diff --git a/backends-velox/src/main/java/org/apache/gluten/metrics/Metrics.java b/backends-velox/src/main/java/org/apache/gluten/metrics/Metrics.java
index 9b7cd7c8d7f..1bcfd67392b 100644
--- a/backends-velox/src/main/java/org/apache/gluten/metrics/Metrics.java
+++ b/backends-velox/src/main/java/org/apache/gluten/metrics/Metrics.java
@@ -51,6 +51,7 @@ public class Metrics implements IMetrics {
   public long[] remainingFilterTime;
   public long[] ioWaitTime;
   public long[] storageReadBytes;
+  public long[] storageReads;
   public long[] localReadBytes;
   public long[] ramReadBytes;
   public long[] preloadSplits;
@@ -103,6 +104,7 @@ public Metrics(
       long[] remainingFilterTime,
       long[] ioWaitTime,
       long[] storageReadBytes,
+      long[] storageReads,
       long[] localReadBytes,
       long[] ramReadBytes,
       long[] preloadSplits,
@@ -147,6 +149,7 @@ public Metrics(
     this.remainingFilterTime = remainingFilterTime;
     this.ioWaitTime = ioWaitTime;
     this.storageReadBytes = storageReadBytes;
+    this.storageReads = storageReads;
     this.localReadBytes = localReadBytes;
     this.ramReadBytes = ramReadBytes;
     this.preloadSplits = preloadSplits;
@@ -199,6 +202,7 @@ public OperatorMetrics getOperatorMetrics(int index) {
         remainingFilterTime[index],
         ioWaitTime[index],
         storageReadBytes[index],
+        storageReads[index],
         localReadBytes[index],
         ramReadBytes[index],
         preloadSplits[index],
diff --git a/backends-velox/src/main/java/org/apache/gluten/metrics/OperatorMetrics.java b/backends-velox/src/main/java/org/apache/gluten/metrics/OperatorMetrics.java
index 0726fd1b766..d52245a3340 100644
--- a/backends-velox/src/main/java/org/apache/gluten/metrics/OperatorMetrics.java
+++ b/backends-velox/src/main/java/org/apache/gluten/metrics/OperatorMetrics.java
@@ -49,6 +49,7 @@ public class OperatorMetrics implements IOperatorMetrics {
   public long remainingFilterTime;
   public long ioWaitTime;
   public long storageReadBytes;
+  public long storageReads;
   public long localReadBytes;
   public long ramReadBytes;
   public long preloadSplits;
@@ -96,6 +97,7 @@ public OperatorMetrics(
       long remainingFilterTime,
       long ioWaitTime,
       long storageReadBytes,
+      long storageReads,
       long localReadBytes,
       long ramReadBytes,
       long preloadSplits,
@@ -138,6 +140,7 @@ public OperatorMetrics(
     this.remainingFilterTime = remainingFilterTime;
     this.ioWaitTime = ioWaitTime;
     this.storageReadBytes = storageReadBytes;
+    this.storageReads = storageReads;
     this.localReadBytes = localReadBytes;
     this.ramReadBytes = ramReadBytes;
     this.preloadSplits = preloadSplits;
diff --git a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxMetricsApi.scala b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxMetricsApi.scala
index 9643f4902a0..69ed2f09a99 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxMetricsApi.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxMetricsApi.scala
@@ -135,6 +135,7 @@ class VeloxMetricsApi extends MetricsApi with Logging {
         "remaining filter time"),
       "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time"),
       "storageReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "storage read bytes"),
+      "storageReads" -> SQLMetrics.createMetric(sparkContext, "number of storage reads"),
       "localReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "local ssd read bytes"),
       "ramReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "ram read bytes"),
       "loadLazyVectorTime" -> SQLMetrics.createNanoTimingMetric(
@@ -186,6 +187,7 @@ class VeloxMetricsApi extends MetricsApi with Logging {
         "remaining filter time"),
       "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time"),
       "storageReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "storage read bytes"),
+      "storageReads" -> SQLMetrics.createMetric(sparkContext, "number of storage reads"),
       "localReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "local ssd read bytes"),
       "ramReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "ram read bytes"),
       "loadLazyVectorTime" -> SQLMetrics.createNanoTimingMetric(
@@ -237,6 +239,7 @@ class VeloxMetricsApi extends MetricsApi with Logging {
         "remaining filter time"),
       "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time"),
       "storageReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "storage read bytes"),
+      "storageReads" -> SQLMetrics.createMetric(sparkContext, "number of storage reads"),
       "localReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "local ssd read bytes"),
       "ramReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "ram read bytes"),
       "loadLazyVectorTime" -> SQLMetrics.createNanoTimingMetric(
diff --git a/backends-velox/src/main/scala/org/apache/gluten/metrics/BatchScanMetricsUpdater.scala b/backends-velox/src/main/scala/org/apache/gluten/metrics/BatchScanMetricsUpdater.scala
index dc404328fa8..9e2b1d7c920 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/metrics/BatchScanMetricsUpdater.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/metrics/BatchScanMetricsUpdater.scala
@@ -51,6 +51,7 @@ class BatchScanMetricsUpdater(val metrics: Map[String, SQLMetric]) extends Metri
       metrics("remainingFilterTime") += operatorMetrics.remainingFilterTime
       metrics("ioWaitTime") += operatorMetrics.ioWaitTime
       metrics("storageReadBytes") += operatorMetrics.storageReadBytes
+      metrics("storageReads") += operatorMetrics.storageReads
       metrics("localReadBytes") += operatorMetrics.localReadBytes
       metrics("ramReadBytes") += operatorMetrics.ramReadBytes
       metrics("preloadSplits") += operatorMetrics.preloadSplits
diff --git a/backends-velox/src/main/scala/org/apache/gluten/metrics/FileSourceScanMetricsUpdater.scala b/backends-velox/src/main/scala/org/apache/gluten/metrics/FileSourceScanMetricsUpdater.scala
index 1e21fcc00e7..527f8d7bc5f 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/metrics/FileSourceScanMetricsUpdater.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/metrics/FileSourceScanMetricsUpdater.scala
@@ -50,6 +50,7 @@ class FileSourceScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric
   val remainingFilterTime: SQLMetric = metrics("remainingFilterTime")
   val ioWaitTime: SQLMetric = metrics("ioWaitTime")
   val storageReadBytes: SQLMetric = metrics("storageReadBytes")
+  val storageReads: SQLMetric = metrics("storageReads")
   val localReadBytes: SQLMetric = metrics("localReadBytes")
   val ramReadBytes: SQLMetric = metrics("ramReadBytes")
   val loadLazyVectorTime: SQLMetric = metrics("loadLazyVectorTime")
@@ -81,6 +82,7 @@ class FileSourceScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric
       remainingFilterTime += operatorMetrics.remainingFilterTime
       ioWaitTime += operatorMetrics.ioWaitTime
       storageReadBytes += operatorMetrics.storageReadBytes
+      storageReads += operatorMetrics.storageReads
       localReadBytes += operatorMetrics.localReadBytes
       ramReadBytes += operatorMetrics.ramReadBytes
       preloadSplits += operatorMetrics.preloadSplits
diff --git a/backends-velox/src/main/scala/org/apache/gluten/metrics/HiveTableScanMetricsUpdater.scala b/backends-velox/src/main/scala/org/apache/gluten/metrics/HiveTableScanMetricsUpdater.scala
index a8732b709ae..3330f8b15ae 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/metrics/HiveTableScanMetricsUpdater.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/metrics/HiveTableScanMetricsUpdater.scala
@@ -45,6 +45,7 @@ class HiveTableScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric]
   val remainingFilterTime: SQLMetric = metrics("remainingFilterTime")
   val ioWaitTime: SQLMetric = metrics("ioWaitTime")
   val storageReadBytes: SQLMetric = metrics("storageReadBytes")
+  val storageReads: SQLMetric = metrics("storageReads")
   val localReadBytes: SQLMetric = metrics("localReadBytes")
   val ramReadBytes: SQLMetric = metrics("ramReadBytes")
   val loadLazyVectorTime: SQLMetric = metrics("loadLazyVectorTime")
@@ -76,6 +77,7 @@ class HiveTableScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric]
       remainingFilterTime += operatorMetrics.remainingFilterTime
       ioWaitTime += operatorMetrics.ioWaitTime
       storageReadBytes += operatorMetrics.storageReadBytes
+      storageReads += operatorMetrics.storageReads
       localReadBytes += operatorMetrics.localReadBytes
       ramReadBytes += operatorMetrics.ramReadBytes
       preloadSplits += operatorMetrics.preloadSplits
diff --git a/backends-velox/src/main/scala/org/apache/gluten/metrics/MetricsUtil.scala b/backends-velox/src/main/scala/org/apache/gluten/metrics/MetricsUtil.scala
index 0567ccc8ceb..f71b2dc342f 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/metrics/MetricsUtil.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/metrics/MetricsUtil.scala
@@ -132,6 +132,7 @@ object MetricsUtil extends Logging {
     var remainingFilterTime: Long = 0
     var ioWaitTime: Long = 0
     var storageReadBytes: Long = 0
+    var storageReads: Long = 0
     var localReadBytes: Long = 0
     var ramReadBytes: Long = 0
     var preloadSplits: Long = 0
@@ -168,6 +169,7 @@ object MetricsUtil extends Logging {
       remainingFilterTime += metrics.remainingFilterTime
       ioWaitTime += metrics.ioWaitTime
       storageReadBytes += metrics.storageReadBytes
+      storageReads += metrics.storageReads
       localReadBytes += metrics.localReadBytes
       ramReadBytes += metrics.ramReadBytes
       preloadSplits += metrics.preloadSplits
@@ -211,6 +213,7 @@ object MetricsUtil extends Logging {
       remainingFilterTime,
       ioWaitTime,
       storageReadBytes,
+      storageReads,
       localReadBytes,
       ramReadBytes,
       preloadSplits,
diff --git a/cpp/core/jni/JniWrapper.cc b/cpp/core/jni/JniWrapper.cc
index cfa06abfcb8..a08e55b741e 100644
--- a/cpp/core/jni/JniWrapper.cc
+++ b/cpp/core/jni/JniWrapper.cc
@@ -273,7 +273,7 @@ jint JNI_OnLoad(JavaVM* vm, void* reserved) {
       env,
       metricsBuilderClass,
       "<init>",
-      "([J[J[J[J[J[J[J[J[J[JJ[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[JLjava/lang/String;)V");
+      "([J[J[J[J[J[J[J[J[J[JJ[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[J[JLjava/lang/String;)V");
 
   nativeColumnarToRowInfoClass =
       createGlobalClassReferenceOrError(env, "Lorg/apache/gluten/vectorized/NativeColumnarToRowInfo;");
@@ -601,6 +601,7 @@ JNIEXPORT jobject JNICALL Java_org_apache_gluten_metrics_IteratorMetricsJniWrapp
       longArray[Metrics::kRemainingFilterTime],
       longArray[Metrics::kIoWaitTime],
       longArray[Metrics::kStorageReadBytes],
+      longArray[Metrics::kStorageReads],
       longArray[Metrics::kLocalReadBytes],
       longArray[Metrics::kRamReadBytes],
       longArray[Metrics::kPreloadSplits],
diff --git a/cpp/core/utils/Metrics.h b/cpp/core/utils/Metrics.h
index 6123f4a7ac5..55f2bb4ef50 100644
--- a/cpp/core/utils/Metrics.h
+++ b/cpp/core/utils/Metrics.h
@@ -79,6 +79,7 @@ struct Metrics {
     kRemainingFilterTime,
     kIoWaitTime,
     kStorageReadBytes,
+    kStorageReads,
     kLocalReadBytes,
     kRamReadBytes,
     kPreloadSplits,
diff --git a/cpp/velox/compute/WholeStageResultIterator.cc b/cpp/velox/compute/WholeStageResultIterator.cc
index 3f85dddb83f..dafca3fd519 100644
--- a/cpp/velox/compute/WholeStageResultIterator.cc
+++ b/cpp/velox/compute/WholeStageResultIterator.cc
@@ -510,6 +510,8 @@ void WholeStageResultIterator::collectMetrics() {
       metrics_->get(Metrics::kIoWaitTime)[metricIndex] = runtimeMetric("sum", second->customStats, kIoWaitTime);
       metrics_->get(Metrics::kStorageReadBytes)[metricIndex] =
           runtimeMetric("sum", second->customStats, kStorageReadBytes);
+      metrics_->get(Metrics::kStorageReads)[metricIndex] =
+          runtimeMetric("count", second->customStats, kStorageReadBytes);
       metrics_->get(Metrics::kLocalReadBytes)[metricIndex] = runtimeMetric("sum", second->customStats, kLocalReadBytes);
       metrics_->get(Metrics::kRamReadBytes)[metricIndex] = runtimeMetric("sum", second->customStats, kRamReadBytes);
       metrics_->get(Metrics::kPreloadSplits)[metricIndex] =