    StringBuilder sqlBuilder = new StringBuilder();
+    sqlBuilder
+        .append("CREATE TABLE ")
+        .append(HOLO_QUOTE)
+        .append(tableName)
+        .append(HOLO_QUOTE)
+        .append(" (")
+        .append(NEW_LINE);
+
+    // Add columns
+    for (int i = 0; i < columns.length; i++) {
+      JdbcColumn column = columns[i];
+      sqlBuilder.append("    
").append(HOLO_QUOTE).append(column.name()).append(HOLO_QUOTE);
+
+      appendColumnDefinition(column, sqlBuilder);
+      // Add a comma for the next column, unless it's the last one
+      if (i < columns.length - 1) {
+        sqlBuilder.append(",").append(NEW_LINE);
+      }
+    }
+    appendIndexesSql(indexes, sqlBuilder);
+    sqlBuilder.append(NEW_LINE).append(")");
+
+    // Append partitioning clause if specified
+    if (ArrayUtils.isNotEmpty(partitioning)) {
+      appendPartitioningSql(partitioning, isLogicalPartition, sqlBuilder);
+    }
+
+    // Build WITH clause combining distribution and Hologres-specific table 
properties
+    // Supported properties: orientation, distribution_key, clustering_key, 
event_time_column,
+    // bitmap_columns, dictionary_encoding_columns, time_to_live_in_seconds, 
table_group, etc.
+    List<String> withEntries = new ArrayList<>();
+
+    // Add distribution_key from Distribution parameter
+    if (!Distributions.NONE.equals(distribution)) {
+      validateDistribution(distribution);
+      String distributionColumns =
+          Arrays.stream(distribution.expressions())
+              .map(Object::toString)
+              .collect(Collectors.joining(","));
+      withEntries.add("distribution_key = '" + distributionColumns + "'");
+    }
+
+    // Add user-specified properties (filter out read-only / 
internally-handled properties)
+    if (MapUtils.isNotEmpty(properties)) {
+      properties.forEach(
+          (key, value) -> {
+            if (!EXCLUDED_TABLE_PROPERTIES.contains(key)) {
+              withEntries.add(key + " = '" + value + "'");
+            }
+          });
+    }
+
+    // Generate WITH clause
+    if (!withEntries.isEmpty()) {
+      sqlBuilder.append(NEW_LINE).append("WITH (").append(NEW_LINE);
+      sqlBuilder.append(
+          withEntries.stream()
+              .map(entry -> "    " + entry)
+              .collect(Collectors.joining("," + NEW_LINE)));
+      sqlBuilder.append(NEW_LINE).append(")");
+    }
+
+    sqlBuilder.append(";");
+
+    // Add table comment if specified
+    if (StringUtils.isNotEmpty(comment)) {
+      sqlBuilder
+          .append(NEW_LINE)
+          .append(
+              String.format(
+                  "%s%s%s%s%s%s';",
+                  TABLE_COMMENT,
+                  HOLO_QUOTE,
+                  tableName,
+                  HOLO_QUOTE,
+                  IS,
+                  comment.replace("'", "''")));
+    }
+    Arrays.stream(columns)
+        .filter(jdbcColumn -> StringUtils.isNotEmpty(jdbcColumn.comment()))
+        .forEach(
+            jdbcColumn ->
+                sqlBuilder
+                    .append(NEW_LINE)
+                    .append(
+                        String.format(
+                            "%s%s%s%s.%s%s%s%s%s';",
+                            COLUMN_COMMENT,
+                            HOLO_QUOTE,
+                            tableName,
+                            HOLO_QUOTE,
+                            HOLO_QUOTE,
+                            jdbcColumn.name(),
+                            HOLO_QUOTE,
+                            IS,
+                            jdbcColumn.comment().replace("'", "''"))));
+
+    // Return the generated SQL statement
+    String result = sqlBuilder.toString();
+
+    LOG.info("Generated create table:{} sql: {}", tableName, result);
+    return result;
+  }
+
+  @VisibleForTesting
+  static void appendIndexesSql(Index[] indexes, StringBuilder sqlBuilder) {
+    for (Index index : indexes) {
+      String fieldStr = getIndexFieldStr(index.fieldNames());
+      sqlBuilder.append(",").append(NEW_LINE);
+      switch (index.type()) {
+        case PRIMARY_KEY:
+          if (StringUtils.isNotEmpty(index.name())) {

Review Comment:
   So the name of the primary key can be customized and will not necessarily be 
limited to `PRIMARY` in Hologres?



##########
catalogs-contrib/catalog-jdbc-hologres/src/main/java/org/apache/gravitino/catalog/hologres/operation/HologresTableOperations.java:
##########
@@ -0,0 +1,1088 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.gravitino.catalog.hologres.operation;
+
+import com.google.common.annotations.VisibleForTesting;
+import com.google.common.base.Preconditions;
+import com.google.common.collect.ImmutableSet;
+import com.google.common.collect.Lists;
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+import javax.sql.DataSource;
+import org.apache.commons.collections4.MapUtils;
+import org.apache.commons.lang3.ArrayUtils;
+import org.apache.commons.lang3.BooleanUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.apache.gravitino.StringIdentifier;
+import org.apache.gravitino.catalog.jdbc.JdbcColumn;
+import org.apache.gravitino.catalog.jdbc.JdbcTable;
+import org.apache.gravitino.catalog.jdbc.config.JdbcConfig;
+import 
org.apache.gravitino.catalog.jdbc.converter.JdbcColumnDefaultValueConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcExceptionConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcTypeConverter;
+import org.apache.gravitino.catalog.jdbc.operation.DatabaseOperation;
+import org.apache.gravitino.catalog.jdbc.operation.JdbcTableOperations;
+import org.apache.gravitino.catalog.jdbc.operation.RequireDatabaseOperation;
+import org.apache.gravitino.exceptions.NoSuchSchemaException;
+import org.apache.gravitino.exceptions.NoSuchTableException;
+import org.apache.gravitino.rel.Column;
+import org.apache.gravitino.rel.TableChange;
+import org.apache.gravitino.rel.expressions.NamedReference;
+import org.apache.gravitino.rel.expressions.UnparsedExpression;
+import org.apache.gravitino.rel.expressions.distributions.Distribution;
+import org.apache.gravitino.rel.expressions.distributions.Distributions;
+import org.apache.gravitino.rel.expressions.distributions.Strategy;
+import org.apache.gravitino.rel.expressions.transforms.Transform;
+import org.apache.gravitino.rel.expressions.transforms.Transforms;
+import org.apache.gravitino.rel.indexes.Index;
+
+/**
+ * Table operations for Hologres.
+ *
+ * <p>Hologres is PostgreSQL-compatible, so most table operations follow 
PostgreSQL conventions.
+ * However, Hologres has specific features like table properties (orientation, 
distribution_key,
+ * etc.) that are handled through the WITH clause in CREATE TABLE statements.
+ */
+public class HologresTableOperations extends JdbcTableOperations
+    implements RequireDatabaseOperation {
+
+  public static final String HOLO_QUOTE = "\"";
+  public static final String NEW_LINE = "\n";
+  public static final String ALTER_TABLE = "ALTER TABLE ";
+  public static final String ALTER_COLUMN = "ALTER COLUMN ";
+  public static final String IS = " IS '";
+  public static final String COLUMN_COMMENT = "COMMENT ON COLUMN ";
+  public static final String TABLE_COMMENT = "COMMENT ON TABLE ";
+
+  private static final String HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG =
+      "Hologres does not support nested column names.";
+
+  /** Properties that are handled separately or read-only, excluded from the 
WITH clause. */
+  private static final Set<String> EXCLUDED_TABLE_PROPERTIES =
+      ImmutableSet.of("distribution_key", "is_logical_partitioned_table", 
"primary_key");
+
+  private String database;
+  private HologresSchemaOperations schemaOperations;
+
+  @Override
+  public void initialize(
+      DataSource dataSource,
+      JdbcExceptionConverter exceptionMapper,
+      JdbcTypeConverter jdbcTypeConverter,
+      JdbcColumnDefaultValueConverter jdbcColumnDefaultValueConverter,
+      Map<String, String> conf) {
+    super.initialize(
+        dataSource, exceptionMapper, jdbcTypeConverter, 
jdbcColumnDefaultValueConverter, conf);
+    database = new JdbcConfig(conf).getJdbcDatabase();
+    Preconditions.checkArgument(
+        StringUtils.isNotBlank(database),
+        "The `jdbc-database` configuration item is mandatory in Hologres.");
+  }
+
+  @Override
+  public void setDatabaseOperation(DatabaseOperation databaseOperation) {
+    this.schemaOperations = (HologresSchemaOperations) databaseOperation;
+  }
+
+  @Override
+  public List<String> listTables(String schemaName) throws 
NoSuchSchemaException {
+    try (Connection connection = getConnection(schemaName)) {
+      if (!schemaOperations.schemaExists(connection, schemaName)) {
+        throw new NoSuchSchemaException("No such schema: %s", schemaName);
+      }
+      final List<String> names = Lists.newArrayList();
+      try (ResultSet tables = getTables(connection)) {
+        while (tables.next()) {
+          if (Objects.equals(tables.getString("TABLE_SCHEM"), schemaName)) {
+            names.add(tables.getString("TABLE_NAME"));
+          }
+        }
+      }
+      LOG.info("Finished listing tables size {} for schema name {} ", 
names.size(), schemaName);
+      return names;
+    } catch (final SQLException se) {
+      throw this.exceptionMapper.toGravitinoException(se);
+    }
+  }
+
+  @Override
+  protected JdbcTable.Builder getTableBuilder(
+      ResultSet tablesResult, String databaseName, String tableName) throws 
SQLException {
+    boolean found = false;
+    JdbcTable.Builder builder = null;
+    while (tablesResult.next() && !found) {
+      String tableNameInResult = tablesResult.getString("TABLE_NAME");
+      String tableSchemaInResultLowerCase = 
tablesResult.getString("TABLE_SCHEM");
+      if (Objects.equals(tableNameInResult, tableName)
+          && Objects.equals(tableSchemaInResultLowerCase, databaseName)) {
+        builder = getBasicJdbcTableInfo(tablesResult);
+        found = true;
+      }
+    }
+
+    if (!found) {
+      throw new NoSuchTableException("Table %s does not exist in %s.", 
tableName, databaseName);
+    }
+
+    return builder;
+  }
+
+  @Override
+  protected JdbcColumn.Builder getColumnBuilder(
+      ResultSet columnsResult, String databaseName, String tableName) throws 
SQLException {
+    JdbcColumn.Builder builder = null;
+    if (Objects.equals(columnsResult.getString("TABLE_NAME"), tableName)
+        && Objects.equals(columnsResult.getString("TABLE_SCHEM"), 
databaseName)) {
+      builder = getBasicJdbcColumnInfo(columnsResult);
+    }
+    return builder;
+  }
+
+  @Override
+  protected String generateCreateTableSql(
+      String tableName,
+      JdbcColumn[] columns,
+      String comment,
+      Map<String, String> properties,
+      Transform[] partitioning,
+      Distribution distribution,
+      Index[] indexes) {
+    boolean isLogicalPartition =
+        MapUtils.isNotEmpty(properties)
+            && 
"true".equalsIgnoreCase(properties.get("is_logical_partitioned_table"));
+    StringBuilder sqlBuilder = new StringBuilder();
+    sqlBuilder
+        .append("CREATE TABLE ")
+        .append(HOLO_QUOTE)
+        .append(tableName)
+        .append(HOLO_QUOTE)
+        .append(" (")
+        .append(NEW_LINE);
+
+    // Add columns
+    for (int i = 0; i < columns.length; i++) {
+      JdbcColumn column = columns[i];
+      sqlBuilder.append("    
").append(HOLO_QUOTE).append(column.name()).append(HOLO_QUOTE);
+
+      appendColumnDefinition(column, sqlBuilder);
+      // Add a comma for the next column, unless it's the last one
+      if (i < columns.length - 1) {
+        sqlBuilder.append(",").append(NEW_LINE);
+      }
+    }
+    appendIndexesSql(indexes, sqlBuilder);
+    sqlBuilder.append(NEW_LINE).append(")");
+
+    // Append partitioning clause if specified
+    if (ArrayUtils.isNotEmpty(partitioning)) {
+      appendPartitioningSql(partitioning, isLogicalPartition, sqlBuilder);
+    }
+
+    // Build WITH clause combining distribution and Hologres-specific table 
properties
+    // Supported properties: orientation, distribution_key, clustering_key, 
event_time_column,
+    // bitmap_columns, dictionary_encoding_columns, time_to_live_in_seconds, 
table_group, etc.
+    List<String> withEntries = new ArrayList<>();
+
+    // Add distribution_key from Distribution parameter
+    if (!Distributions.NONE.equals(distribution)) {
+      validateDistribution(distribution);
+      String distributionColumns =
+          Arrays.stream(distribution.expressions())
+              .map(Object::toString)
+              .collect(Collectors.joining(","));
+      withEntries.add("distribution_key = '" + distributionColumns + "'");
+    }
+
+    // Add user-specified properties (filter out read-only / 
internally-handled properties)
+    if (MapUtils.isNotEmpty(properties)) {
+      properties.forEach(
+          (key, value) -> {
+            if (!EXCLUDED_TABLE_PROPERTIES.contains(key)) {
+              withEntries.add(key + " = '" + value + "'");
+            }
+          });
+    }
+
+    // Generate WITH clause
+    if (!withEntries.isEmpty()) {
+      sqlBuilder.append(NEW_LINE).append("WITH (").append(NEW_LINE);
+      sqlBuilder.append(
+          withEntries.stream()
+              .map(entry -> "    " + entry)
+              .collect(Collectors.joining("," + NEW_LINE)));
+      sqlBuilder.append(NEW_LINE).append(")");
+    }
+
+    sqlBuilder.append(";");
+
+    // Add table comment if specified
+    if (StringUtils.isNotEmpty(comment)) {
+      sqlBuilder
+          .append(NEW_LINE)
+          .append(
+              String.format(
+                  "%s%s%s%s%s%s';",
+                  TABLE_COMMENT,
+                  HOLO_QUOTE,
+                  tableName,
+                  HOLO_QUOTE,
+                  IS,
+                  comment.replace("'", "''")));
+    }
+    Arrays.stream(columns)
+        .filter(jdbcColumn -> StringUtils.isNotEmpty(jdbcColumn.comment()))
+        .forEach(
+            jdbcColumn ->
+                sqlBuilder
+                    .append(NEW_LINE)
+                    .append(
+                        String.format(
+                            "%s%s%s%s.%s%s%s%s%s';",
+                            COLUMN_COMMENT,
+                            HOLO_QUOTE,
+                            tableName,
+                            HOLO_QUOTE,
+                            HOLO_QUOTE,
+                            jdbcColumn.name(),
+                            HOLO_QUOTE,
+                            IS,
+                            jdbcColumn.comment().replace("'", "''"))));
+
+    // Return the generated SQL statement
+    String result = sqlBuilder.toString();
+
+    LOG.info("Generated create table:{} sql: {}", tableName, result);
+    return result;
+  }
+
+  @VisibleForTesting
+  static void appendIndexesSql(Index[] indexes, StringBuilder sqlBuilder) {
+    for (Index index : indexes) {
+      String fieldStr = getIndexFieldStr(index.fieldNames());
+      sqlBuilder.append(",").append(NEW_LINE);
+      switch (index.type()) {
+        case PRIMARY_KEY:
+          if (StringUtils.isNotEmpty(index.name())) {
+            sqlBuilder
+                .append("CONSTRAINT ")
+                .append(HOLO_QUOTE)
+                .append(index.name())
+                .append(HOLO_QUOTE);
+          }
+          sqlBuilder.append(" PRIMARY KEY (").append(fieldStr).append(")");
+          break;
+        case UNIQUE_KEY:
+          if (StringUtils.isNotEmpty(index.name())) {
+            sqlBuilder
+                .append("CONSTRAINT ")
+                .append(HOLO_QUOTE)
+                .append(index.name())
+                .append(HOLO_QUOTE);
+          }
+          sqlBuilder.append(" UNIQUE (").append(fieldStr).append(")");
+          break;
+        default:
+          throw new IllegalArgumentException("Hologres doesn't support index : 
" + index.type());
+      }
+    }
+  }
+
+  protected static String getIndexFieldStr(String[][] fieldNames) {
+    return Arrays.stream(fieldNames)
+        .map(
+            colNames -> {
+              if (colNames.length > 1) {
+                throw new IllegalArgumentException(
+                    "Index does not support complex fields in Hologres");
+              }
+              return HOLO_QUOTE + colNames[0] + HOLO_QUOTE;
+            })
+        .collect(Collectors.joining(", "));
+  }
+
+  /**
+   * Append the partitioning clause to the CREATE TABLE SQL.
+   *
+   * <p>Hologres supports two types of partition tables:
+   *
+   * <ul>
+   *   <li>Physical partition table: uses {@code PARTITION BY LIST(column)} 
syntax
+   *   <li>Logical partition table (V3.1+): uses {@code LOGICAL PARTITION BY 
LIST(column1[,
+   *       column2])} syntax
+   * </ul>
+   *
+   * @param partitioning the partition transforms (only LIST partitioning is 
supported)
+   * @param isLogicalPartition whether to create a logical partition table
+   * @param sqlBuilder the SQL builder to append to
+   */
+  @VisibleForTesting
+  static void appendPartitioningSql(
+      Transform[] partitioning, boolean isLogicalPartition, StringBuilder 
sqlBuilder) {
+    Preconditions.checkArgument(
+        partitioning.length == 1 && partitioning[0] instanceof 
Transforms.ListTransform,
+        "Hologres only supports LIST partitioning");

Review Comment:
   If the length of `partitioning` is not 1, the error message should not be 
`Hologres only supports LIST partitioning`.



##########
docs/jdbc-hologres-catalog.md:
##########
@@ -0,0 +1,274 @@
+---
+title: "Hologres catalog"
+slug: /jdbc-hologres-catalog
+keywords:
+- jdbc
+- Hologres
+- metadata
+license: "This software is licensed under the Apache License version 2."
+---
+
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+## Introduction
+
+Apache Gravitino provides the ability to manage 
[Hologres](https://help.aliyun.com/zh/hologres) metadata.
+
+Hologres is a real-time data warehouse service provided by Alibaba Cloud, 
designed for high-concurrency and low-latency online analytical processing 
(OLAP). Hologres is fully compatible with the PostgreSQL protocol and uses the 
PostgreSQL JDBC Driver for connections.
+
+:::caution
+Gravitino saves some system information in schema and table comment, like 
`(From Gravitino, DO NOT EDIT: gravitino.v1.uid1078334182909406185)`, please 
don't change or remove this message.
+:::
+
+## Catalog
+
+### Catalog capabilities
+
+- Gravitino catalog corresponds to a Hologres database instance.
+- Supports metadata management of Hologres.
+- Supports DDL operation for Hologres schemas and tables.
+- Supports table index (PRIMARY KEY in CREATE TABLE).
+- Supports [column default 
value](./manage-relational-metadata-using-gravitino.md#table-column-default-value).
+- Supports LIST partitioning (physical and logical partition tables).
+- Supports Hologres-specific table properties via `WITH` clause (orientation, 
clustering_key, distribution_key, etc.).
+- Does not support 
[auto-increment](./manage-relational-metadata-using-gravitino.md#table-column-auto-increment).
+
+### Catalog properties
+
+You can pass to a Hologres data source any property that isn't defined by 
Gravitino by adding `gravitino.bypass.` prefix as a catalog property. For 
example, catalog property `gravitino.bypass.maxWaitMillis` will pass 
`maxWaitMillis` to the data source property.
+
+Check the relevant data source configuration in [data source 
properties](https://commons.apache.org/proper/commons-dbcp/configuration.html)
+
+If you use a JDBC catalog, you must provide `jdbc-url`, `jdbc-driver`, 
`jdbc-database`, `jdbc-user` and `jdbc-password` to catalog properties.
+Besides the [common catalog 
properties](./gravitino-server-config.md#apache-gravitino-catalog-properties-configuration),
 the Hologres catalog has the following properties:
+
+| Configuration item      | Description                                        
                                                                                
                                   | Default value | Required | Since Version   
 |
+|-------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------|----------|------------------|
+| `jdbc-url`              | JDBC URL for connecting to the database. For 
example, 
`jdbc:postgresql://hgprecn-cn-xxx.hologres.aliyuncs.com:80/my_database`         
                               | (none)        | Yes      | 0.9.0-incubating |
+| `jdbc-driver`           | The driver of the JDBC connection. Must be 
`org.postgresql.Driver`.                                                        
                                           | (none)        | Yes      | 
0.9.0-incubating |
+| `jdbc-database`         | The database name. This is mandatory for Hologres. 
                                                                                
                                   | (none)        | Yes      | 
0.9.0-incubating |
+| `jdbc-user`             | The JDBC user name (AccessKey ID or database 
username).                                                                      
                                         | (none)        | Yes      | 
0.9.0-incubating |
+| `jdbc-password`         | The JDBC password (AccessKey Secret or database 
password).                                                                      
                                      | (none)        | Yes      | 
0.9.0-incubating |
+| `jdbc.pool.min-size`    | The minimum number of connections in the pool. `2` 
by default.                                                                     
                                   | `2`           | No       | 
0.9.0-incubating |
+| `jdbc.pool.max-size`    | The maximum number of connections in the pool. 
`10` by default.                                                                
                                       | `10`          | No       | 
0.9.0-incubating |
+
+:::caution
+Hologres uses the PostgreSQL JDBC Driver (version 42.3.2 or later 
recommended). Since the PostgreSQL JDBC Driver is already bundled with the 
Hologres catalog, you don't need to download it separately.
+:::
+
+### Catalog operations
+
+Refer to [Manage Relational Metadata Using 
Gravitino](./manage-relational-metadata-using-gravitino.md#catalog-operations) 
for more details.
+
+## Schema
+
+### Schema capabilities
+
+- Gravitino's schema concept corresponds to the Hologres (PostgreSQL) schema.
+- Supports creating schema with comment.
+- Supports dropping schema.
+- System schemas are automatically filtered: `pg_toast`, `pg_catalog`, 
`information_schema`, `hologres`, `hg_internal`, `hg_recyclebin`, 
`hologres_object_table`, `hologres_sample`, `hologres_streaming_mv`, 
`hologres_statistic`.
+
+### Schema properties
+
+- Doesn't support any schema property settings.
+
+### Schema operations
+
+Refer to [Manage Relational Metadata Using 
Gravitino](./manage-relational-metadata-using-gravitino.md#schema-operations) 
for more details.
+
+## Table
+
+### Table capabilities
+
+- Gravitino's table concept corresponds to the Hologres table.
+- Supports DDL operation for Hologres tables.
+- Supports PRIMARY KEY index in CREATE TABLE.
+- Supports [column default 
value](./manage-relational-metadata-using-gravitino.md#table-column-default-value).
+- Supports generated (stored computed) columns.
+- Supports LIST partitioning (physical and logical).
+- Does not support 
[auto-increment](./manage-relational-metadata-using-gravitino.md#table-column-auto-increment).
 Creating auto-increment columns is rejected in both CREATE TABLE and ALTER 
TABLE.
+
+### Table properties
+
+Hologres-specific table properties are set via the `WITH` clause during CREATE 
TABLE and read from the `hologres.hg_table_properties` system table. The 
following user-relevant properties are supported:
+
+| Property Key                        | Description                       | 
Example Value    |
+|-------------------------------------|-----------------------------------|------------------|

Review Comment:
   Please align the table.



##########
catalogs-contrib/catalog-jdbc-hologres/src/main/java/org/apache/gravitino/catalog/hologres/operation/HologresTableOperations.java:
##########
@@ -0,0 +1,1088 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.gravitino.catalog.hologres.operation;
+
+import com.google.common.annotations.VisibleForTesting;
+import com.google.common.base.Preconditions;
+import com.google.common.collect.ImmutableSet;
+import com.google.common.collect.Lists;
+import java.sql.Connection;
+import java.sql.DatabaseMetaData;
+import java.sql.PreparedStatement;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+import javax.sql.DataSource;
+import org.apache.commons.collections4.MapUtils;
+import org.apache.commons.lang3.ArrayUtils;
+import org.apache.commons.lang3.BooleanUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.apache.gravitino.StringIdentifier;
+import org.apache.gravitino.catalog.jdbc.JdbcColumn;
+import org.apache.gravitino.catalog.jdbc.JdbcTable;
+import org.apache.gravitino.catalog.jdbc.config.JdbcConfig;
+import 
org.apache.gravitino.catalog.jdbc.converter.JdbcColumnDefaultValueConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcExceptionConverter;
+import org.apache.gravitino.catalog.jdbc.converter.JdbcTypeConverter;
+import org.apache.gravitino.catalog.jdbc.operation.DatabaseOperation;
+import org.apache.gravitino.catalog.jdbc.operation.JdbcTableOperations;
+import org.apache.gravitino.catalog.jdbc.operation.RequireDatabaseOperation;
+import org.apache.gravitino.exceptions.NoSuchSchemaException;
+import org.apache.gravitino.exceptions.NoSuchTableException;
+import org.apache.gravitino.rel.Column;
+import org.apache.gravitino.rel.TableChange;
+import org.apache.gravitino.rel.expressions.NamedReference;
+import org.apache.gravitino.rel.expressions.UnparsedExpression;
+import org.apache.gravitino.rel.expressions.distributions.Distribution;
+import org.apache.gravitino.rel.expressions.distributions.Distributions;
+import org.apache.gravitino.rel.expressions.distributions.Strategy;
+import org.apache.gravitino.rel.expressions.transforms.Transform;
+import org.apache.gravitino.rel.expressions.transforms.Transforms;
+import org.apache.gravitino.rel.indexes.Index;
+
+/**
+ * Table operations for Hologres.
+ *
+ * <p>Hologres is PostgreSQL-compatible, so most table operations follow 
PostgreSQL conventions.
+ * However, Hologres has specific features like table properties (orientation, 
distribution_key,
+ * etc.) that are handled through the WITH clause in CREATE TABLE statements.
+ */
+public class HologresTableOperations extends JdbcTableOperations
+    implements RequireDatabaseOperation {
+
+  public static final String HOLO_QUOTE = "\"";
+  public static final String NEW_LINE = "\n";
+  public static final String ALTER_TABLE = "ALTER TABLE ";
+  public static final String ALTER_COLUMN = "ALTER COLUMN ";
+  public static final String IS = " IS '";
+  public static final String COLUMN_COMMENT = "COMMENT ON COLUMN ";
+  public static final String TABLE_COMMENT = "COMMENT ON TABLE ";
+
+  private static final String HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG =
+      "Hologres does not support nested column names.";
+
+  /** Properties that are handled separately or read-only, excluded from the 
WITH clause. */
+  private static final Set<String> EXCLUDED_TABLE_PROPERTIES =
+      ImmutableSet.of("distribution_key", "is_logical_partitioned_table", 
"primary_key");
+
+  private String database;
+  private HologresSchemaOperations schemaOperations;
+
+  @Override
+  public void initialize(
+      DataSource dataSource,
+      JdbcExceptionConverter exceptionMapper,
+      JdbcTypeConverter jdbcTypeConverter,
+      JdbcColumnDefaultValueConverter jdbcColumnDefaultValueConverter,
+      Map<String, String> conf) {
+    super.initialize(
+        dataSource, exceptionMapper, jdbcTypeConverter, 
jdbcColumnDefaultValueConverter, conf);
+    database = new JdbcConfig(conf).getJdbcDatabase();
+    Preconditions.checkArgument(
+        StringUtils.isNotBlank(database),
+        "The `jdbc-database` configuration item is mandatory in Hologres.");
+  }
+
+  @Override
+  public void setDatabaseOperation(DatabaseOperation databaseOperation) {
+    this.schemaOperations = (HologresSchemaOperations) databaseOperation;
+  }
+
+  @Override
+  public List<String> listTables(String schemaName) throws 
NoSuchSchemaException {
+    try (Connection connection = getConnection(schemaName)) {
+      if (!schemaOperations.schemaExists(connection, schemaName)) {
+        throw new NoSuchSchemaException("No such schema: %s", schemaName);
+      }
+      final List<String> names = Lists.newArrayList();
+      try (ResultSet tables = getTables(connection)) {
+        while (tables.next()) {
+          if (Objects.equals(tables.getString("TABLE_SCHEM"), schemaName)) {
+            names.add(tables.getString("TABLE_NAME"));
+          }
+        }
+      }
+      LOG.info("Finished listing tables size {} for schema name {} ", 
names.size(), schemaName);
+      return names;
+    } catch (final SQLException se) {
+      throw this.exceptionMapper.toGravitinoException(se);
+    }
+  }
+
+  @Override
+  protected JdbcTable.Builder getTableBuilder(
+      ResultSet tablesResult, String databaseName, String tableName) throws 
SQLException {
+    boolean found = false;
+    JdbcTable.Builder builder = null;
+    while (tablesResult.next() && !found) {
+      String tableNameInResult = tablesResult.getString("TABLE_NAME");
+      String tableSchemaInResultLowerCase = 
tablesResult.getString("TABLE_SCHEM");
+      if (Objects.equals(tableNameInResult, tableName)
+          && Objects.equals(tableSchemaInResultLowerCase, databaseName)) {
+        builder = getBasicJdbcTableInfo(tablesResult);
+        found = true;
+      }
+    }
+
+    if (!found) {
+      throw new NoSuchTableException("Table %s does not exist in %s.", 
tableName, databaseName);
+    }
+
+    return builder;
+  }
+
+  @Override
+  protected JdbcColumn.Builder getColumnBuilder(
+      ResultSet columnsResult, String databaseName, String tableName) throws 
SQLException {
+    JdbcColumn.Builder builder = null;
+    if (Objects.equals(columnsResult.getString("TABLE_NAME"), tableName)
+        && Objects.equals(columnsResult.getString("TABLE_SCHEM"), 
databaseName)) {
+      builder = getBasicJdbcColumnInfo(columnsResult);
+    }
+    return builder;
+  }
+
+  @Override
+  protected String generateCreateTableSql(
+      String tableName,
+      JdbcColumn[] columns,
+      String comment,
+      Map<String, String> properties,
+      Transform[] partitioning,
+      Distribution distribution,
+      Index[] indexes) {
+    boolean isLogicalPartition =
+        MapUtils.isNotEmpty(properties)
+            && 
"true".equalsIgnoreCase(properties.get("is_logical_partitioned_table"));
+    StringBuilder sqlBuilder = new StringBuilder();
+    sqlBuilder
+        .append("CREATE TABLE ")
+        .append(HOLO_QUOTE)
+        .append(tableName)
+        .append(HOLO_QUOTE)
+        .append(" (")
+        .append(NEW_LINE);
+
+    // Add columns
+    for (int i = 0; i < columns.length; i++) {
+      JdbcColumn column = columns[i];
+      sqlBuilder.append("    
").append(HOLO_QUOTE).append(column.name()).append(HOLO_QUOTE);
+
+      appendColumnDefinition(column, sqlBuilder);
+      // Add a comma for the next column, unless it's the last one
+      if (i < columns.length - 1) {
+        sqlBuilder.append(",").append(NEW_LINE);
+      }
+    }
+    appendIndexesSql(indexes, sqlBuilder);
+    sqlBuilder.append(NEW_LINE).append(")");
+
+    // Append partitioning clause if specified
+    if (ArrayUtils.isNotEmpty(partitioning)) {
+      appendPartitioningSql(partitioning, isLogicalPartition, sqlBuilder);
+    }
+
+    // Build WITH clause combining distribution and Hologres-specific table 
properties
+    // Supported properties: orientation, distribution_key, clustering_key, 
event_time_column,
+    // bitmap_columns, dictionary_encoding_columns, time_to_live_in_seconds, 
table_group, etc.
+    List<String> withEntries = new ArrayList<>();
+
+    // Add distribution_key from Distribution parameter
+    if (!Distributions.NONE.equals(distribution)) {
+      validateDistribution(distribution);
+      String distributionColumns =
+          Arrays.stream(distribution.expressions())
+              .map(Object::toString)
+              .collect(Collectors.joining(","));
+      withEntries.add("distribution_key = '" + distributionColumns + "'");
+    }
+
+    // Add user-specified properties (filter out read-only / 
internally-handled properties)
+    if (MapUtils.isNotEmpty(properties)) {
+      properties.forEach(
+          (key, value) -> {
+            if (!EXCLUDED_TABLE_PROPERTIES.contains(key)) {
+              withEntries.add(key + " = '" + value + "'");
+            }
+          });
+    }
+
+    // Generate WITH clause
+    if (!withEntries.isEmpty()) {
+      sqlBuilder.append(NEW_LINE).append("WITH (").append(NEW_LINE);
+      sqlBuilder.append(
+          withEntries.stream()
+              .map(entry -> "    " + entry)
+              .collect(Collectors.joining("," + NEW_LINE)));
+      sqlBuilder.append(NEW_LINE).append(")");
+    }
+
+    sqlBuilder.append(";");
+
+    // Add table comment if specified
+    if (StringUtils.isNotEmpty(comment)) {
+      sqlBuilder
+          .append(NEW_LINE)
+          .append(
+              String.format(
+                  "%s%s%s%s%s%s';",
+                  TABLE_COMMENT,
+                  HOLO_QUOTE,
+                  tableName,
+                  HOLO_QUOTE,
+                  IS,
+                  comment.replace("'", "''")));
+    }
+    Arrays.stream(columns)
+        .filter(jdbcColumn -> StringUtils.isNotEmpty(jdbcColumn.comment()))
+        .forEach(
+            jdbcColumn ->
+                sqlBuilder
+                    .append(NEW_LINE)
+                    .append(
+                        String.format(
+                            "%s%s%s%s.%s%s%s%s%s';",
+                            COLUMN_COMMENT,
+                            HOLO_QUOTE,
+                            tableName,
+                            HOLO_QUOTE,
+                            HOLO_QUOTE,
+                            jdbcColumn.name(),
+                            HOLO_QUOTE,
+                            IS,
+                            jdbcColumn.comment().replace("'", "''"))));
+
+    // Return the generated SQL statement
+    String result = sqlBuilder.toString();
+
+    LOG.info("Generated create table:{} sql: {}", tableName, result);
+    return result;
+  }
+
+  @VisibleForTesting
+  static void appendIndexesSql(Index[] indexes, StringBuilder sqlBuilder) {
+    for (Index index : indexes) {
+      String fieldStr = getIndexFieldStr(index.fieldNames());
+      sqlBuilder.append(",").append(NEW_LINE);
+      switch (index.type()) {
+        case PRIMARY_KEY:
+          if (StringUtils.isNotEmpty(index.name())) {
+            sqlBuilder
+                .append("CONSTRAINT ")
+                .append(HOLO_QUOTE)
+                .append(index.name())
+                .append(HOLO_QUOTE);
+          }
+          sqlBuilder.append(" PRIMARY KEY (").append(fieldStr).append(")");
+          break;
+        case UNIQUE_KEY:
+          if (StringUtils.isNotEmpty(index.name())) {
+            sqlBuilder
+                .append("CONSTRAINT ")
+                .append(HOLO_QUOTE)
+                .append(index.name())
+                .append(HOLO_QUOTE);
+          }
+          sqlBuilder.append(" UNIQUE (").append(fieldStr).append(")");
+          break;
+        default:
+          throw new IllegalArgumentException("Hologres doesn't support index : 
" + index.type());
+      }
+    }
+  }
+
+  protected static String getIndexFieldStr(String[][] fieldNames) {
+    return Arrays.stream(fieldNames)
+        .map(
+            colNames -> {
+              if (colNames.length > 1) {
+                throw new IllegalArgumentException(
+                    "Index does not support complex fields in Hologres");
+              }
+              return HOLO_QUOTE + colNames[0] + HOLO_QUOTE;
+            })
+        .collect(Collectors.joining(", "));
+  }
+
+  /**
+   * Append the partitioning clause to the CREATE TABLE SQL.
+   *
+   * <p>Hologres supports two types of partition tables:
+   *
+   * <ul>
+   *   <li>Physical partition table: uses {@code PARTITION BY LIST(column)} 
syntax
+   *   <li>Logical partition table (V3.1+): uses {@code LOGICAL PARTITION BY 
LIST(column1[,
+   *       column2])} syntax
+   * </ul>
+   *
+   * @param partitioning the partition transforms (only LIST partitioning is 
supported)
+   * @param isLogicalPartition whether to create a logical partition table
+   * @param sqlBuilder the SQL builder to append to
+   */
+  @VisibleForTesting
+  static void appendPartitioningSql(
+      Transform[] partitioning, boolean isLogicalPartition, StringBuilder 
sqlBuilder) {
+    Preconditions.checkArgument(
+        partitioning.length == 1 && partitioning[0] instanceof 
Transforms.ListTransform,
+        "Hologres only supports LIST partitioning");
+
+    Transforms.ListTransform listTransform = (Transforms.ListTransform) 
partitioning[0];
+    String[][] fieldNames = listTransform.fieldNames();
+
+    Preconditions.checkArgument(fieldNames.length > 0, "Partition columns must 
not be empty");
+
+    if (isLogicalPartition) {
+      Preconditions.checkArgument(
+          fieldNames.length <= 2,
+          "Logical partition table supports at most 2 partition columns, but 
got: %s",
+          fieldNames.length);
+    } else {
+      Preconditions.checkArgument(
+          fieldNames.length == 1,
+          "Physical partition table supports exactly 1 partition column, but 
got: %s",
+          fieldNames.length);
+    }
+
+    String partitionColumns =
+        Arrays.stream(fieldNames)
+            .map(
+                colNames -> {
+                  Preconditions.checkArgument(
+                      colNames.length == 1,
+                      "Hologres partition does not support nested field 
names");
+                  return HOLO_QUOTE + colNames[0] + HOLO_QUOTE;
+                })
+            .collect(Collectors.joining(", "));
+
+    sqlBuilder.append(NEW_LINE);
+    if (isLogicalPartition) {
+      sqlBuilder.append("LOGICAL PARTITION BY 
LIST(").append(partitionColumns).append(")");
+    } else {
+      sqlBuilder.append("PARTITION BY 
LIST(").append(partitionColumns).append(")");
+    }
+  }
+
+  private void appendColumnDefinition(JdbcColumn column, StringBuilder 
sqlBuilder) {
+    // Add data type
+    
sqlBuilder.append(SPACE).append(typeConverter.fromGravitino(column.dataType())).append(SPACE);
+
+    // Hologres does not support auto-increment columns via Gravitino
+    if (column.autoIncrement()) {
+      throw new IllegalArgumentException(
+          "Hologres does not support creating auto-increment columns via 
Gravitino, column: "
+              + column.name());
+    }
+
+    // Handle generated (stored computed) columns:
+    // GENERATED ALWAYS AS (expr) STORED must come before nullable constraints.
+    if (column.defaultValue() instanceof UnparsedExpression) {
+      String expr = ((UnparsedExpression) 
column.defaultValue()).unparsedExpression();
+      sqlBuilder.append("GENERATED ALWAYS AS (").append(expr).append(") STORED 
");
+      if (column.nullable()) {
+        sqlBuilder.append("NULL ");
+      } else {
+        sqlBuilder.append("NOT NULL ");
+      }
+      return;
+    }
+
+    // Add NOT NULL if the column is marked as such
+    if (column.nullable()) {
+      sqlBuilder.append("NULL ");
+    } else {
+      sqlBuilder.append("NOT NULL ");
+    }
+    // Add DEFAULT value if specified
+    appendDefaultValue(column, sqlBuilder);
+  }
+
+  @Override
+  protected String generateRenameTableSql(String oldTableName, String 
newTableName) {
+    return String.format(
+        "%s%s%s%s RENAME TO %s%s%s",
+        ALTER_TABLE, HOLO_QUOTE, oldTableName, HOLO_QUOTE, HOLO_QUOTE, 
newTableName, HOLO_QUOTE);
+  }
+
+  @Override
+  protected String generateDropTableSql(String tableName) {
+    return String.format("DROP TABLE %s%s%s", HOLO_QUOTE, tableName, 
HOLO_QUOTE);
+  }
+
+  @Override
+  protected String generatePurgeTableSql(String tableName) {
+    throw new UnsupportedOperationException(
+        "Hologres does not support purge table in Gravitino, please use drop 
table");
+  }
+
+  @Override
+  protected String generateAlterTableSql(
+      String schemaName, String tableName, TableChange... changes) {
+    // Not all operations require the original table information, so lazy 
loading is used here
+    JdbcTable lazyLoadTable = null;
+    List<String> alterSql = new ArrayList<>();
+    for (TableChange change : changes) {
+      if (change instanceof TableChange.UpdateComment) {
+        lazyLoadTable = getOrCreateTable(schemaName, tableName, lazyLoadTable);
+        alterSql.add(updateCommentDefinition((TableChange.UpdateComment) 
change, lazyLoadTable));
+      } else if (change instanceof TableChange.SetProperty) {
+        throw new IllegalArgumentException("Set property is not supported 
yet");
+      } else if (change instanceof TableChange.RemoveProperty) {
+        throw new IllegalArgumentException("Remove property is not supported 
yet");
+      } else if (change instanceof TableChange.AddColumn) {
+        TableChange.AddColumn addColumn = (TableChange.AddColumn) change;
+        lazyLoadTable = getOrCreateTable(schemaName, tableName, lazyLoadTable);
+        alterSql.addAll(addColumnFieldDefinition(addColumn, lazyLoadTable));
+      } else if (change instanceof TableChange.RenameColumn) {
+        TableChange.RenameColumn renameColumn = (TableChange.RenameColumn) 
change;
+        alterSql.add(renameColumnFieldDefinition(renameColumn, tableName));
+      } else if (change instanceof TableChange.UpdateColumnDefaultValue) {
+        throw new IllegalArgumentException(
+            "Hologres does not support altering column default value via ALTER 
TABLE.");
+      } else if (change instanceof TableChange.UpdateColumnType) {
+        throw new IllegalArgumentException(
+            "Hologres does not support altering column type via ALTER TABLE.");
+      } else if (change instanceof TableChange.UpdateColumnComment) {
+        alterSql.add(
+            updateColumnCommentFieldDefinition(
+                (TableChange.UpdateColumnComment) change, tableName));
+      } else if (change instanceof TableChange.UpdateColumnPosition) {
+        throw new IllegalArgumentException("Hologres does not support column 
position.");
+      } else if (change instanceof TableChange.DeleteColumn) {
+        lazyLoadTable = getOrCreateTable(schemaName, tableName, lazyLoadTable);
+        TableChange.DeleteColumn deleteColumn = (TableChange.DeleteColumn) 
change;
+        String deleteColSql = deleteColumnFieldDefinition(deleteColumn, 
lazyLoadTable);
+        if (StringUtils.isNotEmpty(deleteColSql)) {
+          alterSql.add(deleteColSql);
+        }
+      } else if (change instanceof TableChange.UpdateColumnNullability) {
+        throw new IllegalArgumentException(
+            "Hologres does not support altering column nullability via ALTER 
TABLE.");
+      } else if (change instanceof TableChange.AddIndex) {
+        throw new IllegalArgumentException(
+            "Hologres does not support adding index via ALTER TABLE.");
+      } else if (change instanceof TableChange.DeleteIndex) {
+        throw new IllegalArgumentException(
+            "Hologres does not support deleting index via ALTER TABLE.");
+      } else if (change instanceof TableChange.UpdateColumnAutoIncrement) {
+        throw new IllegalArgumentException(
+            "Hologres does not support altering column auto-increment via 
ALTER TABLE.");
+      } else {
+        throw new IllegalArgumentException(
+            "Unsupported table change type: " + change.getClass().getName());
+      }
+    }
+
+    // Filter out empty strings and check if there are any actual changes
+    alterSql.removeIf(String::isEmpty);
+    if (alterSql.isEmpty()) {
+      return "";
+    }
+
+    // Return the generated SQL statement
+    String result = String.join("\n", alterSql);
+    LOG.info("Generated alter table:{}.{} sql: {}", schemaName, tableName, 
result);
+    return result;
+  }
+
+  private String updateCommentDefinition(
+      TableChange.UpdateComment updateComment, JdbcTable jdbcTable) {
+    String newComment = updateComment.getNewComment();
+    if (null == StringIdentifier.fromComment(newComment)) {
+      // Detect and add Gravitino id.
+      if (StringUtils.isNotEmpty(jdbcTable.comment())) {
+        StringIdentifier identifier = 
StringIdentifier.fromComment(jdbcTable.comment());
+        if (null != identifier) {
+          newComment = StringIdentifier.addToComment(identifier, newComment);
+        }
+      }
+    }
+    return String.format(
+        "%s%s%s%s%s%s';", TABLE_COMMENT, HOLO_QUOTE, jdbcTable.name(), 
HOLO_QUOTE, IS, newComment);
+  }
+
+  private String deleteColumnFieldDefinition(
+      TableChange.DeleteColumn deleteColumn, JdbcTable table) {
+    if (deleteColumn.fieldName().length > 1) {
+      throw new 
UnsupportedOperationException(HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG);
+    }
+    String col = deleteColumn.fieldName()[0];
+    boolean colExists =
+        Arrays.stream(table.columns()).anyMatch(s -> StringUtils.equals(col, 
s.name()));
+    if (!colExists) {
+      if (BooleanUtils.isTrue(deleteColumn.getIfExists())) {
+        return "";
+      } else {
+        throw new IllegalArgumentException("Delete column does not exist: " + 
col);
+      }
+    }
+    return String.format(
+        "%s%s%s%s DROP COLUMN %s%s%s;",
+        ALTER_TABLE,
+        HOLO_QUOTE,
+        table.name(),
+        HOLO_QUOTE,
+        HOLO_QUOTE,
+        deleteColumn.fieldName()[0],
+        HOLO_QUOTE);
+  }
+
+  private String renameColumnFieldDefinition(
+      TableChange.RenameColumn renameColumn, String tableName) {
+    if (renameColumn.fieldName().length > 1) {
+      throw new 
UnsupportedOperationException(HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG);
+    }
+    return String.format(
+        "%s%s RENAME COLUMN %s%s%s TO %s%s%s;",
+        ALTER_TABLE,
+        tableName,
+        HOLO_QUOTE,
+        renameColumn.fieldName()[0],
+        HOLO_QUOTE,
+        HOLO_QUOTE,
+        renameColumn.getNewName(),
+        HOLO_QUOTE);
+  }
+
+  private List<String> addColumnFieldDefinition(
+      TableChange.AddColumn addColumn, JdbcTable lazyLoadTable) {
+    if (addColumn.fieldName().length > 1) {
+      throw new 
UnsupportedOperationException(HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG);
+    }
+
+    // Hologres does not support setting nullable, default value, or 
auto-increment via ADD COLUMN
+    if (!addColumn.isNullable()) {
+      throw new IllegalArgumentException(
+          "Hologres does not support setting NOT NULL constraint when adding a 
column via ALTER TABLE.");
+    }
+    if (!Column.DEFAULT_VALUE_NOT_SET.equals(addColumn.getDefaultValue())) {
+      throw new IllegalArgumentException(
+          "Hologres does not support setting default value when adding a 
column via ALTER TABLE.");
+    }
+    if (addColumn.isAutoIncrement()) {
+      throw new IllegalArgumentException(
+          "Hologres does not support setting auto-increment when adding a 
column via ALTER TABLE.");
+    }
+
+    List<String> result = new ArrayList<>();
+    String col = addColumn.fieldName()[0];
+
+    String columnDefinition =
+        String.format(
+            "%s%s ADD COLUMN %s%s%s %s",
+            ALTER_TABLE,
+            lazyLoadTable.name(),
+            HOLO_QUOTE,
+            col,
+            HOLO_QUOTE,
+            typeConverter.fromGravitino(addColumn.getDataType()));
+
+    // Append position if available
+    if (!(addColumn.getPosition() instanceof TableChange.Default)) {
+      throw new IllegalArgumentException("Hologres does not support column 
position in Gravitino.");
+    }
+    result.add(columnDefinition + ";");
+
+    // Append comment if available
+    if (StringUtils.isNotEmpty(addColumn.getComment())) {
+      result.add(
+          String.format(
+              "%s%s%s%s.%s%s%s%s%s';",
+              COLUMN_COMMENT,
+              HOLO_QUOTE,
+              lazyLoadTable.name(),
+              HOLO_QUOTE,
+              HOLO_QUOTE,
+              col,
+              HOLO_QUOTE,
+              IS,
+              addColumn.getComment()));
+    }
+    return result;
+  }
+
+  private String updateColumnCommentFieldDefinition(
+      TableChange.UpdateColumnComment updateColumnComment, String tableName) {
+    String newComment = updateColumnComment.getNewComment();
+    if (updateColumnComment.fieldName().length > 1) {
+      throw new 
UnsupportedOperationException(HOLOGRES_NOT_SUPPORT_NESTED_COLUMN_MSG);
+    }
+    String col = updateColumnComment.fieldName()[0];
+    return String.format(
+        "%s%s%s%s.%s%s%s%s%s';",
+        COLUMN_COMMENT,
+        HOLO_QUOTE,
+        tableName,
+        HOLO_QUOTE,
+        HOLO_QUOTE,
+        col,
+        HOLO_QUOTE,
+        IS,
+        newComment);
+  }
+
+  @Override
+  protected ResultSet getIndexInfo(String schemaName, String tableName, 
DatabaseMetaData metaData)
+      throws SQLException {
+    return metaData.getIndexInfo(database, schemaName, tableName, false, 
false);
+  }
+
+  @Override
+  protected ResultSet getPrimaryKeys(String schemaName, String tableName, 
DatabaseMetaData metaData)
+      throws SQLException {
+    return metaData.getPrimaryKeys(database, schemaName, tableName);
+  }
+
+  @Override
+  protected Connection getConnection(String schema) throws SQLException {
+    Connection connection = dataSource.getConnection();
+    connection.setCatalog(database);
+    connection.setSchema(schema);
+    return connection;
+  }
+
+  /**
+   * Get tables from the database including regular tables and partitioned 
parent tables.
+   *
+   * <p>In Hologres (PostgreSQL-compatible):
+   *
+   * <ul>
+   *   <li>Regular tables and partition child tables have TABLE_TYPE = "TABLE"
+   *   <li>Partitioned parent tables have TABLE_TYPE = "PARTITIONED TABLE"
+   *   <li>Views have TABLE_TYPE = "VIEW" (excluded from listing)
+   *   <li>Foreign tables have TABLE_TYPE = "FOREIGN TABLE" (excluded from 
listing)
+   * </ul>
+   *
+   * <p>This method overrides the parent to include regular tables and 
partition parent tables, but
+   * excludes views and foreign tables from the table list.
+   *
+   * @param connection the database connection
+   * @return ResultSet containing table metadata
+   * @throws SQLException if a database access error occurs
+   */
+  @Override
+  protected ResultSet getTables(Connection connection) throws SQLException {
+    DatabaseMetaData metaData = connection.getMetaData();
+    String catalogName = connection.getCatalog();
+    String schemaName = connection.getSchema();
+    // Include "TABLE" (regular tables and partition children),
+    // and "PARTITIONED TABLE" (partition parent tables)
+    // Exclude "VIEW" and "FOREIGN TABLE" to hide views and foreign tables 
from Gravitino
+    return metaData.getTables(
+        catalogName, schemaName, null, new String[] {"TABLE", "PARTITIONED 
TABLE"});
+  }
+
+  @Override
+  protected ResultSet getTable(Connection connection, String schema, String 
tableName)
+      throws SQLException {
+    DatabaseMetaData metaData = connection.getMetaData();
+    // Include TABLE and PARTITIONED TABLE types
+    // Exclude VIEW and FOREIGN TABLE to hide views and foreign tables from 
Gravitino
+    return metaData.getTables(
+        database, schema, tableName, new String[] {"TABLE", "PARTITIONED 
TABLE"});
+  }
+
+  @Override
+  protected ResultSet getColumns(Connection connection, String schema, String 
tableName)
+      throws SQLException {
+    DatabaseMetaData metaData = connection.getMetaData();
+    return metaData.getColumns(database, schema, tableName, null);
+  }
+
+  /**
+   * Get distribution information from Hologres system table 
hologres.hg_table_properties.
+   *
+   * <p>In Hologres, distribution_key is stored as a table property with the 
property_key
+   * "distribution_key" and property_value as comma-separated column names 
(e.g., "col1,col2").
+   *
+   * <p>This method queries the system table and returns a HASH distribution 
with the specified
+   * columns. Hologres only supports HASH distribution strategy.
+   *
+   * @param connection the database connection
+   * @param databaseName the schema name
+   * @param tableName the table name
+   * @return the distribution info, or {@link Distributions#NONE} if no 
distribution_key is set
+   * @throws SQLException if a database access error occurs
+   */
+  @Override
+  protected Distribution getDistributionInfo(
+      Connection connection, String databaseName, String tableName) throws 
SQLException {
+    String schemaName = connection.getSchema();
+    String distributionSql =
+        "SELECT property_value "
+            + "FROM hologres.hg_table_properties "
+            + "WHERE table_namespace = ? AND table_name = ? AND property_key = 
'distribution_key'";
+
+    try (PreparedStatement statement = 
connection.prepareStatement(distributionSql)) {
+      statement.setString(1, schemaName);
+      statement.setString(2, tableName);
+
+      try (ResultSet resultSet = statement.executeQuery()) {
+        if (resultSet.next()) {
+          String distributionKey = resultSet.getString("property_value");
+          if (StringUtils.isNotEmpty(distributionKey)) {
+            NamedReference[] columns =
+                Arrays.stream(distributionKey.split(","))
+                    .map(String::trim)
+                    .filter(StringUtils::isNotEmpty)
+                    .map(NamedReference::field)
+                    .toArray(NamedReference[]::new);
+            if (columns.length > 0) {
+              return Distributions.hash(0, columns);
+            }
+          }
+        }
+      }
+    }
+    return Distributions.NONE;
+  }
+
+  /**
+   * Validate the distribution for Hologres.
+   *
+   * <p>Hologres only supports HASH distribution strategy.
+   *
+   * @param distribution the distribution to validate
+   */
+  private void validateDistribution(Distribution distribution) {
+    Preconditions.checkArgument(
+        distribution.strategy() == Strategy.HASH,
+        "Hologres only supports HASH distribution strategy, but got: %s",
+        distribution.strategy());
+    Preconditions.checkArgument(
+        distribution.expressions().length > 0,
+        "Hologres HASH distribution requires at least one distribution 
column");
+  }
+
+  @Override
+  public Integer calculateDatetimePrecision(String typeName, int columnSize, 
int scale) {
+    String upperTypeName = typeName.toUpperCase();
+    switch (upperTypeName) {
+      case "TIME":
+      case "TIMETZ":
+      case "TIMESTAMP":
+      case "TIMESTAMPTZ":
+        return Math.max(scale, 0);
+      default:
+        return null;
+    }
+  }
+
+  /**
+   * Get table partitioning information from PostgreSQL system tables.
+   *
+   * <p>Hologres (PostgreSQL-compatible) only supports LIST partitioning. This 
method queries
+   * pg_partitioned_table and pg_attribute system tables to determine if a 
table is partitioned, and
+   * if so, returns the partition column names as a LIST transform.
+   *
+   * <p>The SQL queries follow the same approach used by Holo Client's 
ConnectionUtil:
+   *
+   * <ol>
+   *   <li>Query pg_partitioned_table to check if the table is partitioned and 
get partition column
+   *       attribute numbers (partattrs)
+   *   <li>Query pg_attribute to resolve attribute numbers to column names
+   * </ol>
+   *
+   * @param connection the database connection
+   * @param databaseName the schema name
+   * @param tableName the table name
+   * @return the partition transforms, or empty if the table is not partitioned
+   * @throws SQLException if a database access error occurs
+   */
+  @Override
+  protected Transform[] getTablePartitioning(
+      Connection connection, String databaseName, String tableName) throws 
SQLException {
+
+    // First, check if this is a logical partitioned table by querying table 
properties.
+    // Logical partition tables in Hologres (V3.1+) have the property
+    // "is_logical_partitioned_table" set to "true", and partition columns are 
stored in
+    // the "logical_partition_columns" property.
+    Transform[] logicalPartitioning = getLogicalPartitioning(connection, 
tableName);
+    if (logicalPartitioning.length > 0) {
+      return logicalPartitioning;
+    }
+
+    // Fall back to physical partition table check via pg_partitioned_table 
system table
+    return getPhysicalPartitioning(connection, databaseName, tableName);
+  }
+
+  /**
+   * Get logical partition information from Hologres table properties.
+   *
+   * <p>Hologres V3.1+ supports logical partition tables where the parent 
table is a physical table
+   * and child partitions are logical concepts. A logical partition table is 
identified by the
+   * property "is_logical_partitioned_table" = "true" in 
hologres.hg_table_properties, and its
+   * partition columns are stored in the "logical_partition_columns" property.
+   *
+   * @param connection the database connection
+   * @param tableName the table name
+   * @return the partition transforms, or empty if the table is not a logical 
partition table
+   * @throws SQLException if a database access error occurs
+   */
+  private Transform[] getLogicalPartitioning(Connection connection, String 
tableName)
+      throws SQLException {
+    String schemaName = connection.getSchema();
+    String logicalPartitionSql =
+        "SELECT property_key, property_value "
+            + "FROM hologres.hg_table_properties "
+            + "WHERE table_namespace = ? AND table_name = ? "
+            + "AND property_key IN ('is_logical_partitioned_table', 
'logical_partition_columns')";
+
+    String isLogicalPartitioned = null;
+    String logicalPartitionColumns = null;
+
+    try (PreparedStatement statement = 
connection.prepareStatement(logicalPartitionSql)) {
+      statement.setString(1, schemaName);
+      statement.setString(2, tableName);
+
+      try (ResultSet resultSet = statement.executeQuery()) {
+        while (resultSet.next()) {
+          String key = resultSet.getString("property_key");
+          String value = resultSet.getString("property_value");
+          if ("is_logical_partitioned_table".equals(key)) {
+            isLogicalPartitioned = value;
+          } else if ("logical_partition_columns".equals(key)) {
+            logicalPartitionColumns = value;
+          }
+        }
+      }
+    }
+
+    if (!"true".equalsIgnoreCase(isLogicalPartitioned)
+        || StringUtils.isEmpty(logicalPartitionColumns)) {
+      return Transforms.EMPTY_TRANSFORM;
+    }
+
+    // Parse partition column names (comma-separated, e.g., "col1" or 
"col1,col2")
+    String[][] fieldNames =
+        Arrays.stream(logicalPartitionColumns.split(","))
+            .map(String::trim)
+            .filter(StringUtils::isNotEmpty)
+            .map(col -> new String[] {col})
+            .toArray(String[][]::new);
+
+    if (fieldNames.length == 0) {
+      return Transforms.EMPTY_TRANSFORM;
+    }
+
+    return new Transform[] {Transforms.list(fieldNames)};
+  }
+
+  /**
+   * Get physical partition information from PostgreSQL system tables.
+   *
+   * <p>Hologres (PostgreSQL-compatible) only supports LIST partitioning for 
physical partitions.
+   * This method queries pg_partitioned_table and pg_attribute system tables 
to determine if a table
+   * is partitioned, and if so, returns the partition column names as a LIST 
transform.
+   *
+   * @param connection the database connection
+   * @param databaseName the schema name
+   * @param tableName the table name
+   * @return the partition transforms, or empty if the table is not a physical 
partition table
+   * @throws SQLException if a database access error occurs
+   */
+  private Transform[] getPhysicalPartitioning(
+      Connection connection, String databaseName, String tableName) throws 
SQLException {
+
+    // Query pg_partitioned_table to get partition strategy and column 
attribute numbers
+    String partitionSql =
+        "SELECT part.partstrat, part.partnatts, part.partattrs "
+            + "FROM pg_catalog.pg_class c "
+            + "JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace "
+            + "JOIN pg_catalog.pg_partitioned_table part ON c.oid = 
part.partrelid "
+            + "WHERE n.nspname = ? AND c.relname = ? "
+            + "LIMIT 1";
+
+    String partStrategy = null;
+    String partAttrs = null;
+
+    try (PreparedStatement statement = 
connection.prepareStatement(partitionSql)) {
+      statement.setString(1, databaseName);
+      statement.setString(2, tableName);
+
+      try (ResultSet resultSet = statement.executeQuery()) {
+        if (resultSet.next()) {
+          partStrategy = resultSet.getString("partstrat");
+          partAttrs = resultSet.getString("partattrs");
+        }
+      }
+    }
+
+    // Not a partitioned table
+    if (partStrategy == null || partAttrs == null) {
+      return Transforms.EMPTY_TRANSFORM;
+    }
+
+    // Parse partition attribute numbers (e.g., "1" or "1 2")
+    String[] attrNums = partAttrs.trim().split("\\s+");
+    List<String[]> partitionColumnNames = new ArrayList<>();
+
+    // Resolve attribute numbers to column names
+    String attrSql =
+        "SELECT attname FROM pg_catalog.pg_attribute "
+            + "WHERE attrelid = (SELECT c.oid FROM pg_catalog.pg_class c "
+            + "  JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace "
+            + "  WHERE n.nspname = ? AND c.relname = ?) "
+            + "AND attnum = ?";
+
+    for (String attrNum : attrNums) {
+      try (PreparedStatement statement = connection.prepareStatement(attrSql)) 
{
+        statement.setString(1, databaseName);
+        statement.setString(2, tableName);
+        statement.setInt(3, Integer.parseInt(attrNum));
+
+        try (ResultSet resultSet = statement.executeQuery()) {
+          if (resultSet.next()) {
+            partitionColumnNames.add(new String[] 
{resultSet.getString("attname")});
+          }
+        }
+      }
+    }
+
+    if (partitionColumnNames.isEmpty()) {
+      return Transforms.EMPTY_TRANSFORM;
+    }
+
+    // Hologres only supports LIST partitioning (partstrat = 'l')
+    // Return a LIST transform with the partition column names
+    String[][] fieldNames = partitionColumnNames.toArray(new String[0][]);
+    return new Transform[] {Transforms.list(fieldNames)};
+  }
+
+  /**
+   * Get table properties from Hologres system table 
hologres.hg_table_properties.
+   *
+   * <p>This method queries the Hologres system table to retrieve table 
properties such as:
+   *
+   * <ul>
+   *   <li>orientation: storage format (row/column/row,column)
+   *   <li>clustering_key: clustering key columns
+   *   <li>segment_key: event time column (segment key)
+   *   <li>bitmap_columns: bitmap index columns
+   *   <li>dictionary_encoding_columns: dictionary encoding columns
+   *   <li>primary_key: primary key columns
+   *   <li>time_to_live_in_seconds: TTL setting
+   *   <li>table_group: table group name
+   * </ul>
+   *
+   * @param connection the database connection
+   * @param tableName the name of the table
+   * @return a map of table properties
+   * @throws SQLException if a database access error occurs
+   */
+  @Override
+  protected Map<String, String> getTableProperties(Connection connection, 
String tableName)
+      throws SQLException {
+    Map<String, String> properties = new HashMap<>();
+    String schemaName = connection.getSchema();
+
+    // Query table properties from hologres.hg_table_properties system table
+    // The system table stores each property as a separate row with 
property_key and property_value
+    String propertiesSql =
+        "SELECT property_key, property_value "
+            + "FROM hologres.hg_table_properties "
+            + "WHERE table_namespace = ? AND table_name = ?";
+
+    try (PreparedStatement statement = 
connection.prepareStatement(propertiesSql)) {
+      statement.setString(1, schemaName);
+      statement.setString(2, tableName);
+
+      try (ResultSet resultSet = statement.executeQuery()) {
+        while (resultSet.next()) {
+          String propertyKey = resultSet.getString("property_key");
+          String propertyValue = resultSet.getString("property_value");
+
+          // Only include meaningful properties that users care about
+          if (StringUtils.isNotEmpty(propertyValue) && 
isUserRelevantProperty(propertyKey)) {
+            // Convert JDBC property keys to DDL-compatible keys
+            // Hologres system table stores "binlog.level" and "binlog.ttl",
+            // but CREATE TABLE WITH clause uses "binlog_level" and 
"binlog_ttl"
+            String normalizedKey = convertFromJdbcPropertyKey(propertyKey);
+            properties.put(normalizedKey, propertyValue);
+          }
+        }
+      }
+    }
+
+    LOG.debug("Loaded table properties for {}.{}: {}", schemaName, tableName, 
properties);
+    return properties;
+  }
+
+  /**
+   * Convert JDBC property key to DDL-compatible property key.
+   *
+   * <p>Hologres system table {@code hologres.hg_table_properties} stores some 
property keys with
+   * dots (e.g., "binlog.level", "binlog.ttl"), but the CREATE TABLE WITH 
clause uses underscores
+   * (e.g., "binlog_level", "binlog_ttl"). This method converts from the JDBC 
format to the DDL
+   * format so that properties can be round-tripped correctly.
+   *
+   * @param jdbcKey the property key from the JDBC query
+   * @return the DDL-compatible property key
+   */
+  private String convertFromJdbcPropertyKey(String jdbcKey) {
+    switch (jdbcKey) {
+      case "binlog.level":
+        return "binlog_level";
+      case "binlog.ttl":
+        return "binlog_ttl";
+      default:
+        return jdbcKey;
+    }
+  }
+
+  /**
+   * Check if a property key is relevant for users to see.
+   *
+   * <p>This filters out internal system properties and only returns 
properties that are meaningful
+   * for users.
+   *
+   * @param propertyKey the property key to check
+   * @return true if the property is relevant for users
+   */
+  private boolean isUserRelevantProperty(String propertyKey) {

Review Comment:
   Use a map to replace it?



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