diff --git a/velox/exec/Driver.cpp b/velox/exec/Driver.cpp
index bea69c0a352c1..96ea978fc6123 100644
--- a/velox/exec/Driver.cpp
+++ b/velox/exec/Driver.cpp
@@ -142,6 +142,10 @@ const core::QueryConfig& DriverCtx::queryConfig() const {
   return task->queryCtx()->queryConfig();
 }
 
+const std::optional<trace::QueryTraceConfig>& DriverCtx::traceConfig() const {
+  return task->queryTraceConfig();
+}
+
 velox::memory::MemoryPool* DriverCtx::addOperatorPool(
     const core::PlanNodeId& planNodeId,
     const std::string& operatorType) {
diff --git a/velox/exec/Driver.h b/velox/exec/Driver.h
index 9410dd7d82e59..567b8d85524a5 100644
--- a/velox/exec/Driver.h
+++ b/velox/exec/Driver.h
@@ -13,7 +13,9 @@
  * See the License for the specific language governing permissions and
  * limitations under the License.
  */
+
 #pragma once
+
 #include <folly/executors/CPUThreadPoolExecutor.h>
 #include <folly/futures/Future.h>
 #include <folly/portability/SysSyscall.h>
@@ -29,6 +31,7 @@
 #include "velox/core/PlanNode.h"
 #include "velox/core/QueryCtx.h"
 #include "velox/exec/Spiller.h"
+#include "velox/exec/trace/QueryTraceConfig.h"
 
 namespace facebook::velox::exec {
 
@@ -287,6 +290,7 @@ struct DriverCtx {
       uint32_t _partitionId);
 
   const core::QueryConfig& queryConfig() const;
+  const std::optional<trace::QueryTraceConfig>& traceConfig() const;
 
   velox::memory::MemoryPool* addOperatorPool(
       const core::PlanNodeId& planNodeId,
diff --git a/velox/exec/Operator.cpp b/velox/exec/Operator.cpp
index 0798785a031d4..c8877efb35006 100644
--- a/velox/exec/Operator.cpp
+++ b/velox/exec/Operator.cpp
@@ -22,6 +22,7 @@
 #include "velox/exec/HashJoinBridge.h"
 #include "velox/exec/OperatorUtils.h"
 #include "velox/exec/Task.h"
+#include "velox/exec/trace/QueryTraceUtil.h"
 #include "velox/expression/Expr.h"
 
 using facebook::velox::common::testutil::TestValue;
@@ -101,6 +102,39 @@ void Operator::maybeSetReclaimer() {
       Operator::MemoryReclaimer::create(operatorCtx_->driverCtx(), this));
 }
 
+void Operator::maybeSetQueryDataWriter() {
+  const auto& queryTraceConfig = operatorCtx_->driverCtx()->traceConfig();
+  if (!queryTraceConfig.has_value()) {
+    return;
+  }
+
+  if (queryTraceConfig->queryNodes.count(planNodeId()) == 0) {
+    return;
+  }
+
+  const auto opTraceDirPath = fmt::format(
+      "{}/{}/{}/{}/data",
+      queryTraceConfig->queryTraceDir,
+      planNodeId(),
+      operatorCtx_->driverCtx()->pipelineId,
+      operatorCtx_->driverCtx()->driverId);
+  trace::createTraceDirectory(opTraceDirPath);
+  queryDataWriter_ = std::make_unique<trace::QueryDataWriter>(
+      opTraceDirPath, memory::traceMemoryPool());
+}
+
+void Operator::traceInput(RowVectorPtr input) {
+  if (FOLLY_UNLIKELY(queryDataWriter_ != nullptr)) {
+    queryDataWriter_->write(input);
+  }
+}
+
+void Operator::finishTrace() {
+  if (queryDataWriter_ != nullptr) {
+    queryDataWriter_->finish();
+  }
+}
+
 std::vector<std::unique_ptr<Operator::PlanNodeTranslator>>&
 Operator::translators() {
   static std::vector<std::unique_ptr<PlanNodeTranslator>> translators;
@@ -150,6 +184,7 @@ void Operator::initialize() {
       pool()->name());
   initialized_ = true;
   maybeSetReclaimer();
+  maybeSetQueryDataWriter();
 }
 
 // static
diff --git a/velox/exec/Operator.h b/velox/exec/Operator.h
index 051ce55c02c8d..21801dfede0d1 100644
--- a/velox/exec/Operator.h
+++ b/velox/exec/Operator.h
@@ -14,6 +14,9 @@
  * limitations under the License.
  */
 #pragma once
+
+#include "velox/exec/trace/QueryDataWriter.h"
+
 #include <folly/Synchronized.h>
 #include "velox/common/base/RuntimeMetrics.h"
 #include "velox/common/time/CpuWallTimer.h"
@@ -396,6 +399,7 @@ class Operator : public BaseRuntimeStatWriter {
   /// e.g. the first operator in the pipeline.
   virtual void noMoreInput() {
     noMoreInput_ = true;
+    finishTrace();
   }
 
   /// Returns a RowVector with the result columns. Returns nullptr if
@@ -420,6 +424,12 @@ class Operator : public BaseRuntimeStatWriter {
   /// build side is empty.
   virtual bool isFinished() = 0;
 
+  /// Traces input batch of the operator.
+  virtual void traceInput(RowVectorPtr input);
+
+  /// Finishes tracing of the operator.
+  virtual void finishTrace();
+
   /// Returns single-column dynamically generated filters to be pushed down to
   /// upstream operators. Used to push down filters on join keys from broadcast
   /// hash join into probe-side table scan. Can also be used to push down TopN
@@ -718,6 +728,10 @@ class Operator : public BaseRuntimeStatWriter {
     return spillConfig_.has_value() ? &spillConfig_.value() : nullptr;
   }
 
+  /// Invoked to setup query data writer for this operator if the associated
+  /// query plan node is configured to collect trace.
+  void maybeSetQueryDataWriter();
+
   /// Creates output vector from 'input_' and 'results' according to
   /// 'identityProjections_' and 'resultProjections_'. If 'mapping' is set to
   /// nullptr, the children of the output vector will be identical to their
@@ -755,6 +769,7 @@ class Operator : public BaseRuntimeStatWriter {
 
   folly::Synchronized<OperatorStats> stats_;
   folly::Synchronized<common::SpillStats> spillStats_;
+  std::unique_ptr<trace::QueryDataWriter> queryDataWriter_;
 
   /// Indicates if an operator is under a non-reclaimable execution section.
   /// This prevents the memory arbitrator from reclaiming memory from this
diff --git a/velox/exec/TableWriter.cpp b/velox/exec/TableWriter.cpp
index 9bd199cfe9ffc..2ce07af95cd1a 100644
--- a/velox/exec/TableWriter.cpp
+++ b/velox/exec/TableWriter.cpp
@@ -119,14 +119,14 @@ void TableWriter::addInput(RowVectorPtr input) {
   if (input->size() == 0) {
     return;
   }
-
+  traceInput(input);
   std::vector<VectorPtr> mappedChildren;
   mappedChildren.reserve(inputMapping_.size());
-  for (auto i : inputMapping_) {
+  for (const auto i : inputMapping_) {
     mappedChildren.emplace_back(input->childAt(i));
   }
 
-  auto mappedInput = std::make_shared<RowVector>(
+  const auto mappedInput = std::make_shared<RowVector>(
       input->pool(),
       mappedType_,
       input->nulls(),
diff --git a/velox/exec/Task.h b/velox/exec/Task.h
index 4e24c08144636..3bf39007842ce 100644
--- a/velox/exec/Task.h
+++ b/velox/exec/Task.h
@@ -137,6 +137,11 @@ class Task : public std::enable_shared_from_this<Task> {
     return pool_.get();
   }
 
+  /// Returns QueryTraceConfig specified in the constructor.
+  const std::optional<trace::QueryTraceConfig>& queryTraceConfig() const {
+    return traceConfig_;
+  }
+
   /// Returns ConsumerSupplier passed in the constructor.
   ConsumerSupplier consumerSupplier() const {
     return consumerSupplier_;
diff --git a/velox/exec/trace/QueryDataWriter.cpp b/velox/exec/trace/QueryDataWriter.cpp
index 57dc4284cd10b..a5324ca684a9c 100644
--- a/velox/exec/trace/QueryDataWriter.cpp
+++ b/velox/exec/trace/QueryDataWriter.cpp
@@ -15,6 +15,8 @@
  */
 
 #include "velox/exec/trace/QueryDataWriter.h"
+
+#include <utility>
 #include "velox/common/base/SpillStats.h"
 #include "velox/common/file/File.h"
 #include "velox/common/file/FileSystems.h"
@@ -23,10 +25,8 @@
 
 namespace facebook::velox::exec::trace {
 
-QueryDataWriter::QueryDataWriter(
-    const std::string& path,
-    memory::MemoryPool* pool)
-    : dirPath_(path),
+QueryDataWriter::QueryDataWriter(std::string path, memory::MemoryPool* pool)
+    : dirPath_(std::move(path)),
       fs_(filesystems::getFileSystem(dirPath_, nullptr)),
       pool_(pool) {
   dataFile_ = fs_->openFileForWrite(
diff --git a/velox/exec/trace/QueryDataWriter.h b/velox/exec/trace/QueryDataWriter.h
index 435a0bccc00f9..031ecab50eba4 100644
--- a/velox/exec/trace/QueryDataWriter.h
+++ b/velox/exec/trace/QueryDataWriter.h
@@ -28,7 +28,7 @@ namespace facebook::velox::exec::trace {
 /// file.
 class QueryDataWriter {
  public:
-  explicit QueryDataWriter(const std::string& path, memory::MemoryPool* pool);
+  explicit QueryDataWriter(std::string path, memory::MemoryPool* pool);
 
   /// Serializes rows and writes out each batch.
   void write(const RowVectorPtr& rows);
diff --git a/velox/exec/trace/test/QueryTraceTest.cpp b/velox/exec/trace/test/QueryTraceTest.cpp
index 171c7cea138a8..70dce4320d47a 100644
--- a/velox/exec/trace/test/QueryTraceTest.cpp
+++ b/velox/exec/trace/test/QueryTraceTest.cpp
@@ -361,6 +361,48 @@ TEST_F(QueryTracerTest, traceDir) {
     ASSERT_EQ(expectedDirs.count(dir), 1);
   }
 }
+
+TEST_F(QueryTracerTest, traceTableWriter) {
+  const auto rowType = generateTypes(5);
+  std::vector<RowVectorPtr> inputVectors;
+  constexpr auto numBatch = 3;
+  inputVectors.reserve(numBatch);
+  for (auto i = 0; i < numBatch; ++i) {
+    inputVectors.push_back(vectorFuzzer_.fuzzInputRow(rowType));
+  }
+
+  const auto outputDir = TempDirectoryPath::create();
+  const auto dataPath =
+      fmt::format("{}/{}", outputDir->getPath(), "1/0/0/data");
+  const auto fs = filesystems::getFileSystem(dataPath, nullptr);
+  ASSERT_FALSE(fs->exists(dataPath));
+  const auto planNode = PlanBuilder()
+                            .values(inputVectors)
+                            .tableWrite(outputDir->getPath())
+                            .planNode();
+  std::shared_ptr<Task> task;
+  AssertQueryBuilder(planNode)
+      .maxDrivers(1)
+      .config(core::QueryConfig::kQueryTraceEnabled, true)
+      .config(core::QueryConfig::kQueryTraceDir, outputDir->getPath())
+      .config(core::QueryConfig::kQueryTraceNodeIds, "1")
+      .copyResults(pool(), task);
+
+  const auto reader = trace::QueryDataReader(dataPath, pool());
+  RowVectorPtr actual;
+  size_t numOutputVectors{0};
+  while (reader.read(actual)) {
+    const auto expected = inputVectors[numOutputVectors];
+    const auto size = actual->size();
+    ASSERT_EQ(size, expected->size());
+    for (auto i = 0; i < size; ++i) {
+      actual->compare(expected.get(), i, i, {.nullsFirst = true});
+    }
+    ++numOutputVectors;
+  }
+  ASSERT_EQ(numOutputVectors, inputVectors.size());
+}
+
 } // namespace facebook::velox::exec::test
 
 // This main is needed for some tests on linux.