diff --git a/hstream-kafka/HStream/Kafka/Common/OffsetManager.hs b/hstream-kafka/HStream/Kafka/Common/OffsetManager.hs
index 2dc0ac555..b5f2ce744 100644
--- a/hstream-kafka/HStream/Kafka/Common/OffsetManager.hs
+++ b/hstream-kafka/HStream/Kafka/Common/OffsetManager.hs
@@ -12,10 +12,20 @@ module HStream.Kafka.Common.OffsetManager
   , getLatestOffset
   , getLatestOffsetWithLsn
   , getOffsetByTimestamp
+
+    -- * SparseOffset
+  , getOldestSparseOffset
+  , getLatestHeadSparseOffsetWithLsn
+  , getLatestHeadSparseOffset
+  , getSparseOffsetByTimestamp
+  , composeSparseOffset
+  , sparseOffsetToLsn
+  , calNextSparseOffset
   ) where
 
 import           Control.Concurrent
 import           Control.Exception
+import           Data.Bits
 import qualified Data.HashTable.IO                 as H
 import           Data.Int
 import           Data.Maybe
@@ -27,6 +37,7 @@ import           GHC.Stack                         (HasCallStack)
 import           HStream.Kafka.Common.Read
 import           HStream.Kafka.Common.RecordFormat
 import qualified HStream.Store                     as S
+import qualified HStream.Store.Internal.LogDevice  as S
 
 -------------------------------------------------------------------------------
 
@@ -128,8 +139,6 @@ getOffsetByTimestamp OffsetManager{..} logid timestamp = do
                      else pure (lsn, tailLsn)
    in fmap (calOffset . third) <$> readOneRecordBypassGap store reader logid getLsn
 
--------------------------------------------------------------------------------
-
 -- Suppose we have three batched records:
 --
 -- record0, record1, record2
@@ -139,6 +148,75 @@ getOffsetByTimestamp OffsetManager{..} logid timestamp = do
 calOffset :: RecordFormat -> Int64
 calOffset RecordFormat{..} = offset + 1 - fromIntegral batchLength
 
+-------------------------------------------------------------------------------
+-- SparseOffset
+
+-- For performance reason(to bypass reading record), we directly use the
+-- trim point as the oldest lsn.
+--
+-- If the log is nonempty and was never trimmed, the trim point is LSN_INVALID(0)
+-- which is different from the actual oldest lsn.
+getOldestSparseOffset :: OffsetManager -> Word64 -> IO (Maybe Int64)
+getOldestSparseOffset OffsetManager{..} logid = do
+  isEmpty <- S.isLogEmpty store logid
+  if isEmpty
+     then pure Nothing
+     else do
+       lsn <- S.getLogHeadAttrsTrimPoint =<< S.getLogHeadAttrs store logid
+       pure $ Just $ composeSparseOffset lsn 0
+
+-- Get the head of last SparseOffset.
+--
+-- Note this return the start offset of the latest batch, which is diff from
+-- 'getLatestOffsetWithLsn'
+getLatestHeadSparseOffsetWithLsn
+  :: OffsetManager -> Word64 -> IO (Maybe (Int64, S.LSN))
+getLatestHeadSparseOffsetWithLsn OffsetManager{..} logid = do
+  isEmpty <- S.isLogEmpty store logid
+  if isEmpty
+     then pure Nothing
+     else do
+       tailLsn <- S.getTailLSN store logid
+       pure $ Just (composeSparseOffset tailLsn 0, tailLsn)
+
+getLatestHeadSparseOffset :: OffsetManager -> Word64 -> IO (Maybe Int64)
+getLatestHeadSparseOffset o logid =
+  (fmap fst) <$> getLatestHeadSparseOffsetWithLsn o logid
+
+getSparseOffsetByTimestamp :: HasCallStack => OffsetManager -> Word64 -> Int64 -> IO (Maybe Int64)
+getSparseOffsetByTimestamp OffsetManager{..} logid timestamp = do
+  lsn <- S.findTime store logid timestamp S.FindKeyStrict
+  tailLsn <- S.getTailLSN store logid
+  if lsn > tailLsn
+     then pure Nothing
+     -- FIXME: the lsn here may be a gap, do we need to handle this?
+     else pure $ Just $ composeSparseOffset lsn 0
+
+-- epoch: 20bit, esn: 20bit, record_index: 24bit
+--
+-- Actually, epoch will use 19 bits
+composeSparseOffset :: Word64 -> Int32 -> Int64
+composeSparseOffset lsn idx =
+  let epoch = lsn `shiftR` 32
+      esn = lsn .&. 0xffffffff
+      -- We use 40 bits for lsn, but it should less than 2^39, since
+      -- offset is Int64 and we don't want a negative offset.
+   in if lsn > 2^(39 :: Int) - 1 || idx > 2^(24 :: Int) - 1
+         then error "SparseOffset overflow!"
+         else fromIntegral $ (epoch `shiftL` 44) .|. (esn `shiftL` 24) .|. (fromIntegral idx)
+
+sparseOffsetToLsn :: Int64 -> Word64
+sparseOffsetToLsn offset = fromIntegral $ offset `shiftR` 24
+
+calNextSparseOffset :: Int64 -> Int64
+calNextSparseOffset offset =
+  let lsn = offset `shiftR` 24
+   in if lsn < 2^(39 :: Int) - 1
+         then (offset `shiftR` 24 + 1) `shiftL` 24
+         else error "SparseOffset overflow!"
+
+-------------------------------------------------------------------------------
+
 third :: (a, b, c) -> c
 third (_, _, x) = x
 {-# INLINE third #-}