diff --git a/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/sink/client/ClickhouseSinkFactory.java b/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/sink/client/ClickhouseSinkFactory.java
index 720efacc321..edc36eabbaf 100644
--- a/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/sink/client/ClickhouseSinkFactory.java
+++ b/seatunnel-connectors-v2/connector-clickhouse/src/main/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/sink/client/ClickhouseSinkFactory.java
@@ -115,12 +115,17 @@ public TableSink<SeaTunnelRow, ClickhouseSinkState, CKCommitInfo, CKAggCommitInf
             String[] primaryKeys = null;
             if (readonlyConfig.getOptional(PRIMARY_KEY).isPresent()) {
                 String primaryKey = readonlyConfig.get(PRIMARY_KEY);
+                if (primaryKey == null || primaryKey.trim().isEmpty()) {
+                    throw new ClickhouseConnectorException(
+                            CommonErrorCodeDeprecated.ILLEGAL_ARGUMENT,
+                            "primary_key can not be empty");
+                }
                 if (shardKey != null && !Objects.equals(primaryKey, shardKey)) {
                     throw new ClickhouseConnectorException(
                             CommonErrorCodeDeprecated.ILLEGAL_ARGUMENT,
                             "sharding_key and primary_key must be consistent to ensure correct processing of cdc events");
                 }
-                primaryKeys = new String[] {primaryKey};
+                primaryKeys = primaryKey.replaceAll("\\s+", "").split(",");
             }
             boolean supportUpsert = readonlyConfig.get(SUPPORT_UPSERT);
             boolean allowExperimentalLightweightDelete =
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/ClickhouseSinkCDCChangelogIT.java b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/ClickhouseSinkCDCChangelogIT.java
index 5d9c1c848b2..660d36f5af9 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/ClickhouseSinkCDCChangelogIT.java
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/clickhouse/ClickhouseSinkCDCChangelogIT.java
@@ -144,6 +144,17 @@ public void testClickhouseReplacingMergeTreeTableWithEnableDelete(TestContainer
         dropSinkTable();
     }
 
+    @TestTemplate
+    public void testClickhouseCompositePrimary(TestContainer container) throws Exception {
+        initializeClickhouseCompositePrimary();
+
+        Container.ExecResult execResult = container.executeJob("/fake_to_clickhouse.conf");
+        Assertions.assertEquals(0, execResult.getExitCode());
+
+        checkSinkTableRows();
+        dropSinkTable();
+    }
+
     private void initConnection() throws Exception {
         final Properties info = new Properties();
         info.put("user", this.container.getUsername());
@@ -170,6 +181,23 @@ private void initializeClickhouseMergeTreeTable() {
         }
     }
 
+    private void initializeClickhouseCompositePrimary() {
+        try {
+            Statement statement = this.connection.createStatement();
+            String sql =
+                    String.format(
+                            "create table if not exists %s.%s(\n"
+                                    + "    `pk_id`         Int64,\n"
+                                    + "    `name`          String,\n"
+                                    + "    `score`         Int32\n"
+                                    + ")engine=MergeTree ORDER BY(pk_id, name) PRIMARY KEY(pk_id, name)",
+                            DATABASE, SINK_TABLE);
+            statement.execute(sql);
+        } catch (SQLException e) {
+            throw new RuntimeException("Initializing Clickhouse table failed!", e);
+        }
+    }
+
     private void initializeClickhouseReplacingMergeTreeTable() {
         try {
             Statement statement = this.connection.createStatement();
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/resources/fake_to_clickhouse.conf b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/resources/fake_to_clickhouse.conf
new file mode 100644
index 00000000000..958d251ae56
--- /dev/null
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-clickhouse-e2e/src/test/resources/fake_to_clickhouse.conf
@@ -0,0 +1,89 @@
+#
+# 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.
+#
+######
+###### This config file is a demonstration of streaming processing in seatunnel config
+######
+
+env {
+  parallelism = 1
+  job.mode = "BATCH"
+  checkpoint.interval = 10000
+}
+
+source {
+  FakeSource {
+    schema = {
+      fields {
+        pk_id = bigint
+        name = string
+        score = int
+      }
+    }
+    rows = [
+      {
+        kind = INSERT
+        fields = [1, "A", 100]
+      },
+      {
+        kind = INSERT
+        fields = [2, "B", 100]
+      },
+      {
+        kind = INSERT
+        fields = [3, "C", 100]
+      },
+      {
+        kind = INSERT
+        fields = [3, "C", 100]
+      },
+      {
+        kind = INSERT
+        fields = [3, "C", 100]
+      },
+      {
+        kind = INSERT
+        fields = [3, "C", 100]
+      }
+      {
+        kind = UPDATE_BEFORE
+        fields = [1, "A", 100]
+      },
+      {
+        kind = UPDATE_AFTER
+        fields = [1, "A_1", 100]
+      },
+      {
+        kind = DELETE
+        fields = [2, "B", 100]
+      }
+    ]
+  }
+}
+
+sink {
+  Clickhouse {
+    host = "clickhouse:8123"
+    database = "default"
+    table = "sink_table"
+    username = "default"
+    password = ""
+
+    primary_key = "pk_id, name"
+    support_upsert = true
+    allow_experimental_lightweight_delete = true
+  }
+}
\ No newline at end of file