diff --git a/hudi-flink/src/main/java/org/apache/hudi/sink/utils/Pipelines.java b/hudi-flink/src/main/java/org/apache/hudi/sink/utils/Pipelines.java
index 41ea4ebe4154a..855a2ca1b4d0d 100644
--- a/hudi-flink/src/main/java/org/apache/hudi/sink/utils/Pipelines.java
+++ b/hudi-flink/src/main/java/org/apache/hudi/sink/utils/Pipelines.java
@@ -98,15 +98,42 @@ public static DataStreamSink<Object> append(Configuration conf, RowType rowType,
         .name("dummy");
   }
 
+  /**
+   * Constructs bootstrap pipeline as streaming.
+   */
+  public static DataStream<HoodieRecord> bootstrap(
+      Configuration conf,
+      RowType rowType,
+      int defaultParallelism,
+      DataStream<RowData> dataStream) {
+    return bootstrap(conf, rowType, defaultParallelism, dataStream, false, false);
+  }
+
+  /**
+   * Constructs bootstrap pipeline.
+   *
+   * @param conf The configuration
+   * @param rowType The row type
+   * @param defaultParallelism The default parallelism
+   * @param dataStream The data stream
+   * @param bounded Whether the source is bounded
+   * @param overwrite Whether it is insert overwrite
+   */
   public static DataStream<HoodieRecord> bootstrap(
       Configuration conf,
       RowType rowType,
       int defaultParallelism,
       DataStream<RowData> dataStream,
-      boolean bounded) {
-    return bounded
-        ? boundedBootstrap(conf, rowType, defaultParallelism, dataStream)
-        : streamBootstrap(conf, rowType, defaultParallelism, dataStream);
+      boolean bounded,
+      boolean overwrite) {
+    final boolean globalIndex = conf.getBoolean(FlinkOptions.INDEX_GLOBAL_ENABLED);
+    if (overwrite) {
+      return rowDataToHoodieRecord(conf, rowType, dataStream);
+    } else if (bounded && !globalIndex) {
+      return boundedBootstrap(conf, rowType, defaultParallelism, dataStream);
+    } else {
+      return streamBootstrap(conf, rowType, defaultParallelism, dataStream);
+    }
   }
 
   private static DataStream<HoodieRecord> streamBootstrap(
diff --git a/hudi-flink/src/main/java/org/apache/hudi/streamer/HoodieFlinkStreamer.java b/hudi-flink/src/main/java/org/apache/hudi/streamer/HoodieFlinkStreamer.java
index bb545ad896ac9..3e567f31fa63a 100644
--- a/hudi-flink/src/main/java/org/apache/hudi/streamer/HoodieFlinkStreamer.java
+++ b/hudi-flink/src/main/java/org/apache/hudi/streamer/HoodieFlinkStreamer.java
@@ -96,7 +96,7 @@ public static void main(String[] args) throws Exception {
       }
     }
 
-    DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream, false);
+    DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream);
     DataStream<Object> pipeline = Pipelines.hoodieStreamWrite(conf, parallelism, hoodieRecordDataStream);
     if (StreamerUtil.needsAsyncCompaction(conf)) {
       Pipelines.compact(conf, pipeline);
diff --git a/hudi-flink/src/main/java/org/apache/hudi/table/HoodieTableSink.java b/hudi-flink/src/main/java/org/apache/hudi/table/HoodieTableSink.java
index e5f097c010072..c1e6d0c28aa06 100644
--- a/hudi-flink/src/main/java/org/apache/hudi/table/HoodieTableSink.java
+++ b/hudi-flink/src/main/java/org/apache/hudi/table/HoodieTableSink.java
@@ -86,7 +86,8 @@ public SinkRuntimeProvider getSinkRuntimeProvider(Context context) {
       DataStream<Object> pipeline;
 
       // bootstrap
-      final DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream, context.isBounded());
+      final DataStream<HoodieRecord> hoodieRecordDataStream =
+          Pipelines.bootstrap(conf, rowType, parallelism, dataStream, context.isBounded(), overwrite);
       // write pipeline
       pipeline = Pipelines.hoodieStreamWrite(conf, parallelism, hoodieRecordDataStream);
       // compaction
diff --git a/hudi-flink/src/test/java/org/apache/hudi/sink/StreamWriteITCase.java b/hudi-flink/src/test/java/org/apache/hudi/sink/StreamWriteITCase.java
index 2c8fb490a8781..028c058eedafc 100644
--- a/hudi-flink/src/test/java/org/apache/hudi/sink/StreamWriteITCase.java
+++ b/hudi-flink/src/test/java/org/apache/hudi/sink/StreamWriteITCase.java
@@ -168,7 +168,7 @@ public void testMergeOnReadWriteWithCompaction() throws Exception {
         .map(record -> deserializationSchema.deserialize(record.getBytes(StandardCharsets.UTF_8)))
         .setParallelism(parallelism);
 
-    DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream, false);
+    DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream);
     DataStream<Object> pipeline = Pipelines.hoodieStreamWrite(conf, parallelism, hoodieRecordDataStream);
     Pipelines.clean(conf, pipeline);
     Pipelines.compact(conf, pipeline);
@@ -225,7 +225,7 @@ private void testWriteToHoodie(
     }
 
     int parallelism = execEnv.getParallelism();
-    DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream, false);
+    DataStream<HoodieRecord> hoodieRecordDataStream = Pipelines.bootstrap(conf, rowType, parallelism, dataStream);
     DataStream<Object> pipeline = Pipelines.hoodieStreamWrite(conf, parallelism, hoodieRecordDataStream);
     execEnv.addOperator(pipeline.getTransformation());
 
diff --git a/hudi-flink/src/test/java/org/apache/hudi/table/HoodieDataSourceITCase.java b/hudi-flink/src/test/java/org/apache/hudi/table/HoodieDataSourceITCase.java
index 8e366bba4dfc9..285df4931e1d2 100644
--- a/hudi-flink/src/test/java/org/apache/hudi/table/HoodieDataSourceITCase.java
+++ b/hudi-flink/src/test/java/org/apache/hudi/table/HoodieDataSourceITCase.java
@@ -606,6 +606,36 @@ void testBatchUpsertWithMiniBatches(ExecMode execMode, HoodieTableType tableType
     assertRowsEquals(result, "[+I[id1, Sophia, 18, 1970-01-01T00:00:05, par1]]");
   }
 
+  @ParameterizedTest
+  @MethodSource("executionModeAndTableTypeParams")
+  void testBatchUpsertWithMiniBatchesGlobalIndex(ExecMode execMode, HoodieTableType tableType) {
+    TableEnvironment tableEnv = execMode == ExecMode.BATCH ? batchTableEnv : streamTableEnv;
+    String hoodieTableDDL = sql("t1")
+        .option(FlinkOptions.PATH, tempFile.getAbsolutePath())
+        .option(FlinkOptions.WRITE_BATCH_SIZE, "0.001")
+        .option(FlinkOptions.TABLE_TYPE, tableType)
+        .option(FlinkOptions.INDEX_GLOBAL_ENABLED, true)
+        .end();
+    tableEnv.executeSql(hoodieTableDDL);
+
+    final String insertInto1 = "insert into t1 values\n"
+        + "('id1','Danny',23,TIMESTAMP '1970-01-01 00:00:01','par1')";
+
+    execInsertSql(tableEnv, insertInto1);
+
+    final String insertInto2 = "insert into t1 values\n"
+        + "('id1','Stephen',33,TIMESTAMP '1970-01-01 00:00:02','par2'),\n"
+        + "('id1','Julian',53,TIMESTAMP '1970-01-01 00:00:03','par1'),\n"
+        + "('id1','Fabian',31,TIMESTAMP '1970-01-01 00:00:04','par2'),\n"
+        + "('id1','Sophia',18,TIMESTAMP '1970-01-01 00:00:05','par3')";
+
+    execInsertSql(tableEnv, insertInto2);
+
+    List<Row> result = CollectionUtil.iterableToList(
+        () -> tableEnv.sqlQuery("select * from t1").execute().collect());
+    assertRowsEquals(result, "[+I[id1, Sophia, 18, 1970-01-01T00:00:05, par3]]");
+  }
+
   @Test
   void testUpdateWithDefaultHoodieRecordPayload() {
     TableEnvironment tableEnv = batchTableEnv;