diff --git a/core/src/main/scala/kafka/log/streamaspect/ElasticLogSegment.scala b/core/src/main/scala/kafka/log/streamaspect/ElasticLogSegment.scala
index 466a8b8072..1d79f43f9e 100644
--- a/core/src/main/scala/kafka/log/streamaspect/ElasticLogSegment.scala
+++ b/core/src/main/scala/kafka/log/streamaspect/ElasticLogSegment.scala
@@ -350,10 +350,12 @@ class ElasticLogSegment(val _meta: ElasticStreamSegmentMeta,
   }
 
   override def findOffsetByTimestamp(timestamp: Long, startingOffset: Long = baseOffset): Option[TimestampAndOffset] = {
+    // TODO: async the find to avoid blocking the thread
     // Get the index entry with a timestamp less than or equal to the target timestamp
     val timestampOffset = timeIndex.lookup(timestamp)
     // Search the timestamp
-    Option(_log.searchForTimestamp(timestamp, timestampOffset.offset))
+    val rst = Option(_log.searchForTimestamp(timestamp, timestampOffset.offset))
+    rst
   }
 
 
diff --git a/core/src/main/scala/kafka/log/streamaspect/ElasticTimeIndex.scala b/core/src/main/scala/kafka/log/streamaspect/ElasticTimeIndex.scala
index f2c2615c29..864976fd55 100644
--- a/core/src/main/scala/kafka/log/streamaspect/ElasticTimeIndex.scala
+++ b/core/src/main/scala/kafka/log/streamaspect/ElasticTimeIndex.scala
@@ -96,7 +96,8 @@ class ElasticTimeIndex(__file: File, streamSegmentSupplier: StreamSliceSupplier,
     var timestampOffset = tryGetEntryFromCache(n)
     if (timestampOffset == TimestampOffset.Unknown) {
       // cache missing, try read from remote and put it to cache.
-      val rst = stream.fetch(startOffset, Math.min(_entries * entrySize, startOffset + 16 * 1024)).get()
+      // the index interval is 1MiB and the segment size is 1GB, so binary search only need 512 entries
+      val rst = stream.fetch(startOffset, Math.min(_entries * entrySize, startOffset + entrySize * 512)).get()
       val records = rst.recordBatchList()
       if (records.size() == 0) {
         throw new IllegalStateException(s"fetch empty from stream $stream at offset $startOffset")
diff --git a/core/src/main/scala/kafka/log/streamaspect/cache/FileCache.java b/core/src/main/scala/kafka/log/streamaspect/cache/FileCache.java
index 1a3e3044d6..7d334a6502 100644
--- a/core/src/main/scala/kafka/log/streamaspect/cache/FileCache.java
+++ b/core/src/main/scala/kafka/log/streamaspect/cache/FileCache.java
@@ -119,25 +119,25 @@ public Optional<ByteBuf> get(String filePath, long position, int length) {
             if (entry == null) {
                 return Optional.empty();
             }
-            long filePosition = entry.getKey();
+            long cacheStartPosition = entry.getKey();
             Value value = entry.getValue();
             if (entry.getKey() + entry.getValue().dataLength < position + length) {
                 return Optional.empty();
             }
-            lru.touch(new Key(filePath, filePosition));
+            lru.touch(new Key(filePath, cacheStartPosition));
             MappedByteBuffer cacheByteBuffer = this.cacheByteBuffer.duplicate();
+            long nextPosition = position;
             int remaining = length;
-            long blockFilePosition = filePosition - blockSize;
-            for (int blockIndex : value.blocks) {
-                blockFilePosition += blockSize;
-                int blockCachePosition = blockIndex * blockSize;
-                if (blockCachePosition + blockSize < position) {
+            for (int i = 0; i < value.blocks.length; i++) {
+                long cacheBlockEndPosition = cacheStartPosition + (long) (i + 1) * blockSize;
+                if (cacheBlockEndPosition < nextPosition) {
                     continue;
                 }
-                int cachePosition = blockCachePosition + (int) (position - blockFilePosition);
-                buf.writeBytes(cacheByteBuffer.slice(cachePosition, Math.min(remaining, blockSize)));
-                remaining -= blockSize;
-                position = blockFilePosition + blockSize;
+                long cacheBlockStartPosition = cacheBlockEndPosition - blockSize;
+                int readSize = (int) Math.min(remaining, cacheBlockEndPosition - nextPosition);
+                buf.writeBytes(cacheByteBuffer.slice(value.blocks[i] * blockSize + (int) (nextPosition - cacheBlockStartPosition), readSize));
+                remaining -= readSize;
+                nextPosition += readSize;
                 if (remaining <= 0) {
                     break;
                 }
diff --git a/core/src/main/scala/kafka/server/KafkaConfig.scala b/core/src/main/scala/kafka/server/KafkaConfig.scala
index 9bc4c84405..2dd27a7f87 100755
--- a/core/src/main/scala/kafka/server/KafkaConfig.scala
+++ b/core/src/main/scala/kafka/server/KafkaConfig.scala
@@ -139,7 +139,7 @@ object Defaults {
   val LogCleanerMinCompactionLagMs = 0L
   val LogCleanerMaxCompactionLagMs = Long.MaxValue
   val LogIndexSizeMaxBytes = 10 * 1024 * 1024
-  val LogIndexIntervalBytes = 4096
+  val LogIndexIntervalBytes = 1024 * 1024
   val LogFlushIntervalMessages = Long.MaxValue
   val LogDeleteDelayMs = 60000
   val LogFlushSchedulerIntervalMs = Long.MaxValue
diff --git a/core/src/test/java/kafka/log/streamaspect/cache/FileCacheTest.java b/core/src/test/java/kafka/log/streamaspect/cache/FileCacheTest.java
index 7802b921e8..dc27141862 100644
--- a/core/src/test/java/kafka/log/streamaspect/cache/FileCacheTest.java
+++ b/core/src/test/java/kafka/log/streamaspect/cache/FileCacheTest.java
@@ -66,7 +66,7 @@ public void test() throws IOException {
 
         FileCache.Value value = fileCache.path2cache.get("test3").get(123L);
         assertEquals(2049, value.dataLength);
-        assertArrayEquals(new int[] {2, 3, 9}, value.blocks);
+        assertArrayEquals(new int[]{2, 3, 9}, value.blocks);
 
 
         rst = fileCache.get("test3", 123, 2049).get();
@@ -76,7 +76,7 @@ public void test() throws IOException {
         // expect evict test1-10 and test2-2048
         fileCache.put("test4", 123, genBuf((byte) 7, 2049));
         value = fileCache.path2cache.get("test4").get(123L);
-        assertArrayEquals(new int[] {0, 1, 4}, value.blocks);
+        assertArrayEquals(new int[]{0, 1, 4}, value.blocks);
         rst = fileCache.get("test4", 123, 2049).get();
         assertTrue(verify(rst, (byte) 7));
 
@@ -85,10 +85,15 @@ public void test() throws IOException {
         // expect occupy free blocks 5,6,7
         fileCache.put("test5", 123, genBuf((byte) 8, 2049));
         value = fileCache.path2cache.get("test5").get(123L);
-        assertArrayEquals(new int[] {5, 6, 7}, value.blocks);
+        assertArrayEquals(new int[]{5, 6, 7}, value.blocks);
         rst = fileCache.get("test5", 123, 2049).get();
         assertTrue(verify(rst, (byte) 8));
         assertEquals(1, fileCache.freeBlockCount);
+
+        fileCache.put("test6", 6666, genBuf((byte) 9, 3333));
+        rst = fileCache.get("test6", 6666L, 3333).get();
+        assertTrue(verify(rst, (byte) 9));
+
     }
 
     ByteBuf genBuf(byte data, int length) {