diff --git a/parquet-column/src/main/java/org/apache/parquet/column/values/bytestreamsplit/ByteStreamSplitValuesWriter.java b/parquet-column/src/main/java/org/apache/parquet/column/values/bytestreamsplit/ByteStreamSplitValuesWriter.java
index c197a4fd6f..320250f25d 100644
--- a/parquet-column/src/main/java/org/apache/parquet/column/values/bytestreamsplit/ByteStreamSplitValuesWriter.java
+++ b/parquet-column/src/main/java/org/apache/parquet/column/values/bytestreamsplit/ByteStreamSplitValuesWriter.java
@@ -20,7 +20,6 @@
 
 import org.apache.parquet.bytes.ByteBufferAllocator;
 import org.apache.parquet.bytes.BytesInput;
-import org.apache.parquet.bytes.BytesUtils;
 import org.apache.parquet.bytes.CapacityByteArrayOutputStream;
 import org.apache.parquet.column.Encoding;
 import org.apache.parquet.column.values.ValuesWriter;
@@ -29,10 +28,24 @@
 
 public abstract class ByteStreamSplitValuesWriter extends ValuesWriter {
 
+  /**
+   * Batch size for buffered scatter writes. Values are accumulated in a batch buffer
+   * and flushed as bulk {@code write(byte[], off, len)} calls to each stream, replacing
+   * N individual single-byte writes with one bulk write per stream per flush.
+   */
+  private static final int BATCH_SIZE = 128;
+
   protected final int numStreams;
   protected final int elementSizeInBytes;
   private final CapacityByteArrayOutputStream[] byteStreams;
 
+  // Batch buffers for int (4-byte) and long (8-byte) scatter writes.
+  // Only one of these is ever non-null per instance.
+  private int[] intBatch;
+  private long[] longBatch;
+  private byte[] scatterBuf;
+  private int batchCount;
+
   public ByteStreamSplitValuesWriter(
       int elementSizeInBytes, int initialCapacity, int pageSize, ByteBufferAllocator allocator) {
     if (elementSizeInBytes <= 0) {
@@ -53,7 +66,8 @@ public ByteStreamSplitValuesWriter(
 
   @Override
   public long getBufferedSize() {
-    long totalSize = 0;
+    // Include unflushed batch values without triggering a flush
+    long totalSize = (long) batchCount * elementSizeInBytes;
     for (CapacityByteArrayOutputStream stream : this.byteStreams) {
       totalSize += stream.size();
     }
@@ -62,6 +76,7 @@ public long getBufferedSize() {
 
   @Override
   public BytesInput getBytes() {
+    flushBatch();
     BytesInput[] allInputs = new BytesInput[this.numStreams];
     for (int i = 0; i < this.numStreams; ++i) {
       allInputs[i] = BytesInput.from(this.byteStreams[i]);
@@ -76,6 +91,7 @@ public Encoding getEncoding() {
 
   @Override
   public void reset() {
+    batchCount = 0;
     for (CapacityByteArrayOutputStream stream : this.byteStreams) {
       stream.reset();
     }
@@ -83,6 +99,7 @@ public void reset() {
 
   @Override
   public void close() {
+    batchCount = 0;
     for (CapacityByteArrayOutputStream stream : byteStreams) {
       stream.close();
     }
@@ -99,6 +116,71 @@ protected void scatterBytes(byte[] bytes) {
     }
   }
 
+  /**
+   * Buffer a 4-byte integer value for batched scatter to the byte streams.
+   * Values are accumulated until the batch is full, then flushed as bulk
+   * {@code write(byte[], off, len)} calls — one per stream.
+   */
+  protected void bufferInt(int v) {
+    if (intBatch == null) {
+      intBatch = new int[BATCH_SIZE];
+      scatterBuf = new byte[BATCH_SIZE];
+    }
+    intBatch[batchCount++] = v;
+    if (batchCount == BATCH_SIZE) {
+      flushIntBatch();
+    }
+  }
+
+  /**
+   * Buffer an 8-byte long value for batched scatter to the byte streams.
+   */
+  protected void bufferLong(long v) {
+    if (longBatch == null) {
+      longBatch = new long[BATCH_SIZE];
+      scatterBuf = new byte[BATCH_SIZE];
+    }
+    longBatch[batchCount++] = v;
+    if (batchCount == BATCH_SIZE) {
+      flushLongBatch();
+    }
+  }
+
+  private void flushBatch() {
+    if (batchCount == 0) return;
+    if (intBatch != null) {
+      flushIntBatch();
+    } else if (longBatch != null) {
+      flushLongBatch();
+    }
+  }
+
+  private void flushIntBatch() {
+    if (batchCount == 0) return;
+    final int count = batchCount;
+    for (int stream = 0; stream < 4; stream++) {
+      final int shift = stream << 3; // stream * 8
+      for (int i = 0; i < count; i++) {
+        scatterBuf[i] = (byte) (intBatch[i] >>> shift);
+      }
+      byteStreams[stream].write(scatterBuf, 0, count);
+    }
+    batchCount = 0;
+  }
+
+  private void flushLongBatch() {
+    if (batchCount == 0) return;
+    final int count = batchCount;
+    for (int stream = 0; stream < 8; stream++) {
+      final int shift = stream << 3; // stream * 8
+      for (int i = 0; i < count; i++) {
+        scatterBuf[i] = (byte) (longBatch[i] >>> shift);
+      }
+      byteStreams[stream].write(scatterBuf, 0, count);
+    }
+    batchCount = 0;
+  }
+
   @Override
   public long getAllocatedSize() {
     long totalCapacity = 0;
@@ -116,7 +198,7 @@ public FloatByteStreamSplitValuesWriter(int initialCapacity, int pageSize, ByteB
 
     @Override
     public void writeFloat(float v) {
-      super.scatterBytes(BytesUtils.intToBytes(Float.floatToIntBits(v)));
+      bufferInt(Float.floatToIntBits(v));
     }
 
     @Override
@@ -133,7 +215,7 @@ public DoubleByteStreamSplitValuesWriter(int initialCapacity, int pageSize, Byte
 
     @Override
     public void writeDouble(double v) {
-      super.scatterBytes(BytesUtils.longToBytes(Double.doubleToLongBits(v)));
+      bufferLong(Double.doubleToLongBits(v));
     }
 
     @Override
@@ -149,7 +231,7 @@ public IntegerByteStreamSplitValuesWriter(int initialCapacity, int pageSize, Byt
 
     @Override
     public void writeInteger(int v) {
-      super.scatterBytes(BytesUtils.intToBytes(v));
+      bufferInt(v);
     }
 
     @Override
@@ -165,7 +247,7 @@ public LongByteStreamSplitValuesWriter(int initialCapacity, int pageSize, ByteBu
 
     @Override
     public void writeLong(long v) {
-      super.scatterBytes(BytesUtils.longToBytes(v));
+      bufferLong(v);
     }
 
     @Override