diff --git a/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.cpp b/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.cpp
index c5d6f5886be29..158583aa677a5 100644
--- a/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.cpp
+++ b/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.cpp
@@ -161,43 +161,51 @@ LocalPersistentShuffleReader::LocalPersistentShuffleReader(
   fileSystem_ = velox::filesystems::getFileSystem(rootPath_, nullptr);
 }
 
-folly::SemiFuture<std::unique_ptr<ReadBatch>> LocalPersistentShuffleReader::next() {
+folly::SemiFuture<std::vector<std::unique_ptr<ReadBatch>>>
+LocalPersistentShuffleReader::next(size_t numBatches) {
   using TRowSize = uint32_t;
 
   if (readPartitionFiles_.empty()) {
     readPartitionFiles_ = getReadPartitionFiles();
   }
 
-  if (readPartitionFileIndex_ >= readPartitionFiles_.size()) {
-    return folly::makeSemiFuture(std::unique_ptr<ReadBatch>{});
-  }
+  std::vector<std::unique_ptr<ReadBatch>> batches;
+  batches.reserve(numBatches);
+
+  for (size_t i = 0; i < numBatches; ++i) {
+    if (readPartitionFileIndex_ >= readPartitionFiles_.size()) {
+      break;
+    }
+
+    const auto filename = readPartitionFiles_[readPartitionFileIndex_];
+    auto file = fileSystem_->openFileForRead(filename);
+    auto buffer = AlignedBuffer::allocate<char>(file->size(), pool_, 0);
+    file->pread(0, file->size(), buffer->asMutable<void>());
+    ++readPartitionFileIndex_;
+
+    // Parse the buffer to extract individual rows.
+    // Each row is stored as: | row-size (4 bytes) | row-data (row-size bytes) |
+    std::vector<std::string_view> rows;
+    const char* data = buffer->as<char>();
+    size_t offset = 0;
+    const size_t totalSize = buffer->size();
+
+    while (offset + sizeof(TRowSize) <= totalSize) {
+      // Read row size (stored in big endian).
+      const TRowSize rowSize = folly::Endian::big(*(TRowSize*)(data + offset));
+      offset += sizeof(TRowSize);
+
+      VELOX_CHECK_LE(offset + rowSize, totalSize, "Invalid row data: row size");
+      // Create a Row with empty key and the row data as value.
+      rows.emplace_back(std::string_view{data + offset, rowSize});
+      offset += rowSize;
+    }
 
-  const auto filename = readPartitionFiles_[readPartitionFileIndex_];
-  auto file = fileSystem_->openFileForRead(filename);
-  auto buffer = AlignedBuffer::allocate<char>(file->size(), pool_, 0);
-  file->pread(0, file->size(), buffer->asMutable<void>());
-  ++readPartitionFileIndex_;
-
-  // Parse the buffer to extract individual rows.
-  // Each row is stored as: | row-size (4 bytes) | row-data (row-size bytes) |
-  std::vector<std::string_view> rows;
-  const char* data = buffer->as<char>();
-  size_t offset = 0;
-  const size_t totalSize = buffer->size();
-
-  while (offset + sizeof(TRowSize) <= totalSize) {
-    // Read row size (stored in big endian).
-    const TRowSize rowSize = folly::Endian::big(*(TRowSize*)(data + offset));
-    offset += sizeof(TRowSize);
-
-    VELOX_CHECK_LE(offset + rowSize, totalSize, "Invalid row data: row size");
-    // Create a Row with empty key and the row data as value.
-    rows.emplace_back(std::string_view{data + offset, rowSize});
-    offset += rowSize;
+    batches.push_back(
+        std::make_unique<ReadBatch>(std::move(rows), std::move(buffer)));
   }
 
-  return folly::makeSemiFuture<std::unique_ptr<ReadBatch>>(
-      std::make_unique<ReadBatch>(std::move(rows), std::move(buffer)));
+  return folly::makeSemiFuture(std::move(batches));
 }
 
 void LocalPersistentShuffleReader::noMoreData(bool success) {
diff --git a/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.h b/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.h
index 1dc2492a73ad4..a5182a5f5e975 100644
--- a/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.h
+++ b/presto-native-execution/presto_cpp/main/operators/LocalPersistentShuffle.h
@@ -131,7 +131,7 @@ class LocalPersistentShuffleReader : public ShuffleReader {
       std::vector<std::string> partitionIds,
       velox::memory::MemoryPool* pool);
 
-  folly::SemiFuture<std::unique_ptr<ReadBatch>> next() override;
+  folly::SemiFuture<std::vector<std::unique_ptr<ReadBatch>>> next(size_t numBatches) override;
 
   void noMoreData(bool success) override;
 
diff --git a/presto-native-execution/presto_cpp/main/operators/ShuffleExchangeSource.cpp b/presto-native-execution/presto_cpp/main/operators/ShuffleExchangeSource.cpp
index cdd86eec79853..e3246f875f729 100644
--- a/presto-native-execution/presto_cpp/main/operators/ShuffleExchangeSource.cpp
+++ b/presto-native-execution/presto_cpp/main/operators/ShuffleExchangeSource.cpp
@@ -34,22 +34,24 @@ ShuffleExchangeSource::request(
     uint32_t /*maxBytes*/,
     std::chrono::microseconds /*maxWait*/) {
   auto nextBatch = [this]() {
-    return std::move(shuffleReader_->next())
-        .deferValue([this](std::unique_ptr<ReadBatch> batch) {
+    return std::move(shuffleReader_->next(1))
+        .deferValue([this](std::vector<std::unique_ptr<ReadBatch>>&& batches) {
           std::vector<velox::ContinuePromise> promises;
           int64_t totalBytes{0};
           {
             std::lock_guard<std::mutex> l(queue_->mutex());
-            if (batch == nullptr) {
+            if (batches.empty()) {
               atEnd_ = true;
               queue_->enqueueLocked(nullptr, promises);
             } else {
-              totalBytes = batch->data->size();
+              for (auto& batch : batches) {
+                totalBytes = batch->data->size();
               VELOX_CHECK_LE(totalBytes, std::numeric_limits<int32_t>::max());
               ++numBatches_;
               queue_->enqueueLocked(
                   std::make_unique<ShuffleRowBatch>(std::move(batch)),
                   promises);
+              }
             }
           }
 
diff --git a/presto-native-execution/presto_cpp/main/operators/ShuffleInterface.h b/presto-native-execution/presto_cpp/main/operators/ShuffleInterface.h
index 79b4081b8f5ca..a499ae8bd1a48 100644
--- a/presto-native-execution/presto_cpp/main/operators/ShuffleInterface.h
+++ b/presto-native-execution/presto_cpp/main/operators/ShuffleInterface.h
@@ -46,9 +46,8 @@ class ShuffleReader {
  public:
   virtual ~ShuffleReader() = default;
 
-  /// Reads the next block of data. The function returns null if it has read all
-  /// the data. The function throws if run into any error.
-  virtual folly::SemiFuture<std::unique_ptr<ReadBatch>> next() = 0;
+  virtual folly::SemiFuture<std::vector<std::unique_ptr<ReadBatch>>> next(
+      size_t numBatches) = 0;
 
   /// Tell the shuffle system the reader is done. May be called with 'success'
   /// true before reading all the data. This happens when a query has a LIMIT or
diff --git a/presto-native-execution/presto_cpp/main/operators/tests/ShuffleTest.cpp b/presto-native-execution/presto_cpp/main/operators/tests/ShuffleTest.cpp
index ade4100b6e4de..2dd95b3c18016 100644
--- a/presto-native-execution/presto_cpp/main/operators/tests/ShuffleTest.cpp
+++ b/presto-native-execution/presto_cpp/main/operators/tests/ShuffleTest.cpp
@@ -234,16 +234,19 @@ class TestShuffleReader : public ShuffleReader {
           readyPartitions)
       : partition_(partition), readyPartitions_(readyPartitions) {}
 
-  folly::SemiFuture<std::unique_ptr<ReadBatch>> next() override {
+  folly::SemiFuture<std::vector<std::unique_ptr<ReadBatch>>> next(
+      size_t numBatches) override {
     TestValue::adjust(
         "facebook::presto::operators::test::TestShuffleReader::next", this);
-    if ((*readyPartitions_)[partition_].empty()) {
-      return folly::makeSemiFuture(std::unique_ptr<ReadBatch>(nullptr));
+    std::vector<std::unique_ptr<ReadBatch>> result;
+    auto& partitionBatches = (*readyPartitions_)[partition_];
+
+    for (size_t i = 0; i < numBatches && !partitionBatches.empty(); ++i) {
+      result.push_back(std::move(partitionBatches.back()));
+      partitionBatches.pop_back();
     }
-    auto readBatch = std::move((*readyPartitions_)[partition_].back());
-    (*readyPartitions_)[partition_].pop_back();
-    return folly::makeSemiFuture<std::unique_ptr<ReadBatch>>(
-        std::move(readBatch));
+
+    return folly::makeSemiFuture(std::move(result));
   }
 
   void noMoreData(bool success) override {