diff --git a/velox/serializers/CompactRowSerializer.cpp b/velox/serializers/CompactRowSerializer.cpp
index b2471e09fbea..0730ca546e33 100644
--- a/velox/serializers/CompactRowSerializer.cpp
+++ b/velox/serializers/CompactRowSerializer.cpp
@@ -39,6 +39,21 @@ VectorSerde::Options toValidOptions(const VectorSerde::Options* options) {
   return *options;
 }
 
+std::unique_ptr<folly::IOBuf> buffersToIOBuf(
+    const std::vector<BufferPtr>& buffers) {
+  std::unique_ptr<folly::IOBuf> iobuf;
+  for (const auto& buffer : buffers) {
+    auto newBuf =
+        folly::IOBuf::wrapBuffer(buffer->asMutable<char>(), buffer->size());
+    if (iobuf) {
+      iobuf->prev()->appendChain(std::move(newBuf));
+    } else {
+      iobuf = std::move(newBuf);
+    }
+  }
+  return iobuf;
+}
+
 struct CompactRowHeader {
   int32_t uncompressedSize;
   int32_t compressedSize;
@@ -181,8 +196,8 @@ class CompactRowVectorSerializer : public IterativeVectorSerializer {
     return CompactRowHeader::size() + codec_->maxCompressedLength(size);
   }
 
-  // The serialization format is | uncompressedSize | compressedSize | data |
-  // when compressed.
+  // The serialization format is | uncompressedSize | compressedSize |
+  // compressed | data | when compressed.
   void flush(OutputStream* stream) override {
     constexpr int32_t kMaxCompressionAttemptsToSkip = 30;
     const auto size = uncompressedSize();
@@ -195,12 +210,8 @@ class CompactRowVectorSerializer : public IterativeVectorSerializer {
       ++stats_.numCompressionSkipped;
     } else {
       // Compress the buffer if satisfied condition.
-      IOBufOutputStream out(
-          *pool_, nullptr, buffers_.size() * sizeof(std::string_view));
-      for (const auto& buffer : buffers_) {
-        out.write(buffer->asMutable<char>(), buffer->size());
-      }
-      const auto compressedBuffer = codec_->compress(out.getIOBuf().get());
+      const auto toCompress = buffersToIOBuf(buffers_);
+      const auto compressedBuffer = codec_->compress(toCompress.get());
       const auto compressedSize = compressedBuffer->length();
       stats_.compressionInputBytes += size;
       stats_.compressedBytes += compressedSize;
diff --git a/velox/serializers/UnsafeRowSerializer.cpp b/velox/serializers/UnsafeRowSerializer.cpp
index 4c46a16c39f3..28ad994b84d9 100644
--- a/velox/serializers/UnsafeRowSerializer.cpp
+++ b/velox/serializers/UnsafeRowSerializer.cpp
@@ -38,6 +38,21 @@ VectorSerde::Options toValidOptions(const VectorSerde::Options* options) {
   return *options;
 }
 
+std::unique_ptr<folly::IOBuf> buffersToIOBuf(
+    const std::vector<BufferPtr>& buffers) {
+  std::unique_ptr<folly::IOBuf> iobuf;
+  for (const auto& buffer : buffers) {
+    auto newBuf =
+        folly::IOBuf::wrapBuffer(buffer->asMutable<char>(), buffer->size());
+    if (iobuf) {
+      iobuf->prev()->appendChain(std::move(newBuf));
+    } else {
+      iobuf = std::move(newBuf);
+    }
+  }
+  return iobuf;
+}
+
 // The compressedSize is equal to uncompressedSize when not compressed.
 struct UnsafeRowHeader {
   int32_t uncompressedSize;
@@ -160,8 +175,8 @@ class UnsafeRowVectorSerializer : public IterativeVectorSerializer {
     return UnsafeRowHeader::size() + codec_->maxCompressedLength(size);
   }
 
-  // The serialization format is | uncompressedSize | compressedSize | data |
-  // when compressed.
+  // The serialization format is | uncompressedSize | compressedSize |
+  // compressed | data | when compressed.
   void flush(OutputStream* stream) override {
     constexpr int32_t kMaxCompressionAttemptsToSkip = 30;
     const auto size = uncompressedSize();
@@ -174,12 +189,8 @@ class UnsafeRowVectorSerializer : public IterativeVectorSerializer {
       ++stats_.numCompressionSkipped;
     } else {
       // Compress the buffer if satisfied condition.
-      IOBufOutputStream out(
-          *pool_, nullptr, buffers_.size() * sizeof(std::string_view));
-      for (const auto& buffer : buffers_) {
-        out.write(buffer->asMutable<char>(), buffer->size());
-      }
-      const auto compressedBuffer = codec_->compress(out.getIOBuf().get());
+      const auto toCompress = buffersToIOBuf(buffers_);
+      const auto compressedBuffer = codec_->compress(toCompress.get());
       const auto compressedSize = compressedBuffer->length();
       stats_.compressionInputBytes += size;
       stats_.compressedBytes += compressedSize;