diff --git a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/load/splitter/TsFileSplitter.java b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/load/splitter/TsFileSplitter.java
index f8ba40cbe687b..60f382e0cd9bd 100644
--- a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/load/splitter/TsFileSplitter.java
+++ b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/storageengine/load/splitter/TsFileSplitter.java
@@ -44,6 +44,7 @@
 import org.apache.tsfile.file.metadata.enums.TSEncoding;
 import org.apache.tsfile.read.TsFileSequenceReader;
 import org.apache.tsfile.read.common.BatchData;
+import org.apache.tsfile.read.reader.BufferedTsFileInput;
 import org.apache.tsfile.read.reader.page.PageReader;
 import org.apache.tsfile.read.reader.page.TimePageReader;
 import org.apache.tsfile.read.reader.page.ValuePageReader;
@@ -96,7 +97,8 @@ public TsFileSplitter(File tsFile, TsFileDataConsumer consumer) {
   @SuppressWarnings({"squid:S3776", "squid:S6541"})
   public void splitTsFileByDataPartition()
       throws IOException, LoadFileException, IllegalStateException {
-    try (TsFileSequenceReader reader = new TsFileSequenceReader(tsFile.getAbsolutePath())) {
+    try (TsFileSequenceReader reader =
+        new TsFileSequenceReader(new BufferedTsFileInput(tsFile.toPath()), true, false, null)) {
       getAllModification(deletions);
 
       if (!checkMagic(reader)) {
diff --git a/iotdb-core/datanode/src/test/java/org/apache/iotdb/db/storageengine/load/TsFileSplitterTest.java b/iotdb-core/datanode/src/test/java/org/apache/iotdb/db/storageengine/load/TsFileSplitterTest.java
index 6610880567e90..dd923c032272d 100644
--- a/iotdb-core/datanode/src/test/java/org/apache/iotdb/db/storageengine/load/TsFileSplitterTest.java
+++ b/iotdb-core/datanode/src/test/java/org/apache/iotdb/db/storageengine/load/TsFileSplitterTest.java
@@ -19,18 +19,30 @@
 
 package org.apache.iotdb.db.storageengine.load.splitter;
 
+import org.apache.tsfile.common.conf.TSFileConfig;
 import org.apache.tsfile.enums.ColumnCategory;
 import org.apache.tsfile.enums.TSDataType;
+import org.apache.tsfile.file.MetaMarker;
 import org.apache.tsfile.file.metadata.AbstractAlignedChunkMetadata;
+import org.apache.tsfile.file.metadata.DeviceMetadataIndexEntry;
+import org.apache.tsfile.file.metadata.IChunkMetadata;
 import org.apache.tsfile.file.metadata.IDeviceID;
+import org.apache.tsfile.file.metadata.MeasurementMetadataIndexEntry;
+import org.apache.tsfile.file.metadata.MetadataIndexNode;
+import org.apache.tsfile.file.metadata.PlainDeviceID;
 import org.apache.tsfile.file.metadata.StringArrayDeviceID;
 import org.apache.tsfile.file.metadata.TableSchema;
+import org.apache.tsfile.file.metadata.TimeseriesMetadata;
+import org.apache.tsfile.file.metadata.enums.MetadataIndexNodeType;
 import org.apache.tsfile.read.TsFileSequenceReader;
+import org.apache.tsfile.utils.ReadWriteIOUtils;
 import org.apache.tsfile.write.chunk.AlignedChunkWriterImpl;
+import org.apache.tsfile.write.chunk.ChunkWriterImpl;
 import org.apache.tsfile.write.schema.IMeasurementSchema;
 import org.apache.tsfile.write.schema.MeasurementSchema;
 import org.apache.tsfile.write.schema.Schema;
 import org.apache.tsfile.write.writer.TsFileIOWriter;
+import org.apache.tsfile.write.writer.tsmiterator.TSMIterator;
 import org.junit.Assert;
 import org.junit.Test;
 
@@ -38,6 +50,8 @@
 import java.io.ByteArrayOutputStream;
 import java.io.DataOutputStream;
 import java.io.File;
+import java.io.IOException;
+import java.nio.file.Files;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.Collections;
@@ -46,6 +60,83 @@
 
 public class TsFileSplitterTest {
 
+  // Verify the splitter initializes the v3 deserialize configuration for a valid v3 TsFile.
+  @Test
+  public void testSplitV3TsFile() throws Exception {
+    final File sourceTsFile = constructV3TsFile();
+    final List<ChunkData> chunkDataList = new ArrayList<>();
+
+    try {
+      try (final TsFileSequenceReader reader =
+          new TsFileSequenceReader(sourceTsFile.getAbsolutePath())) {
+        Assert.assertEquals(1, reader.getAllTimeseriesMetadata(true).size());
+      }
+
+      // Verify the buffered reader initializes the v3 deserialize configuration before reading
+      // metadata.
+      new TsFileSplitter(
+              sourceTsFile,
+              tsFileData -> {
+                if (tsFileData instanceof ChunkData) {
+                  chunkDataList.add((ChunkData) tsFileData);
+                }
+                return true;
+              })
+          .splitTsFileByDataPartition();
+      Assert.assertEquals(1, chunkDataList.size());
+    } finally {
+      Assert.assertTrue(sourceTsFile.delete());
+    }
+  }
+
+  private File constructV3TsFile() throws IOException {
+    final File tsFile = Files.createTempFile("v3-tsfile-splitter", ".tsfile").toFile();
+    final IDeviceID deviceID = new PlainDeviceID("root.sg.d1");
+    final TimeseriesMetadata timeseriesMetadata;
+    try (final TsFileIOWriter writer = new TsFileIOWriter(tsFile)) {
+      writer.startChunkGroup(deviceID);
+      final ChunkWriterImpl chunkWriter =
+          new ChunkWriterImpl(new MeasurementSchema("s1", TSDataType.INT32));
+      chunkWriter.write(1, 1);
+      chunkWriter.writeToFileWriter(writer);
+      writer.endChunkGroup();
+
+      final List<IChunkMetadata> chunkMetadataList =
+          new ArrayList<IChunkMetadata>(writer.getDeviceChunkMetadataMap().get(deviceID));
+      timeseriesMetadata = TSMIterator.constructOneTimeseriesMetadata("s1", chunkMetadataList);
+    }
+
+    final byte[] v3TsFileData = Files.readAllBytes(tsFile.toPath());
+    v3TsFileData[TSFileConfig.MAGIC_STRING.getBytes().length] = TSFileConfig.VERSION_NUMBER_V3;
+    final ByteArrayOutputStream outputStream = new ByteArrayOutputStream();
+    outputStream.write(v3TsFileData);
+
+    final long metaOffset = outputStream.size();
+    outputStream.write(MetaMarker.SEPARATOR);
+    final long timeseriesMetadataOffset = outputStream.size();
+    timeseriesMetadata.serializeTo(outputStream);
+
+    final long measurementIndexOffset = outputStream.size();
+    final MetadataIndexNode measurementIndexNode =
+        new MetadataIndexNode(MetadataIndexNodeType.LEAF_MEASUREMENT);
+    measurementIndexNode.addEntry(
+        new MeasurementMetadataIndexEntry("s1", timeseriesMetadataOffset));
+    measurementIndexNode.setEndOffset(measurementIndexOffset);
+    measurementIndexNode.serializeTo(outputStream);
+
+    final MetadataIndexNode deviceIndexNode =
+        new MetadataIndexNode(MetadataIndexNodeType.LEAF_DEVICE);
+    deviceIndexNode.addEntry(new DeviceMetadataIndexEntry(deviceID, measurementIndexOffset));
+    deviceIndexNode.setEndOffset(outputStream.size());
+
+    int metadataSize = deviceIndexNode.serializeTo(outputStream);
+    metadataSize += ReadWriteIOUtils.write(metaOffset, outputStream);
+    ReadWriteIOUtils.write(metadataSize, outputStream);
+    outputStream.write(TSFileConfig.MAGIC_STRING.getBytes());
+    Files.write(tsFile.toPath(), outputStream.toByteArray());
+    return tsFile;
+  }
+
   @Test
   public void testSplitTableTimeOnlyAlignedChunk() throws Exception {
     final File sourceTsFile = new File("split-table-time-only-source.tsfile");