diff --git a/lib/fs/reader_at.go b/lib/fs/reader_at.go
index 3a9c5f439..7dcdbbd04 100644
--- a/lib/fs/reader_at.go
+++ b/lib/fs/reader_at.go
@@ -4,6 +4,9 @@ import (
 	"flag"
 	"fmt"
 	"os"
+	"sync"
+	"sync/atomic"
+	"time"
 
 	"github.com/VictoriaMetrics/VictoriaMetrics/lib/logger"
 	"github.com/VictoriaMetrics/metrics"
@@ -28,6 +31,18 @@ type MustReadAtCloser interface {
 type ReaderAt struct {
 	f        *os.File
 	mmapData []byte
+
+	// pageCacheBitmap holds a bitmap for recently touched pages in mmapData.
+	// This bitmap allows using simple copy() instead of copyMmap() for reading recently touched pages,
+	// which is up to 4x faster when reading small chunks of data via MustReadAt.
+	pageCacheBitmap   atomic.Value
+	pageCacheBitmapWG sync.WaitGroup
+
+	stopCh chan struct{}
+}
+
+type pageCacheBitmap struct {
+	m []uint64
 }
 
 // MustReadAt reads len(p) bytes at off from r.
@@ -35,7 +50,11 @@ func (r *ReaderAt) MustReadAt(p []byte, off int64) {
 	if len(p) == 0 {
 		return
 	}
-	if len(r.mmapData) == 0 || len(p) > 8*1024 {
+	if off < 0 {
+		logger.Panicf("off=%d cannot be negative", off)
+	}
+	end := off + int64(len(p))
+	if len(r.mmapData) == 0 || (len(p) > 8*1024 && !r.isInPageCache(off, end)) {
 		// Read big blocks directly from file.
 		// This could be faster than reading these blocks from mmap,
 		// since it triggers less page faults.
@@ -46,18 +65,72 @@ func (r *ReaderAt) MustReadAt(p []byte, off int64) {
 		if n != len(p) {
 			logger.Panicf("FATAL: unexpected number of bytes read; got %d; want %d", n, len(p))
 		}
+		if len(r.mmapData) > 0 {
+			r.markInPageCache(off, end)
+		}
 	} else {
-		if off < 0 || off > int64(len(r.mmapData)-len(p)) {
+		if off > int64(len(r.mmapData)-len(p)) {
 			logger.Panicf("off=%d is out of allowed range [0...%d] for len(p)=%d", off, len(r.mmapData)-len(p), len(p))
 		}
-		copyMmap(p, r.mmapData[off:])
+		src := r.mmapData[off:]
+		if r.isInPageCache(off, end) {
+			// It is safe copying the data with copy(), since it is likely it is in the page cache.
+			// This is up to 4x faster than copyMmap() below.
+			copy(p, src)
+		} else {
+			// The data may be missing in the page cache, so it is better to copy it via cgo trick
+			// in order to avoid P stalls in Go runtime.
+			// See https://medium.com/@valyala/mmap-in-go-considered-harmful-d92a25cb161d for details.
+			copyMmap(p, src)
+			r.markInPageCache(off, end)
+		}
 	}
 	readCalls.Inc()
 	readBytes.Add(len(p))
 }
 
+func (r *ReaderAt) isInPageCache(start, end int64) bool {
+	startBit := uint64(start) / pageSize
+	endBit := uint64(end) / pageSize
+	m := r.pageCacheBitmap.Load().(*pageCacheBitmap).m
+	for startBit <= endBit {
+		idx := startBit / 64
+		off := startBit % 64
+		if idx >= uint64(len(m)) {
+			return true
+		}
+		n := atomic.LoadUint64(&m[idx])
+		if (n>>off)&1 != 1 {
+			return false
+		}
+		startBit++
+	}
+	return true
+}
+
+func (r *ReaderAt) markInPageCache(start, end int64) {
+	startBit := uint64(start) / pageSize
+	endBit := uint64(end) / pageSize
+	m := r.pageCacheBitmap.Load().(*pageCacheBitmap).m
+	for startBit <= endBit {
+		idx := startBit / 64
+		off := startBit % 64
+		n := atomic.LoadUint64(&m[idx])
+		n |= 1 << off
+		// It is OK if multiple concurrent goroutines store the same m[idx].
+		atomic.StoreUint64(&m[idx], n)
+		startBit++
+	}
+}
+
+// Assume page size is 4KB
+const pageSize = 4 * 1024
+
 // MustClose closes r.
 func (r *ReaderAt) MustClose() {
+	close(r.stopCh)
+	r.pageCacheBitmapWG.Wait()
+
 	fname := r.f.Name()
 	if len(r.mmapData) > 0 {
 		if err := unix.Munmap(r.mmapData); err != nil {
@@ -80,8 +153,24 @@ func OpenReaderAt(path string) (*ReaderAt, error) {
 	}
 	var r ReaderAt
 	r.f = f
+	r.stopCh = make(chan struct{})
 	if !*disableMmap {
-		data, err := mmapFile(f)
+		fi, err := f.Stat()
+		if err != nil {
+			return nil, fmt.Errorf("error in stat: %s", err)
+		}
+		size := fi.Size()
+		bm := &pageCacheBitmap{
+			m: make([]uint64, 1+size/pageSize/64),
+		}
+		r.pageCacheBitmap.Store(bm)
+		r.pageCacheBitmapWG.Add(1)
+		go func() {
+			defer r.pageCacheBitmapWG.Done()
+			pageCacheBitmapCleaner(&r.pageCacheBitmap, r.stopCh)
+		}()
+
+		data, err := mmapFile(f, size)
 		if err != nil {
 			MustClose(f)
 			return nil, fmt.Errorf("cannot init reader for %q: %s", path, err)
@@ -92,18 +181,30 @@ func OpenReaderAt(path string) (*ReaderAt, error) {
 	return &r, nil
 }
 
+func pageCacheBitmapCleaner(pcbm *atomic.Value, stopCh <-chan struct{}) {
+	t := time.NewTimer(time.Minute)
+	for {
+		select {
+		case <-stopCh:
+			t.Stop()
+			return
+		case <-t.C:
+		}
+		bmOld := pcbm.Load().(*pageCacheBitmap)
+		bm := &pageCacheBitmap{
+			m: make([]uint64, len(bmOld.m)),
+		}
+		pcbm.Store(bm)
+	}
+}
+
 var (
 	readCalls    = metrics.NewCounter(`vm_fs_read_calls_total`)
 	readBytes    = metrics.NewCounter(`vm_fs_read_bytes_total`)
 	readersCount = metrics.NewCounter(`vm_fs_readers`)
 )
 
-func mmapFile(f *os.File) ([]byte, error) {
-	fi, err := f.Stat()
-	if err != nil {
-		return nil, fmt.Errorf("error in stat: %s", err)
-	}
-	size := fi.Size()
+func mmapFile(f *os.File, size int64) ([]byte, error) {
 	if size == 0 {
 		return nil, nil
 	}
diff --git a/lib/fs/reader_at_test.go b/lib/fs/reader_at_test.go
new file mode 100644
index 000000000..10d84c738
--- /dev/null
+++ b/lib/fs/reader_at_test.go
@@ -0,0 +1,37 @@
+package fs
+
+import (
+	"fmt"
+	"io/ioutil"
+	"testing"
+)
+
+func TestReaderAt(t *testing.T) {
+	for _, bufSize := range []int{1, 1e1, 1e2, 1e3, 1e4, 1e5} {
+		t.Run(fmt.Sprintf("%d", bufSize), func(t *testing.T) {
+			testReaderAt(t, bufSize)
+		})
+	}
+}
+
+func testReaderAt(t *testing.T, bufSize int) {
+	path := "TestReaderAt"
+	const fileSize = 8 * 1024 * 1024
+	data := make([]byte, fileSize)
+	if err := ioutil.WriteFile(path, data, 0600); err != nil {
+		t.Fatalf("cannot create %q: %s", path, err)
+	}
+	defer MustRemoveAll(path)
+	r, err := OpenReaderAt(path)
+	if err != nil {
+		t.Fatalf("error in OpenReaderAt(%q): %s", path, err)
+	}
+	defer r.MustClose()
+
+	buf := make([]byte, bufSize)
+	for i := 0; i < fileSize-bufSize; i += bufSize {
+		offset := int64(i)
+		r.MustReadAt(buf[:0], offset)
+		r.MustReadAt(buf, offset)
+	}
+}
diff --git a/lib/fs/reader_at_timing_test.go b/lib/fs/reader_at_timing_test.go
index e28b45395..84eb1e65a 100644
--- a/lib/fs/reader_at_timing_test.go
+++ b/lib/fs/reader_at_timing_test.go
@@ -23,7 +23,7 @@ func benchmarkReaderAtMustReadAt(b *testing.B, isMmap bool) {
 	}()
 
 	path := "BenchmarkReaderAtMustReadAt"
-	const fileSize = 1024 * 1024
+	const fileSize = 8 * 1024 * 1024
 	data := make([]byte, fileSize)
 	if err := ioutil.WriteFile(path, data, 0600); err != nil {
 		b.Fatalf("cannot create %q: %s", path, err)
@@ -36,7 +36,7 @@ func benchmarkReaderAtMustReadAt(b *testing.B, isMmap bool) {
 	defer r.MustClose()
 
 	b.ResetTimer()
-	for _, bufSize := range []int{1, 10, 100, 1000, 10000} {
+	for _, bufSize := range []int{1, 1e1, 1e2, 1e3, 1e4, 1e5} {
 		b.Run(fmt.Sprintf("%d", bufSize), func(b *testing.B) {
 			b.ReportAllocs()
 			b.SetBytes(int64(bufSize))