diff --git a/velox/dwio/common/CacheInputStream.cpp b/velox/dwio/common/CacheInputStream.cpp
index 9c10c590f096..c9665926a4eb 100644
--- a/velox/dwio/common/CacheInputStream.cpp
+++ b/velox/dwio/common/CacheInputStream.cpp
@@ -162,15 +162,24 @@ std::vector<folly::Range<char*>> makeRanges(
   return buffers;
 }
 } // namespace
-
 void CacheInputStream::loadSync(Region region) {
   // rawBytesRead is the number of bytes touched. Whether they come
   // from disk, ssd or memory is itemized in different counters. A
   process::TraceContext trace("loadSync");
+  int64_t hitSize = region.length;
+  if (window_.has_value()) {
+    int64_t regionEnd = region.offset + region.length;
+    int64_t windowStart = region_.offset + window_.value().offset;
+    int64_t windowEnd =
+        region_.offset + window_.value().offset + window_.value().length;
+    hitSize = std::min(windowEnd, regionEnd) -
+        std::max<int64_t>(windowStart, region.offset);
+  }
+
   // coalesced read from InputStream removes itself from this count
   // so as not to double count when the individual parts are
   // hit.
-  ioStats_->incRawBytesRead(region.length);
+  ioStats_->incRawBytesRead(hitSize);
   prefetchStarted_ = false;
   do {
     folly::SemiFuture<bool> wait(false);
@@ -212,7 +221,7 @@ void CacheInputStream::loadSync(Region region) {
     } else {
       // Hit memory cache.
       if (!entry->getAndClearFirstUseFlag()) {
-        ioStats_->ramHit().increment(region.length);
+        ioStats_->ramHit().increment(hitSize);
       }
       return;
     }
diff --git a/velox/dwio/dwrf/test/CacheInputTest.cpp b/velox/dwio/dwrf/test/CacheInputTest.cpp
index b891e290e9ce..0b841ce3f0c0 100644
--- a/velox/dwio/dwrf/test/CacheInputTest.cpp
+++ b/velox/dwio/dwrf/test/CacheInputTest.cpp
@@ -495,6 +495,7 @@ TEST_F(CacheTest, window) {
   auto clone = cacheInput->clone();
   clone->Skip(100);
   clone->setRemainingBytes(kMB);
+  auto previousRead = ioStats_->rawBytesRead();
   EXPECT_TRUE(clone->Next(&buffer, &size));
   // Half MB minus the 100 bytes skipped above should be left in the first load
   // quantum of 8MB.
@@ -503,6 +504,7 @@ TEST_F(CacheTest, window) {
   EXPECT_EQ(kMB / 2 + 100, size);
   // There should be no more data in the window.
   EXPECT_FALSE(clone->Next(&buffer, &size));
+  EXPECT_EQ(kMB, ioStats_->rawBytesRead() - previousRead);
 }
 
 TEST_F(CacheTest, bufferedInput) {