diff --git a/src/engine.rs b/src/engine.rs
index b122e942..b0fe7454 100644
--- a/src/engine.rs
+++ b/src/engine.rs
@@ -304,10 +304,29 @@ where
             memtable
                 .read()
                 .fetch_entries_to(begin, end, max_size, &mut ents_idx)?;
-            for i in ents_idx.iter() {
-                vec.push(read_entry_from_file::<M, _>(self.pipe_log.as_ref(), i)?);
+
+            let mut blocks: Vec<FileBlockHandle> = Vec::new();
+            let mut total_bytes = 0;
+            for (t, i) in ents_idx.iter().enumerate() {
+                if t == 0 || (i.entries.unwrap() != ents_idx[t - 1].entries.unwrap()) {
+                    blocks.push(i.entries.unwrap());
+                    total_bytes += i.entries.unwrap().len;
+                }
+            }
+
+            if blocks.len() > 5 && total_bytes > 1024 * 1024 {
+                //Async IO
+                let bytes = self.pipe_log.async_read_bytes(blocks)?;
+                parse_entries_from_bytes::<M>(bytes, &mut ents_idx, vec)?;
+            } else {
+                //Sync IO
+                for i in ents_idx.iter() {
+                    vec.push(read_entry_from_file::<M, _>(self.pipe_log.as_ref(), i)?);
+                }
             }
+
             ENGINE_READ_ENTRY_COUNT_HISTOGRAM.observe(ents_idx.len() as f64);
+
             return Ok(ents_idx.len());
         }
         Ok(0)
@@ -545,6 +564,38 @@ thread_local! {
     static BLOCK_CACHE: BlockCache = BlockCache::new();
 }
 
+pub(crate) fn parse_entries_from_bytes<M: MessageExt>(
+    bytes: Vec<Vec<u8>>,
+    ents_idx: &mut [EntryIndex],
+    vec: &mut Vec<M::Entry>,
+) -> Result<()> {
+    let mut seq = 0;
+    for idx in ents_idx {
+        BLOCK_CACHE.with(|cache| {
+            if cache.key.get() != idx.entries.unwrap() {
+                cache.insert(
+                    idx.entries.unwrap(),
+                    LogBatch::decode_entries_block(
+                        &bytes[seq],
+                        idx.entries.unwrap(),
+                        idx.compression_type,
+                    )
+                    .unwrap(),
+                );
+                seq += 1;
+            }
+            let e = parse_from_bytes(
+                &cache.block.borrow()
+                    [idx.entry_offset as usize..(idx.entry_offset + idx.entry_len) as usize],
+            )
+            .unwrap();
+            assert_eq!(M::index(&e), idx.index);
+            vec.push(e);
+        });
+    }
+    Ok(())
+}
+
 pub(crate) fn read_entry_from_file<M, P>(pipe_log: &P, idx: &EntryIndex) -> Result<M::Entry>
 where
     M: MessageExt,
@@ -759,6 +810,57 @@ mod tests {
         }
     }
 
+    #[test]
+    fn test_multi_read_entry() {
+        let sync_batch_size = 1024;
+        let async_batch_size = 1024 * 1024;
+        for &entry_size in &[sync_batch_size, async_batch_size] {
+            let dir = tempfile::Builder::new()
+                .prefix("test_multi_read_entry")
+                .tempdir()
+                .unwrap();
+            let cfg = Config {
+                dir: dir.path().to_str().unwrap().to_owned(),
+                target_file_size: ReadableSize(1),
+                ..Default::default()
+            };
+
+            let engine = RaftLogEngine::open_with_file_system(
+                cfg.clone(),
+                Arc::new(ObfuscatedFileSystem::default()),
+            )
+            .unwrap();
+            assert_eq!(engine.path(), dir.path().to_str().unwrap());
+            let data = vec![b'x'; entry_size];
+
+            for i in 0..10 {
+                for rid in 10..20 {
+                    let index = i + rid;
+                    engine.append(rid, index, index + 1, Some(&data));
+                }
+            }
+            for i in 10..20 {
+                let rid = i;
+                let index = i;
+                engine.scan_entries(rid, index, index + 10, |_, q, d| {
+                    assert_eq!(q, LogQueue::Append);
+                    assert_eq!(d, &data);
+                });
+            }
+
+            // Recover the engine.
+            let engine = engine.reopen();
+            for i in 10..20 {
+                let rid = i;
+                let index = i;
+                engine.scan_entries(rid, index, index + 10, |_, q, d| {
+                    assert_eq!(q, LogQueue::Append);
+                    assert_eq!(d, &data);
+                });
+            }
+        }
+    }
+
     #[test]
     fn test_clean_raft_group() {
         fn run_steps(steps: &[Option<(u64, u64)>]) {
@@ -1994,6 +2096,20 @@ mod tests {
         type Handle = <ObfuscatedFileSystem as FileSystem>::Handle;
         type Reader = <ObfuscatedFileSystem as FileSystem>::Reader;
         type Writer = <ObfuscatedFileSystem as FileSystem>::Writer;
+        type MultiReadContext = <ObfuscatedFileSystem as FileSystem>::MultiReadContext;
+
+        fn multi_read(
+            &self,
+            ctx: &mut Self::MultiReadContext,
+            handle: Arc<Self::Handle>,
+            block: &FileBlockHandle,
+        ) -> std::io::Result<()> {
+            self.inner.multi_read(ctx, handle, block)
+        }
+
+        fn async_finish(&self, ctx: Self::MultiReadContext) -> std::io::Result<Vec<Vec<u8>>> {
+            self.inner.async_finish(ctx)
+        }
 
         fn create<P: AsRef<Path>>(&self, path: P) -> std::io::Result<Self::Handle> {
             let handle = self.inner.create(&path)?;
@@ -2056,6 +2172,10 @@ mod tests {
         fn new_writer(&self, h: Arc<Self::Handle>) -> std::io::Result<Self::Writer> {
             self.inner.new_writer(h)
         }
+
+        fn new_async_io_context(&self) -> std::io::Result<Self::MultiReadContext> {
+            self.inner.new_async_io_context()
+        }
     }
 
     #[test]
diff --git a/src/env/default.rs b/src/env/default.rs
index 760580ab..d218c606 100644
--- a/src/env/default.rs
+++ b/src/env/default.rs
@@ -3,18 +3,23 @@
 use std::io::{Read, Result as IoResult, Seek, SeekFrom, Write};
 use std::os::unix::io::RawFd;
 use std::path::Path;
+use std::pin::Pin;
+use std::slice;
 use std::sync::Arc;
 
 use fail::fail_point;
 use log::error;
 use nix::errno::Errno;
 use nix::fcntl::{self, OFlag};
+use nix::sys::aio::{aio_suspend, Aio, AioRead};
+use nix::sys::signal::SigevNotify;
 use nix::sys::stat::Mode;
 use nix::sys::uio::{pread, pwrite};
 use nix::unistd::{close, ftruncate, lseek, Whence};
 use nix::NixPath;
 
 use crate::env::{FileSystem, Handle, WriteExt};
+use crate::pipe_log::FileBlockHandle;
 
 fn from_nix_error(e: nix::Error, custom: &'static str) -> std::io::Error {
     let kind = std::io::Error::from(e).kind();
@@ -256,6 +261,11 @@ impl WriteExt for LogFile {
         self.inner.allocate(offset, size)
     }
 }
+#[derive(Default)]
+pub struct AioContext {
+    aio_vec: Vec<Pin<Box<AioRead<'static>>>>,
+    buf_vec: Vec<Vec<u8>>,
+}
 
 pub struct DefaultFileSystem;
 
@@ -263,6 +273,41 @@ impl FileSystem for DefaultFileSystem {
     type Handle = LogFd;
     type Reader = LogFile;
     type Writer = LogFile;
+    type MultiReadContext = AioContext;
+
+    fn multi_read(
+        &self,
+        ctx: &mut Self::MultiReadContext,
+        handle: Arc<Self::Handle>,
+        block: &FileBlockHandle,
+    ) -> IoResult<()> {
+        let buf = vec![0_u8; block.len];
+        ctx.buf_vec.push(buf);
+
+        let mut aior = Box::pin(AioRead::new(
+            handle.0,
+            block.offset as i64,
+            unsafe {
+                slice::from_raw_parts_mut(ctx.buf_vec.last_mut().unwrap().as_mut_ptr(), block.len)
+            },
+            0,
+            SigevNotify::SigevNone,
+        ));
+        aior.as_mut().submit()?;
+        ctx.aio_vec.push(aior);
+
+        Ok(())
+    }
+
+    fn async_finish(&self, mut ctx: Self::MultiReadContext) -> IoResult<Vec<Vec<u8>>> {
+        for seq in 0..ctx.aio_vec.len() {
+            let buf_len = ctx.buf_vec[seq].len();
+            aio_suspend(&[&*ctx.aio_vec[seq]], None)?;
+            assert_eq!(ctx.aio_vec[seq].as_mut().aio_return()?, buf_len);
+        }
+        let res = ctx.buf_vec.to_owned();
+        Ok(res)
+    }
 
     fn create<P: AsRef<Path>>(&self, path: P) -> IoResult<Self::Handle> {
         LogFd::create(path.as_ref())
@@ -288,4 +333,8 @@ impl FileSystem for DefaultFileSystem {
     fn new_writer(&self, handle: Arc<Self::Handle>) -> IoResult<Self::Writer> {
         Ok(LogFile::new(handle))
     }
+
+    fn new_async_io_context(&self) -> IoResult<Self::MultiReadContext> {
+        Ok(AioContext::default())
+    }
 }
diff --git a/src/env/mod.rs b/src/env/mod.rs
index 5086a665..1e6b350a 100644
--- a/src/env/mod.rs
+++ b/src/env/mod.rs
@@ -10,11 +10,21 @@ mod obfuscated;
 pub use default::DefaultFileSystem;
 pub use obfuscated::ObfuscatedFileSystem;
 
+use crate::pipe_log::FileBlockHandle;
 /// FileSystem
 pub trait FileSystem: Send + Sync {
     type Handle: Send + Sync + Handle;
     type Reader: Seek + Read + Send;
     type Writer: Seek + Write + Send + WriteExt;
+    type MultiReadContext;
+
+    fn multi_read(
+        &self,
+        ctx: &mut Self::MultiReadContext,
+        handle: Arc<Self::Handle>,
+        block: &FileBlockHandle,
+    ) -> Result<()>;
+    fn async_finish(&self, ctx: Self::MultiReadContext) -> Result<Vec<Vec<u8>>>;
 
     fn create<P: AsRef<Path>>(&self, path: P) -> Result<Self::Handle>;
 
@@ -55,6 +65,8 @@ pub trait FileSystem: Send + Sync {
     fn new_reader(&self, handle: Arc<Self::Handle>) -> Result<Self::Reader>;
 
     fn new_writer(&self, handle: Arc<Self::Handle>) -> Result<Self::Writer>;
+
+    fn new_async_io_context(&self) -> Result<Self::MultiReadContext>;
 }
 
 pub trait Handle {
diff --git a/src/env/obfuscated.rs b/src/env/obfuscated.rs
index 831f5343..62e244f8 100644
--- a/src/env/obfuscated.rs
+++ b/src/env/obfuscated.rs
@@ -7,6 +7,7 @@ use std::sync::Arc;
 
 use crate::env::{DefaultFileSystem, FileSystem, WriteExt};
 
+use crate::pipe_log::FileBlockHandle;
 pub struct ObfuscatedReader(<DefaultFileSystem as FileSystem>::Reader);
 
 impl Read for ObfuscatedReader {
@@ -89,6 +90,28 @@ impl FileSystem for ObfuscatedFileSystem {
     type Handle = <DefaultFileSystem as FileSystem>::Handle;
     type Reader = ObfuscatedReader;
     type Writer = ObfuscatedWriter;
+    type MultiReadContext = <DefaultFileSystem as FileSystem>::MultiReadContext;
+
+    fn multi_read(
+        &self,
+        ctx: &mut Self::MultiReadContext,
+        handle: Arc<Self::Handle>,
+        block: &FileBlockHandle,
+    ) -> IoResult<()> {
+        self.inner.multi_read(ctx, handle, block)
+    }
+
+    fn async_finish(&self, ctx: Self::MultiReadContext) -> IoResult<Vec<Vec<u8>>> {
+        let mut base = self.inner.async_finish(ctx).unwrap();
+
+        for v in base.iter_mut() {
+            for c in v.iter_mut() {
+                // do obfuscation.
+                *c = c.wrapping_sub(1);
+            }
+        }
+        Ok(base)
+    }
 
     fn create<P: AsRef<Path>>(&self, path: P) -> IoResult<Self::Handle> {
         let r = self.inner.create(path);
@@ -127,4 +150,8 @@ impl FileSystem for ObfuscatedFileSystem {
     fn new_writer(&self, handle: Arc<Self::Handle>) -> IoResult<Self::Writer> {
         Ok(ObfuscatedWriter(self.inner.new_writer(handle)?))
     }
+
+    fn new_async_io_context(&self) -> IoResult<Self::MultiReadContext> {
+        self.inner.new_async_io_context()
+    }
 }
diff --git a/src/file_pipe_log/log_file.rs b/src/file_pipe_log/log_file.rs
index a2a6f53d..638ef2ec 100644
--- a/src/file_pipe_log/log_file.rs
+++ b/src/file_pipe_log/log_file.rs
@@ -172,7 +172,7 @@ impl<F: FileSystem> LogFileReader<F> {
     }
 
     pub fn read(&mut self, handle: FileBlockHandle) -> Result<Vec<u8>> {
-        let mut buf = vec![0; handle.len as usize];
+        let mut buf = vec![0; handle.len];
         let size = self.read_to(handle.offset, &mut buf)?;
         buf.truncate(size);
         Ok(buf)
diff --git a/src/file_pipe_log/pipe.rs b/src/file_pipe_log/pipe.rs
index e05fa3e4..e23c6d77 100644
--- a/src/file_pipe_log/pipe.rs
+++ b/src/file_pipe_log/pipe.rs
@@ -13,6 +13,7 @@ use parking_lot::{Mutex, MutexGuard, RwLock};
 use crate::config::Config;
 use crate::env::FileSystem;
 use crate::event_listener::EventListener;
+use crate::memtable::EntryIndex;
 use crate::metrics::*;
 use crate::pipe_log::{
     FileBlockHandle, FileId, FileSeq, LogFileContext, LogQueue, PipeLog, ReactiveBytes,
@@ -254,6 +255,15 @@ impl<F: FileSystem> SinglePipe<F> {
         reader.read(handle)
     }
 
+    fn async_read(&self, ctx: &mut F::MultiReadContext, blocks: Vec<FileBlockHandle>) {
+        for block in blocks.iter() {
+            let fd = self.get_fd(block.id.seq).unwrap();
+            self.file_system
+                .multi_read(ctx, fd, block)
+                .expect("Async read failed.");
+        }
+    }
+
     fn append<T: ReactiveBytes + ?Sized>(&self, bytes: &mut T) -> Result<FileBlockHandle> {
         fail_point!("file_pipe_log::append");
         let mut writable_file = self.writable_file.lock();
@@ -444,6 +454,17 @@ impl<F: FileSystem> PipeLog for DualPipes<F> {
         self.pipes[handle.id.queue as usize].read_bytes(handle)
     }
 
+    #[inline]
+    fn async_read_bytes(&self, blocks: Vec<FileBlockHandle>) -> Result<Vec<Vec<u8>>> {
+        let fs = &self.pipes[LogQueue::Append as usize].file_system;
+        let mut ctx = fs.new_async_io_context()?;
+
+        self.pipes[LogQueue::Append as usize].async_read(&mut ctx, blocks);
+        let res = fs.async_finish(ctx)?;
+
+        Ok(res)
+    }
+
     #[inline]
     fn append<T: ReactiveBytes + ?Sized>(
         &self,
diff --git a/src/pipe_log.rs b/src/pipe_log.rs
index b5c87c8a..03994b17 100644
--- a/src/pipe_log.rs
+++ b/src/pipe_log.rs
@@ -5,6 +5,7 @@
 use std::cmp::Ordering;
 use std::fmt::{self, Display};
 
+use crate::memtable::EntryIndex;
 use fail::fail_point;
 use num_derive::{FromPrimitive, ToPrimitive};
 use num_traits::ToPrimitive;
@@ -172,6 +173,9 @@ pub trait PipeLog: Sized {
     /// Reads some bytes from the specified position.
     fn read_bytes(&self, handle: FileBlockHandle) -> Result<Vec<u8>>;
 
+    /// Reads bytes from multi blocks using 'Async IO'.
+    fn async_read_bytes(&self, blocks: Vec<FileBlockHandle>) -> Result<Vec<Vec<u8>>>;
+
     /// Appends some bytes to the specified log queue. Returns file position of
     /// the written bytes.
     fn append<T: ReactiveBytes + ?Sized>(