diff --git a/core/src/raw/oio/read/buffer_reader.rs b/core/src/raw/oio/read/buffer_reader.rs
new file mode 100644
index 00000000000..24c2de17b4a
--- /dev/null
+++ b/core/src/raw/oio/read/buffer_reader.rs
@@ -0,0 +1,466 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use bytes::BufMut;
+use bytes::Bytes;
+use tokio::io::ReadBuf;
+
+use std::cmp::min;
+use std::io::SeekFrom;
+
+use std::task::ready;
+use std::task::Context;
+use std::task::Poll;
+
+use crate::raw::*;
+use crate::*;
+
+/// [BufferReader] allows the underlying reader to fetch data at the buffer's size
+/// and is used to amortize the IO's overhead.
+pub struct BufferReader<R> {
+    r: R,
+    cur: u64,
+
+    buf: Vec<u8>,
+    filled: usize,
+    pos: usize,
+}
+
+impl<R> BufferReader<R> {
+    /// Create a new [`oio::Reader`] with a buffer.
+    pub fn new(r: R, cap: usize) -> BufferReader<R> {
+        BufferReader {
+            r,
+            cur: 0,
+
+            buf: Vec::with_capacity(cap),
+            filled: 0,
+            pos: 0,
+        }
+    }
+
+    /// Invalidates all data in the internal buffer.
+    #[inline]
+    fn discard_buffer(&mut self) {
+        self.buf.clear();
+        self.pos = 0;
+        self.filled = 0;
+    }
+
+    /// Returns the capacity of the internal buffer.
+    fn capacity(&self) -> usize {
+        self.buf.capacity()
+    }
+}
+
+impl<R> BufferReader<R>
+where
+    R: oio::Read,
+{
+    fn poll_fill_buf(&mut self, cx: &mut Context<'_>) -> Poll<Result<&[u8]>> {
+        // If we've reached the end of our internal buffer then we need to fetch
+        // some more data from the underlying reader.
+        // Branch using `>=` instead of the more correct `==`
+        // to tell the compiler that the pos..cap slice is always valid.
+        if self.pos >= self.filled {
+            debug_assert!(self.pos == self.filled);
+
+            let cap = self.capacity();
+            self.buf.clear();
+            let dst = self.buf.spare_capacity_mut();
+            let mut buf = ReadBuf::uninit(dst);
+            unsafe { buf.assume_init(cap) };
+
+            let n = ready!(self.r.poll_read(cx, buf.initialized_mut()))?;
+            unsafe { self.buf.set_len(n) }
+
+            self.pos = 0;
+            self.filled = n;
+        }
+
+        Poll::Ready(Ok(&self.buf[self.pos..self.filled]))
+    }
+
+    fn consume(&mut self, amt: usize) {
+        let new_pos = min(self.pos + amt, self.filled);
+        let amt = new_pos - self.pos;
+
+        self.pos = new_pos;
+        self.cur += amt as u64;
+    }
+
+    fn seek_relative(&mut self, offset: i64) -> Option<u64> {
+        let pos = self.pos as u64;
+
+        if let (Some(new_pos), Some(new_cur)) = (
+            pos.checked_add_signed(offset),
+            self.cur.checked_add_signed(offset),
+        ) {
+            if new_pos <= self.filled as u64 {
+                self.cur = new_cur;
+                self.pos = new_pos as usize;
+                return Some(self.cur);
+            }
+        }
+
+        None
+    }
+
+    fn poll_inner_seek(&mut self, cx: &mut Context<'_>, pos: SeekFrom) -> Poll<Result<u64>> {
+        let cur = ready!(self.r.poll_seek(cx, pos))?;
+        self.discard_buffer();
+        self.cur = cur;
+
+        Poll::Ready(Ok(cur))
+    }
+}
+
+impl<R> oio::Read for BufferReader<R>
+where
+    R: oio::Read,
+{
+    fn poll_read(&mut self, cx: &mut Context<'_>, mut dst: &mut [u8]) -> Poll<Result<usize>> {
+        // Sanity check for normal cases.
+        if dst.is_empty() {
+            return Poll::Ready(Ok(0));
+        }
+
+        // If we don't have any buffered data and we're doing a massive read
+        // (larger than our internal buffer), bypass our internal buffer
+        // entirely.
+        if self.pos == self.filled && dst.len() >= self.capacity() {
+            let res = ready!(self.r.poll_read(cx, dst));
+            self.discard_buffer();
+            return Poll::Ready(res);
+        }
+
+        let rem = ready!(self.poll_fill_buf(cx))?;
+        let amt = min(rem.len(), dst.len());
+        dst.put(&rem[..amt]);
+        self.consume(amt);
+        Poll::Ready(Ok(amt))
+    }
+
+    fn poll_seek(&mut self, cx: &mut Context<'_>, pos: SeekFrom) -> Poll<Result<u64>> {
+        match pos {
+            SeekFrom::Start(new_pos) => {
+                // TODO(weny): Check the overflowing.
+                let Some(offset) = (new_pos as i64).checked_sub(self.cur as i64) else {
+                    return self.poll_inner_seek(cx, pos);
+                };
+
+                match self.seek_relative(offset) {
+                    Some(cur) => Poll::Ready(Ok(cur)),
+                    None => self.poll_inner_seek(cx, pos),
+                }
+            }
+            SeekFrom::Current(offset) => match self.seek_relative(offset) {
+                Some(cur) => Poll::Ready(Ok(cur)),
+                None => self.poll_inner_seek(cx, pos),
+            },
+            SeekFrom::End(_) => self.poll_inner_seek(cx, pos),
+        }
+    }
+
+    fn poll_next(&mut self, cx: &mut Context<'_>) -> Poll<Option<Result<Bytes>>> {
+        match ready!(self.poll_fill_buf(cx)) {
+            Ok(bytes) => {
+                if bytes.is_empty() {
+                    return Poll::Ready(None);
+                }
+
+                let bytes = Bytes::copy_from_slice(bytes);
+                self.consume(bytes.len());
+                Poll::Ready(Some(Ok(bytes)))
+            }
+            Err(err) => Poll::Ready(Some(Err(err))),
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::io::SeekFrom;
+    use std::pin::Pin;
+    use std::sync::Arc;
+
+    use async_trait::async_trait;
+    use bytes::Bytes;
+    use futures::AsyncRead;
+    use futures::AsyncReadExt;
+    use futures::AsyncSeekExt;
+    use rand::prelude::*;
+    use sha2::Digest;
+    use sha2::Sha256;
+
+    use crate::raw::oio::RangeReader;
+
+    use super::*;
+
+    // Generate bytes between [4MiB, 16MiB)
+    fn gen_bytes() -> (Bytes, usize) {
+        let mut rng = thread_rng();
+
+        let size = rng.gen_range(4 * 1024 * 1024..16 * 1024 * 1024);
+        let mut content = vec![0; size];
+        rng.fill_bytes(&mut content);
+
+        (Bytes::from(content), size)
+    }
+
+    #[derive(Debug, Clone, Default)]
+    struct MockReadService {
+        data: Bytes,
+    }
+
+    impl MockReadService {
+        fn new(data: Bytes) -> Self {
+            Self { data }
+        }
+    }
+
+    #[async_trait]
+    impl Accessor for MockReadService {
+        type Reader = MockReader;
+        type BlockingReader = ();
+        type Writer = ();
+        type BlockingWriter = ();
+        type Lister = ();
+        type BlockingLister = ();
+
+        fn info(&self) -> AccessorInfo {
+            let mut am = AccessorInfo::default();
+            am.set_native_capability(Capability {
+                read: true,
+                ..Default::default()
+            });
+
+            am
+        }
+
+        async fn read(&self, _: &str, args: OpRead) -> Result<(RpRead, Self::Reader)> {
+            let bs = args.range().apply_on_bytes(self.data.clone());
+
+            Ok((
+                RpRead::new(),
+                MockReader {
+                    inner: futures::io::Cursor::new(bs.into()),
+                },
+            ))
+        }
+    }
+
+    #[derive(Debug, Clone, Default)]
+    struct MockReader {
+        inner: futures::io::Cursor<Vec<u8>>,
+    }
+
+    impl oio::Read for MockReader {
+        fn poll_read(&mut self, cx: &mut Context, buf: &mut [u8]) -> Poll<Result<usize>> {
+            Pin::new(&mut self.inner).poll_read(cx, buf).map_err(|err| {
+                Error::new(ErrorKind::Unexpected, "read data from mock").set_source(err)
+            })
+        }
+
+        fn poll_seek(&mut self, cx: &mut Context<'_>, pos: SeekFrom) -> Poll<Result<u64>> {
+            let (_, _) = (cx, pos);
+
+            Poll::Ready(Err(Error::new(
+                ErrorKind::Unsupported,
+                "output reader doesn't support seeking",
+            )))
+        }
+
+        fn poll_next(&mut self, cx: &mut Context<'_>) -> Poll<Option<Result<Bytes>>> {
+            let mut bs = vec![0; 4 * 1024];
+            let n = ready!(Pin::new(&mut self.inner)
+                .poll_read(cx, &mut bs)
+                .map_err(
+                    |err| Error::new(ErrorKind::Unexpected, "read data from mock").set_source(err)
+                )?);
+            if n == 0 {
+                Poll::Ready(None)
+            } else {
+                Poll::Ready(Some(Ok(Bytes::from(bs[..n].to_vec()))))
+            }
+        }
+    }
+
+    #[tokio::test]
+    async fn test_read_from_buf() -> anyhow::Result<()> {
+        let bs = Bytes::copy_from_slice(&b"Hello, World!"[..]);
+
+        let acc = Arc::new(MockReadService::new(bs.clone()));
+        let r = Box::new(RangeReader::new(acc, "x", OpRead::default())) as oio::Reader;
+
+        let buf_cap = 10;
+        let mut r = Box::new(BufferReader::new(r, buf_cap)) as oio::Reader;
+        let mut dst = [0u8; 5];
+
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(nread, dst.len());
+        assert_eq!(&dst, b"Hello");
+
+        let mut dst = [0u8; 5];
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(nread, dst.len());
+        assert_eq!(&dst, b", Wor");
+
+        let mut dst = [0u8; 3];
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(nread, dst.len());
+        assert_eq!(&dst, b"ld!");
+
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_seek() -> anyhow::Result<()> {
+        let bs = Bytes::copy_from_slice(&b"Hello, World!"[..]);
+        let acc = Arc::new(MockReadService::new(bs.clone()));
+        let r = Box::new(RangeReader::new(acc, "x", OpRead::default())) as oio::Reader;
+
+        let buf_cap = 10;
+        let mut r = Box::new(BufferReader::new(r, buf_cap)) as oio::Reader;
+
+        // The underlying reader buffers the b"Hello, Wor".
+        let mut dst = [0u8; 5];
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(nread, dst.len());
+        assert_eq!(&dst, b"Hello");
+
+        let pos = r.seek(SeekFrom::Start(7)).await?;
+        assert_eq!(pos, 7);
+        let mut dst = [0u8; 5];
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(&dst[..nread], &bs[7..10]);
+        assert_eq!(nread, 3);
+
+        // Should perform a relative seek.
+        let pos = r.seek(SeekFrom::Start(0)).await?;
+        assert_eq!(pos, 0);
+        let mut dst = [0u8; 9];
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(&dst[..nread], &bs[0..9]);
+        assert_eq!(nread, 9);
+
+        // Should perform a non-relative seek.
+        let pos = r.seek(SeekFrom::Start(11)).await?;
+        assert_eq!(pos, 11);
+        let mut dst = [0u8; 9];
+        let nread = r.read(&mut dst).await?;
+        assert_eq!(&dst[..nread], &bs[11..13]);
+        assert_eq!(nread, 2);
+
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_read_all() -> anyhow::Result<()> {
+        let (bs, _) = gen_bytes();
+        let acc = Arc::new(MockReadService::new(bs.clone()));
+
+        let r = Box::new(RangeReader::new(
+            acc,
+            "x",
+            OpRead::default().with_range(BytesRange::from(..)),
+        )) as oio::Reader;
+
+        let mut r = Box::new(BufferReader::new(r, 4096 * 1024)) as oio::Reader;
+
+        let mut buf = Vec::new();
+        r.read_to_end(&mut buf).await?;
+        assert_eq!(bs.len(), buf.len(), "read size");
+        assert_eq!(
+            format!("{:x}", Sha256::digest(&bs)),
+            format!("{:x}", Sha256::digest(&buf)),
+            "read content"
+        );
+
+        let n = r.seek(SeekFrom::Start(0)).await?;
+        assert_eq!(n, 0, "seek position must be 0");
+
+        let mut buf = Vec::new();
+        r.read_to_end(&mut buf).await?;
+        assert_eq!(bs.len(), buf.len(), "read twice size");
+        assert_eq!(
+            format!("{:x}", Sha256::digest(&bs)),
+            format!("{:x}", Sha256::digest(&buf)),
+            "read twice content"
+        );
+
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_read_part() -> anyhow::Result<()> {
+        let (bs, _) = gen_bytes();
+        let acc = Arc::new(MockReadService::new(bs.clone()));
+
+        let r = Box::new(RangeReader::new(
+            acc,
+            "x",
+            OpRead::default().with_range(BytesRange::from(4096..4096 + 4096)),
+        )) as oio::Reader;
+        let mut r = Box::new(BufferReader::new(r, 4096 * 1024)) as oio::Reader;
+
+        let mut buf = Vec::new();
+        r.read_to_end(&mut buf).await?;
+        assert_eq!(4096, buf.len(), "read size");
+        assert_eq!(
+            format!("{:x}", Sha256::digest(&bs[4096..4096 + 4096])),
+            format!("{:x}", Sha256::digest(&buf)),
+            "read content"
+        );
+
+        let n = r.seek(SeekFrom::Start(0)).await?;
+        assert_eq!(n, 0, "seek position must be 0");
+
+        let mut buf = Vec::new();
+        r.read_to_end(&mut buf).await?;
+        assert_eq!(4096, buf.len(), "read twice size");
+        assert_eq!(
+            format!("{:x}", Sha256::digest(&bs[4096..4096 + 4096])),
+            format!("{:x}", Sha256::digest(&buf)),
+            "read twice content"
+        );
+
+        let n = r.seek(SeekFrom::Start(1024)).await?;
+        assert_eq!(1024, n, "seek to 1024");
+
+        let mut buf = vec![0; 1024];
+        r.read_exact(&mut buf).await?;
+        assert_eq!(
+            format!("{:x}", Sha256::digest(&bs[4096 + 1024..4096 + 2048])),
+            format!("{:x}", Sha256::digest(&buf)),
+            "read after seek 1024"
+        );
+
+        let n = r.seek(SeekFrom::Current(1024)).await?;
+        assert_eq!(3072, n, "seek to 3072");
+
+        let mut buf = vec![0; 1024];
+        r.read_exact(&mut buf).await?;
+        assert_eq!(
+            format!("{:x}", Sha256::digest(&bs[4096 + 3072..4096 + 3072 + 1024])),
+            format!("{:x}", Sha256::digest(&buf)),
+            "read after seek to 3072"
+        );
+
+        Ok(())
+    }
+}
diff --git a/core/src/raw/oio/read/mod.rs b/core/src/raw/oio/read/mod.rs
index 5f7d5d93a16..d0edf682dc4 100644
--- a/core/src/raw/oio/read/mod.rs
+++ b/core/src/raw/oio/read/mod.rs
@@ -48,3 +48,6 @@ pub use std_read::StdReader;
 
 mod lazy_read;
 pub use lazy_read::LazyReader;
+
+mod buffer_reader;
+pub use buffer_reader::BufferReader;
diff --git a/core/src/raw/ops.rs b/core/src/raw/ops.rs
index 5e870efab89..dbf43bfaa79 100644
--- a/core/src/raw/ops.rs
+++ b/core/src/raw/ops.rs
@@ -307,6 +307,9 @@ pub struct OpRead {
     override_cache_control: Option<String>,
     override_content_disposition: Option<String>,
     version: Option<String>,
+    /// The maximum buffer capability.
+    /// `None` stand for disable buffer.
+    buffer: Option<usize>,
 }
 
 impl OpRead {
@@ -409,6 +412,18 @@ impl OpRead {
     pub fn version(&self) -> Option<&str> {
         self.version.as_deref()
     }
+
+    /// Set the buffer capability.
+    pub fn with_buffer(mut self, buffer: usize) -> Self {
+        self.buffer = Some(buffer);
+
+        self
+    }
+
+    /// Get buffer from option.
+    pub fn buffer(&self) -> Option<usize> {
+        self.buffer
+    }
 }
 
 /// Args for `stat` operation.
diff --git a/core/src/types/operator/operator_futures.rs b/core/src/types/operator/operator_futures.rs
index 76b42e84ef0..8c75f56b3cf 100644
--- a/core/src/types/operator/operator_futures.rs
+++ b/core/src/types/operator/operator_futures.rs
@@ -408,6 +408,12 @@ impl FutureReader {
         self.0 = self.0.map_args(|args| args.with_if_none_match(v));
         self
     }
+
+    /// Set the buffer capability to enable `BufferReader`.
+    pub fn buffer(mut self, v: usize) -> Self {
+        self.0 = self.0.map_args(|args| args.with_buffer(v));
+        self
+    }
 }
 
 impl Future for FutureReader {