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 b0fccff98180..fb9745ae9070 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
@@ -48,6 +48,9 @@ public class Metrics implements IMetrics {
   public long[] processedStrides;
   public long[] remainingFilterTime;
   public long[] ioWaitTime;
+  public long[] storageReadBytes;
+  public long[] localReadBytes;
+  public long[] ramReadBytes;
   public long[] preloadSplits;
 
   public long[] physicalWrittenBytes;
@@ -88,6 +91,9 @@ public Metrics(
       long[] processedStrides,
       long[] remainingFilterTime,
       long[] ioWaitTime,
+      long[] storageReadBytes,
+      long[] localReadBytes,
+      long[] ramReadBytes,
       long[] preloadSplits,
       long[] physicalWrittenBytes,
       long[] writeIOTime,
@@ -122,6 +128,9 @@ public Metrics(
     this.processedStrides = processedStrides;
     this.remainingFilterTime = remainingFilterTime;
     this.ioWaitTime = ioWaitTime;
+    this.storageReadBytes = storageReadBytes;
+    this.localReadBytes = localReadBytes;
+    this.ramReadBytes = ramReadBytes;
     this.preloadSplits = preloadSplits;
     this.physicalWrittenBytes = physicalWrittenBytes;
     this.writeIOTime = writeIOTime;
@@ -163,6 +172,9 @@ public OperatorMetrics getOperatorMetrics(int index) {
         processedStrides[index],
         remainingFilterTime[index],
         ioWaitTime[index],
+        storageReadBytes[index],
+        localReadBytes[index],
+        ramReadBytes[index],
         preloadSplits[index],
         physicalWrittenBytes[index],
         writeIOTime[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 6e8fbb100ffa..36d827a288b6 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
@@ -46,6 +46,9 @@ public class OperatorMetrics implements IOperatorMetrics {
   public long processedStrides;
   public long remainingFilterTime;
   public long ioWaitTime;
+  public long storageReadBytes;
+  public long localReadBytes;
+  public long ramReadBytes;
   public long preloadSplits;
 
   public long physicalWrittenBytes;
@@ -83,6 +86,9 @@ public OperatorMetrics(
       long processedStrides,
       long remainingFilterTime,
       long ioWaitTime,
+      long storageReadBytes,
+      long localReadBytes,
+      long ramReadBytes,
       long preloadSplits,
       long physicalWrittenBytes,
       long writeIOTime,
@@ -116,6 +122,9 @@ public OperatorMetrics(
     this.processedStrides = processedStrides;
     this.remainingFilterTime = remainingFilterTime;
     this.ioWaitTime = ioWaitTime;
+    this.storageReadBytes = storageReadBytes;
+    this.localReadBytes = localReadBytes;
+    this.ramReadBytes = ramReadBytes;
     this.preloadSplits = preloadSplits;
     this.physicalWrittenBytes = physicalWrittenBytes;
     this.writeIOTime = writeIOTime;
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 934b680382ea..bf92dac2dda0 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
@@ -100,7 +100,10 @@ class VeloxMetricsApi extends MetricsApi with Logging {
       "remainingFilterTime" -> SQLMetrics.createNanoTimingMetric(
         sparkContext,
         "remaining filter time"),
-      "ioWaitTime" -> SQLMetrics.createTimingMetric(sparkContext, "io wait time")
+      "ioWaitTime" -> SQLMetrics.createTimingMetric(sparkContext, "io wait time"),
+      "storageReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "storage read bytes"),
+      "localReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "local ssd read bytes"),
+      "ramReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "ram read bytes")
     )
 
   override def genBatchScanTransformerMetricsUpdater(
@@ -138,7 +141,10 @@ class VeloxMetricsApi extends MetricsApi with Logging {
       "remainingFilterTime" -> SQLMetrics.createNanoTimingMetric(
         sparkContext,
         "remaining filter time"),
-      "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time")
+      "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time"),
+      "storageReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "storage read bytes"),
+      "localReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "local ssd read bytes"),
+      "ramReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "ram read bytes")
     )
 
   override def genHiveTableScanTransformerMetricsUpdater(
@@ -176,7 +182,10 @@ class VeloxMetricsApi extends MetricsApi with Logging {
       "remainingFilterTime" -> SQLMetrics.createNanoTimingMetric(
         sparkContext,
         "remaining filter time"),
-      "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time")
+      "ioWaitTime" -> SQLMetrics.createNanoTimingMetric(sparkContext, "io wait time"),
+      "storageReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "storage read bytes"),
+      "localReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "local ssd read bytes"),
+      "ramReadBytes" -> SQLMetrics.createSizeMetric(sparkContext, "ram read bytes")
     )
 
   override def genFileSourceScanTransformerMetricsUpdater(
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 16eabedfd60e..31f6b5a313e4 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
@@ -50,6 +50,9 @@ class BatchScanMetricsUpdater(val metrics: Map[String, SQLMetric]) extends Metri
       metrics("processedStrides") += operatorMetrics.processedStrides
       metrics("remainingFilterTime") += operatorMetrics.remainingFilterTime
       metrics("ioWaitTime") += operatorMetrics.ioWaitTime
+      metrics("storageReadBytes") += operatorMetrics.storageReadBytes
+      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 f76d97d30e43..f8693f9246e3 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
@@ -46,6 +46,9 @@ class FileSourceScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric
   val processedStrides: SQLMetric = metrics("processedStrides")
   val remainingFilterTime: SQLMetric = metrics("remainingFilterTime")
   val ioWaitTime: SQLMetric = metrics("ioWaitTime")
+  val storageReadBytes: SQLMetric = metrics("storageReadBytes")
+  val localReadBytes: SQLMetric = metrics("localReadBytes")
+  val ramReadBytes: SQLMetric = metrics("ramReadBytes")
 
   override def updateInputMetrics(inputMetrics: InputMetricsWrapper): Unit = {
     inputMetrics.bridgeIncBytesRead(rawInputBytes.value)
@@ -73,6 +76,9 @@ class FileSourceScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric
       processedStrides += operatorMetrics.processedStrides
       remainingFilterTime += operatorMetrics.remainingFilterTime
       ioWaitTime += operatorMetrics.ioWaitTime
+      storageReadBytes += operatorMetrics.storageReadBytes
+      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 00ef8d2b6c77..f7e0dc180091 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
@@ -41,6 +41,9 @@ class HiveTableScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric]
   val processedStrides: SQLMetric = metrics("processedStrides")
   val remainingFilterTime: SQLMetric = metrics("remainingFilterTime")
   val ioWaitTime: SQLMetric = metrics("ioWaitTime")
+  val storageReadBytes: SQLMetric = metrics("storageReadBytes")
+  val localReadBytes: SQLMetric = metrics("localReadBytes")
+  val ramReadBytes: SQLMetric = metrics("ramReadBytes")
 
   override def updateInputMetrics(inputMetrics: InputMetricsWrapper): Unit = {
     inputMetrics.bridgeIncBytesRead(rawInputBytes.value)
@@ -68,6 +71,9 @@ class HiveTableScanMetricsUpdater(@transient val metrics: Map[String, SQLMetric]
       processedStrides += operatorMetrics.processedStrides
       remainingFilterTime += operatorMetrics.remainingFilterTime
       ioWaitTime += operatorMetrics.ioWaitTime
+      storageReadBytes += operatorMetrics.storageReadBytes
+      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 b8ef1620f905..dc32fc5d9661 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
@@ -124,6 +124,9 @@ object MetricsUtil extends Logging {
     var processedStrides: Long = 0
     var remainingFilterTime: Long = 0
     var ioWaitTime: Long = 0
+    var storageReadBytes: Long = 0
+    var localReadBytes: Long = 0
+    var ramReadBytes: Long = 0
     var preloadSplits: Long = 0
     var numWrittenFiles: Long = 0
 
@@ -151,6 +154,9 @@ object MetricsUtil extends Logging {
       processedStrides += metrics.processedStrides
       remainingFilterTime += metrics.remainingFilterTime
       ioWaitTime += metrics.ioWaitTime
+      storageReadBytes += metrics.storageReadBytes
+      localReadBytes += metrics.localReadBytes
+      ramReadBytes += metrics.ramReadBytes
       preloadSplits += metrics.preloadSplits
       numWrittenFiles += metrics.numWrittenFiles
     }
@@ -185,6 +191,9 @@ object MetricsUtil extends Logging {
       processedStrides,
       remainingFilterTime,
       ioWaitTime,
+      storageReadBytes,
+      localReadBytes,
+      ramReadBytes,
       preloadSplits,
       physicalWrittenBytes,
       writeIOTime,
diff --git a/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala b/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala
index e41f00821c27..a7ad8514f93a 100644
--- a/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala
+++ b/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala
@@ -263,4 +263,16 @@ class VeloxMetricsSuite extends VeloxWholeStageTransformerSuite with AdaptiveSpa
         }
     }
   }
+
+  test("Velox cache metrics") {
+    val df = spark.sql(s"SELECT * FROM metrics_t1")
+    val scans = collect(df.queryExecution.executedPlan) {
+      case scan: FileSourceScanExecTransformer => scan
+    }
+    df.collect()
+    assert(scans.length === 1)
+    val metrics = scans.head.metrics
+    assert(metrics("storageReadBytes").value > 0)
+    assert(metrics("ramReadBytes").value == 0)
+  }
 }
diff --git a/cpp/core/jni/JniWrapper.cc b/cpp/core/jni/JniWrapper.cc
index 61cedf85763e..d8bf9229e46d 100644
--- a/cpp/core/jni/JniWrapper.cc
+++ b/cpp/core/jni/JniWrapper.cc
@@ -229,7 +229,10 @@ jint JNI_OnLoad(JavaVM* vm, void* reserved) {
   metricsBuilderClass = createGlobalClassReferenceOrError(env, "Lorg/apache/gluten/metrics/Metrics;");
 
   metricsBuilderConstructor = getMethodIdOrError(
-      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)V");
+      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)V");
 
   nativeColumnarToRowInfoClass =
       createGlobalClassReferenceOrError(env, "Lorg/apache/gluten/vectorized/NativeColumnarToRowInfo;");
@@ -574,6 +577,9 @@ JNIEXPORT jobject JNICALL Java_org_apache_gluten_metrics_IteratorMetricsJniWrapp
       longArray[Metrics::kProcessedStrides],
       longArray[Metrics::kRemainingFilterTime],
       longArray[Metrics::kIoWaitTime],
+      longArray[Metrics::kStorageReadBytes],
+      longArray[Metrics::kLocalReadBytes],
+      longArray[Metrics::kRamReadBytes],
       longArray[Metrics::kPreloadSplits],
       longArray[Metrics::kPhysicalWrittenBytes],
       longArray[Metrics::kWriteIOTime],
diff --git a/cpp/core/utils/Metrics.h b/cpp/core/utils/Metrics.h
index 8da13bc91635..761f5fbe7914 100644
--- a/cpp/core/utils/Metrics.h
+++ b/cpp/core/utils/Metrics.h
@@ -73,6 +73,9 @@ struct Metrics {
     kProcessedStrides,
     kRemainingFilterTime,
     kIoWaitTime,
+    kStorageReadBytes,
+    kLocalReadBytes,
+    kRamReadBytes,
     kPreloadSplits,
 
     // Write metrics.
diff --git a/cpp/velox/compute/WholeStageResultIterator.cc b/cpp/velox/compute/WholeStageResultIterator.cc
index d2f825dcfa8e..ba67c182555a 100644
--- a/cpp/velox/compute/WholeStageResultIterator.cc
+++ b/cpp/velox/compute/WholeStageResultIterator.cc
@@ -41,6 +41,9 @@ const std::string kSkippedStrides = "skippedStrides";
 const std::string kProcessedStrides = "processedStrides";
 const std::string kRemainingFilterTime = "totalRemainingFilterTime";
 const std::string kIoWaitTime = "ioWaitWallNanos";
+const std::string kStorageReadBytes = "storageReadBytes";
+const std::string kLocalReadBytes = "localReadBytes";
+const std::string kRamReadBytes = "ramReadBytes";
 const std::string kPreloadSplits = "readyPreloadedSplits";
 const std::string kNumWrittenFiles = "numWrittenFiles";
 const std::string kWriteIOTime = "writeIOTime";
@@ -422,6 +425,10 @@ void WholeStageResultIterator::collectMetrics() {
       metrics_->get(Metrics::kRemainingFilterTime)[metricIndex] =
           runtimeMetric("sum", second->customStats, kRemainingFilterTime);
       metrics_->get(Metrics::kIoWaitTime)[metricIndex] = runtimeMetric("sum", second->customStats, kIoWaitTime);
+      metrics_->get(Metrics::kStorageReadBytes)[metricIndex] =
+          runtimeMetric("sum", 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] =
           runtimeMetric("sum", entry.second->customStats, kPreloadSplits);
       metrics_->get(Metrics::kNumWrittenFiles)[metricIndex] =