diff --git a/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtil.java b/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtil.java
index 394e1e81ca1e..d1fb47264297 100644
--- a/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtil.java
+++ b/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtil.java
@@ -54,7 +54,7 @@ public String getCreateTableSql(
             return super.getCreateTableSql(
                     template, database, table, tableSchema, comment, optionsKey);
         } finally {
-            pkColumns.clear();
+            PRIMARY_KEY_COLUMNS.remove();
         }
     }
 
diff --git a/seatunnel-connectors-v2/connector-clickhouse/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtilTest.java b/seatunnel-connectors-v2/connector-clickhouse/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtilTest.java
index c36b1d652dfb..12d335566e1b 100644
--- a/seatunnel-connectors-v2/connector-clickhouse/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtilTest.java
+++ b/seatunnel-connectors-v2/connector-clickhouse/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/util/ClickhouseCatalogUtilTest.java
@@ -18,11 +18,20 @@
 package org.apache.seatunnel.connectors.seatunnel.clickhouse.util;
 
 import org.apache.seatunnel.api.table.catalog.Column;
+import org.apache.seatunnel.api.table.catalog.PhysicalColumn;
+import org.apache.seatunnel.api.table.catalog.PrimaryKey;
+import org.apache.seatunnel.api.table.catalog.TableSchema;
 import org.apache.seatunnel.api.table.type.BasicType;
 import org.apache.seatunnel.api.table.type.SeaTunnelDataType;
+import org.apache.seatunnel.connectors.seatunnel.clickhouse.config.ClickhouseSinkOptions;
 
 import org.junit.jupiter.api.Test;
 
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.junit.jupiter.api.Assertions.assertThrows;
 import static org.mockito.Mockito.mock;
@@ -101,4 +110,74 @@ void throwsExceptionWhenColumnIsNull() {
                 NullPointerException.class,
                 () -> ClickhouseCatalogUtil.INSTANCE.columnToConnectorType(null));
     }
+
+    @Test
+    void testPrimaryKeyColumnShouldNotBeNullable() {
+        // Test that ThreadLocal is properly cleared after getCreateTableSql call
+        Column column = mock(Column.class);
+        when(column.getName()).thenReturn("pk_column");
+        when(column.getSinkType()).thenReturn("String");
+        when(column.isNullable()).thenReturn(true);
+        when(column.getComment()).thenReturn("");
+
+        List<Column> columns = new ArrayList<>();
+        columns.add(column);
+
+        TableSchema tableSchema =
+                TableSchema.builder()
+                        .primaryKey(PrimaryKey.of("", Collections.singletonList("pk_column")))
+                        .columns(columns)
+                        .build();
+
+        ClickhouseCatalogUtil.INSTANCE.getCreateTableSql(
+                "CREATE TABLE `${database}`.`${table}` (${rowtype_fields})",
+                "test_db",
+                "test_table",
+                tableSchema,
+                null,
+                ClickhouseSinkOptions.SAVE_MODE_CREATE_TEMPLATE.key());
+
+        // After getCreateTableSql call, ThreadLocal should be cleared
+        // so columnToConnectorType should treat it as NOT a primary key
+        String result = ClickhouseCatalogUtil.INSTANCE.columnToConnectorType(column);
+        assertEquals("`pk_column` Nullable(String) ", result);
+    }
+
+    @Test
+    void testPrimaryKeyColumnWithNullableShouldNotWrapInNullable() {
+        // Test the actual scenario: primary key columns should NOT be wrapped in Nullable
+        // because ClickHouse doesn't allow nullable columns in ORDER BY / PRIMARY KEY
+        String template =
+                "CREATE TABLE `${database}`.`${table}` (\n"
+                        + "    ${rowtype_primary_key},\n"
+                        + "    ${rowtype_fields}\n"
+                        + ") ENGINE = MergeTree()\n"
+                        + "ORDER BY (${rowtype_primary_key})";
+
+        List<Column> columns = new ArrayList<>();
+        columns.add(PhysicalColumn.of("id", BasicType.LONG_TYPE, (Long) null, true, null, ""));
+        columns.add(PhysicalColumn.of("name", BasicType.STRING_TYPE, (Long) null, true, null, ""));
+        columns.add(PhysicalColumn.of("age", BasicType.INT_TYPE, (Long) null, true, null, ""));
+
+        TableSchema tableSchema =
+                TableSchema.builder()
+                        .primaryKey(PrimaryKey.of("", Arrays.asList("id", "age")))
+                        .columns(columns)
+                        .build();
+
+        String sql =
+                ClickhouseCatalogUtil.INSTANCE.getCreateTableSql(
+                        template,
+                        "test_db",
+                        "test_table",
+                        tableSchema,
+                        null,
+                        ClickhouseSinkOptions.SAVE_MODE_CREATE_TEMPLATE.key());
+
+        // Primary key columns (id, age) should NOT be wrapped in Nullable
+        assertEquals(true, sql.contains("`id` Int64 "));
+        assertEquals(true, sql.contains("`age` Int32 "));
+        // Non-primary key column (name) should be wrapped in Nullable
+        assertEquals(true, sql.contains("`name` Nullable(String) "));
+    }
 }