diff --git a/src/query/src/queryExecutor.c b/src/query/src/queryExecutor.c
index e958a53e87e9b687af920c8e896bef89a131c40d..c1208dbc0b41ce0ac4d24f16b636f72c5419b444 100644
--- a/src/query/src/queryExecutor.c
+++ b/src/query/src/queryExecutor.c
@@ -765,8 +765,8 @@ static void doRowwiseApplyFunctions(SQueryRuntimeEnv *pRuntimeEnv, SWindowStatus
 }
 
 static int32_t getNextQualifiedWindow(SQueryRuntimeEnv *pRuntimeEnv, STimeWindow *pNextWin,
-                                      SWindowResInfo *pWindowResInfo, SDataBlockInfo *pDataBlockInfo,
-                                      TSKEY *primaryKeys, __block_search_fn_t searchFn) {
+                                      SDataBlockInfo *pDataBlockInfo, TSKEY *primaryKeys,
+                                      __block_search_fn_t searchFn) {
   SQuery *pQuery = pRuntimeEnv->pQuery;
 
   while (1) {
@@ -945,8 +945,7 @@ static void blockwiseApplyAllFunctions(SQueryRuntimeEnv *pRuntimeEnv, SDataStati
     STimeWindow nextWin = win;
 
     while (1) {
-      int32_t startPos =
-          getNextQualifiedWindow(pRuntimeEnv, &nextWin, pWindowResInfo, pDataBlockInfo, primaryKeyCol, searchFn);
+      int32_t startPos = getNextQualifiedWindow(pRuntimeEnv, &nextWin, pDataBlockInfo, primaryKeyCol, searchFn);
       if (startPos < 0) {
         break;
       }
@@ -1357,10 +1356,10 @@ void setExecParams(SQuery *pQuery, SQLFunctionCtx *pCtx, void *inputData, TSKEY
   } else {
     pCtx->preAggVals.isSet = false;
   }
-  
-  pCtx->startOffset = QUERY_IS_ASC_QUERY(pQuery)? pQuery->pos : 0;
-  pCtx->size = QUERY_IS_ASC_QUERY(pQuery)? size - pQuery->pos : pQuery->pos + 1;
-  
+
+  pCtx->startOffset = QUERY_IS_ASC_QUERY(pQuery) ? pQuery->pos : 0;
+  pCtx->size = QUERY_IS_ASC_QUERY(pQuery) ? size - pQuery->pos : pQuery->pos + 1;
+
   uint32_t status = aAggs[functionId].nStatus;
   if (((status & (TSDB_FUNCSTATE_SELECTIVITY | TSDB_FUNCSTATE_NEED_TS)) != 0) && (tsCol != NULL)) {
     pCtx->ptsList = &tsCol[pCtx->startOffset];
@@ -1370,7 +1369,7 @@ void setExecParams(SQuery *pQuery, SQLFunctionCtx *pCtx, void *inputData, TSKEY
     // last_dist or first_dist function
     // store the first&last timestamp into the intermediate buffer [1], the true
     // value may be null but timestamp will never be null
-//    pCtx->ptsList = tsCol;
+    //    pCtx->ptsList = tsCol;
   } else if (functionId == TSDB_FUNC_TOP || functionId == TSDB_FUNC_BOTTOM || functionId == TSDB_FUNC_TWA ||
              functionId == TSDB_FUNC_DIFF || (functionId >= TSDB_FUNC_RATE && functionId <= TSDB_FUNC_AVG_IRATE)) {
     /*
@@ -1386,12 +1385,12 @@ void setExecParams(SQuery *pQuery, SQLFunctionCtx *pCtx, void *inputData, TSKEY
       pTWAInfo->EKey = pQuery->window.ekey;
     }
 
-//    pCtx->ptsList = tsCol;
+    //    pCtx->ptsList = tsCol;
 
   } else if (functionId == TSDB_FUNC_ARITHM) {
     pCtx->param[1].pz = param;
   }
-  
+
 #if defined(_DEBUG_VIEW)
   //  int64_t *tsList = (int64_t *)primaryColumnData;
 //  int64_t  s = tsList[0];
@@ -2496,8 +2495,8 @@ static int64_t doScanAllDataBlocks(SQueryRuntimeEnv *pRuntimeEnv) {
         pWindowResInfo->prevSKey = w.skey;
       } else {
         // the start position of the first time window in the endpoint that spreads beyond the queried last timestamp
-        TSKEY start = blockInfo.window.ekey - pQuery->intervalTime;
-        getAlignQueryTimeWindow(pQuery, start, pQuery->window.ekey, blockInfo.window.ekey, &skey1, &ekey1, &w);
+        getAlignQueryTimeWindow(pQuery, blockInfo.window.ekey, pQuery->window.ekey, blockInfo.window.ekey, &skey1,
+                                &ekey1, &w);
 
         pWindowResInfo->startTime = pQuery->window.skey;
         pWindowResInfo->prevSKey = w.skey;
@@ -2531,7 +2530,7 @@ static int64_t doScanAllDataBlocks(SQueryRuntimeEnv *pRuntimeEnv) {
 
     SDataStatis *pStatis = NULL;
     SArray *     pDataBlock = loadDataBlockOnDemand(pRuntimeEnv, &blockInfo, &pStatis);
-  
+
     pQuery->pos = QUERY_IS_ASC_QUERY(pQuery) ? 0 : blockInfo.rows - 1;
     int32_t numOfRes = tableApplyFunctionsOnBlock(pRuntimeEnv, &blockInfo, pStatis, binarySearchForKey,
                                                   &pRuntimeEnv->windowResInfo, pDataBlock);
@@ -4059,13 +4058,13 @@ void vnodePrintQueryStatistics(SQInfo *pQInfo) {
 static void updateOffsetVal(SQueryRuntimeEnv *pRuntimeEnv, SDataBlockInfo *pBlockInfo) {
   SQuery *pQuery = pRuntimeEnv->pQuery;
   int32_t step = GET_FORWARD_DIRECTION_FACTOR(pQuery->order.order);
-  
+
   if (pQuery->limit.offset == pBlockInfo->rows) {  // current block will ignore completed
-    pQuery->lastKey = QUERY_IS_ASC_QUERY(pQuery)? pBlockInfo->window.ekey + step : pBlockInfo->window.skey + step;
+    pQuery->lastKey = QUERY_IS_ASC_QUERY(pQuery) ? pBlockInfo->window.ekey + step : pBlockInfo->window.skey + step;
     pQuery->limit.offset = 0;
     return;
   }
-  
+
   if (QUERY_IS_ASC_QUERY(pQuery)) {
     pQuery->pos = pQuery->limit.offset;
   } else {
@@ -4074,7 +4073,7 @@ static void updateOffsetVal(SQueryRuntimeEnv *pRuntimeEnv, SDataBlockInfo *pBloc
 
   assert(pQuery->pos >= 0 && pQuery->pos <= pBlockInfo->rows - 1);
 
-  SArray *pDataBlock = tsdbRetrieveDataBlock(pRuntimeEnv->pQueryHandle, NULL);
+  SArray *         pDataBlock = tsdbRetrieveDataBlock(pRuntimeEnv->pQueryHandle, NULL);
   SColumnInfoData *pColInfoData = taosArrayGet(pDataBlock, 0);
 
   // update the pQuery->limit.offset value, and pQuery->pos value
@@ -4083,10 +4082,10 @@ static void updateOffsetVal(SQueryRuntimeEnv *pRuntimeEnv, SDataBlockInfo *pBloc
   // update the offset value
   pQuery->lastKey = keys[pQuery->pos];
   pQuery->limit.offset = 0;
-  
+
   int32_t numOfRes = tableApplyFunctionsOnBlock(pRuntimeEnv, pBlockInfo, NULL, binarySearchForKey,
-                                                     &pRuntimeEnv->windowResInfo, pDataBlock);
-  
+                                                &pRuntimeEnv->windowResInfo, pDataBlock);
+
   qTrace("QInfo:%p check data block, brange:%" PRId64 "-%" PRId64 ", rows:%d, res:%d", GET_QINFO_ADDR(pRuntimeEnv),
          pBlockInfo->window.skey, pBlockInfo->window.ekey, pBlockInfo->rows, numOfRes);
 }
@@ -4102,7 +4101,7 @@ void skipBlocks(SQueryRuntimeEnv *pRuntimeEnv) {
   int32_t step = GET_FORWARD_DIRECTION_FACTOR(pQuery->order.order);
 
   TsdbQueryHandleT pQueryHandle = pRuntimeEnv->pQueryHandle;
-  
+
   while (tsdbNextDataBlock(pQueryHandle)) {
     if (isQueryKilled(GET_QINFO_ADDR(pRuntimeEnv))) {
       return;
@@ -4114,147 +4113,117 @@ void skipBlocks(SQueryRuntimeEnv *pRuntimeEnv) {
       pQuery->limit.offset -= blockInfo.rows;
       pQuery->lastKey = (QUERY_IS_ASC_QUERY(pQuery)) ? blockInfo.window.ekey : blockInfo.window.skey;
       pQuery->lastKey += step;
-  
-      qTrace("QInfo:%p skip rows:%d, offset:%" PRId64 "", GET_QINFO_ADDR(pRuntimeEnv), blockInfo.rows, pQuery->limit.offset);
-    } else {      // find the appropriated start position in current block
+
+      qTrace("QInfo:%p skip rows:%d, offset:%" PRId64 "", GET_QINFO_ADDR(pRuntimeEnv), blockInfo.rows,
+             pQuery->limit.offset);
+    } else {  // find the appropriated start position in current block
       updateOffsetVal(pRuntimeEnv, &blockInfo);
       break;
     }
   }
 }
 
-static UNUSED_FUNC bool forwardQueryStartPosIfNeeded(SQInfo *pQInfo) {
-  SQueryRuntimeEnv *pRuntimeEnv = &pQInfo->runtimeEnv;
-  SQuery *          pQuery = pRuntimeEnv->pQuery;
+static bool skipTimeInterval(SQueryRuntimeEnv *pRuntimeEnv) {
+  SQuery *pQuery = pRuntimeEnv->pQuery;
 
   // if queried with value filter, do NOT forward query start position
-  if (pQuery->numOfFilterCols > 0 || pRuntimeEnv->pTSBuf != NULL) {
+  if (pQuery->limit.offset <= 0 || pQuery->numOfFilterCols > 0 || pRuntimeEnv->pTSBuf != NULL) {
     return true;
   }
 
-  if (pQuery->limit.offset > 0 && (!isTopBottomQuery(pQuery)) && pQuery->interpoType == TSDB_INTERPO_NONE) {
-    /*
-     * 1. for top/bottom query, the offset applies to the final result, not here
-     * 2. for interval without interpolation query we forward pQuery->intervalTime at a time for
-     *    pQuery->limit.offset times. Since hole exists, pQuery->intervalTime*pQuery->limit.offset value is
-     *    not valid. otherwise, we only forward pQuery->limit.offset number of points
-     */
-    if (isIntervalQuery(pQuery)) {
-      assert(pRuntimeEnv->windowResInfo.prevSKey == 0);
+  /*
+   * 1. for interval without interpolation query we forward pQuery->intervalTime at a time for
+   *    pQuery->limit.offset times. Since hole exists, pQuery->intervalTime*pQuery->limit.offset value is
+   *    not valid. otherwise, we only forward pQuery->limit.offset number of points
+   */
+  assert(pRuntimeEnv->windowResInfo.prevSKey == 0);
 
-      TSKEY           skey1, ekey1;
-      STimeWindow     w = {0};
-      SWindowResInfo *pWindowResInfo = &pRuntimeEnv->windowResInfo;
+  TSKEY           skey1, ekey1;
+  STimeWindow     w = {0};
+  SWindowResInfo *pWindowResInfo = &pRuntimeEnv->windowResInfo;
 
-      if (!tsdbNextDataBlock(pRuntimeEnv->pQueryHandle)) {
-        // todo handle no data situation
-      }
+  while (tsdbNextDataBlock(pRuntimeEnv->pQueryHandle)) {
+    SDataBlockInfo blockInfo = tsdbRetrieveDataBlockInfo(pRuntimeEnv->pQueryHandle);
 
-      SDataBlockInfo blockInfo = tsdbRetrieveDataBlockInfo(pRuntimeEnv->pQueryHandle);
+    if (QUERY_IS_ASC_QUERY(pQuery) && pWindowResInfo->prevSKey == 0) {
+      getAlignQueryTimeWindow(pQuery, blockInfo.window.skey, blockInfo.window.skey, pQuery->window.ekey, &skey1, &ekey1,
+                              &w);
+      pWindowResInfo->startTime = w.skey;
+      pWindowResInfo->prevSKey = w.skey;
+    } else {
+      // the start position of the first time window in the endpoint that spreads beyond the queried last timestamp
+      getAlignQueryTimeWindow(pQuery, blockInfo.window.ekey, pQuery->window.ekey, blockInfo.window.ekey, &skey1, &ekey1,
+                              &w);
 
-      if (QUERY_IS_ASC_QUERY(pQuery)) {
-        getAlignQueryTimeWindow(pQuery, blockInfo.window.skey, blockInfo.window.skey, pQuery->window.ekey, &skey1,
-                                &ekey1, &w);
-        pWindowResInfo->startTime = w.skey;
-        pWindowResInfo->prevSKey = w.skey;
-      } else {
-        // the start position of the first time window in the endpoint that spreads beyond the queried last timestamp
-        TSKEY start = blockInfo.window.ekey - pQuery->intervalTime;
-        getAlignQueryTimeWindow(pQuery, start, pQuery->window.ekey, blockInfo.window.ekey, &skey1, &ekey1, &w);
+      pWindowResInfo->startTime = pQuery->window.skey;
+      pWindowResInfo->prevSKey = w.skey;
+    }
 
-        pWindowResInfo->startTime = pQuery->window.skey;
-        pWindowResInfo->prevSKey = w.skey;
-      }
+    // the first time window
+    STimeWindow win = getActiveTimeWindow(pWindowResInfo, pWindowResInfo->prevSKey, pQuery);
 
-      // the first time window
-      STimeWindow win = getActiveTimeWindow(pWindowResInfo, pWindowResInfo->prevSKey, pQuery);
+    while (pQuery->limit.offset > 0) {
+      if ((win.ekey <= blockInfo.window.ekey && QUERY_IS_ASC_QUERY(pQuery)) ||
+          (win.ekey >= blockInfo.window.skey && !QUERY_IS_ASC_QUERY(pQuery))) {
+        pQuery->limit.offset -= 1;
+        pWindowResInfo->prevSKey = win.skey;
+      }
 
-      while (pQuery->limit.offset > 0) {
-        STimeWindow tw = win;
-        getNextTimeWindow(pQuery, &tw);
+      STimeWindow tw = win;
+      getNextTimeWindow(pQuery, &tw);
 
-        // next time window starts from current data block
+      if (pQuery->limit.offset == 0) {
         if ((tw.skey <= blockInfo.window.ekey && QUERY_IS_ASC_QUERY(pQuery)) ||
             (tw.ekey >= blockInfo.window.skey && !QUERY_IS_ASC_QUERY(pQuery))) {
-          // query completed
-          if ((tw.skey > pQuery->window.ekey && QUERY_IS_ASC_QUERY(pQuery)) ||
-              (tw.ekey < pQuery->window.ekey && !QUERY_IS_ASC_QUERY(pQuery))) {
-            setQueryStatus(pQuery, QUERY_COMPLETED);
-            break;
-          }
-
-          tw = win;
+          // load the data block
           SArray *         pDataBlock = tsdbRetrieveDataBlock(pRuntimeEnv->pQueryHandle, NULL);
           SColumnInfoData *pColInfoData = taosArrayGet(pDataBlock, 0);
 
-          int32_t startPos = getNextQualifiedWindow(pRuntimeEnv, &tw, pWindowResInfo, &blockInfo, pColInfoData->pData,
-                                                    binarySearchForKey);
+          tw = win;
+          int32_t startPos =
+              getNextQualifiedWindow(pRuntimeEnv, &tw, &blockInfo, pColInfoData->pData, binarySearchForKey);
           assert(startPos >= 0);
-          pQuery->limit.offset -= 1;
 
           // set the abort info
           pQuery->pos = startPos;
           pQuery->lastKey = ((TSKEY *)pColInfoData->pData)[startPos];
           pWindowResInfo->prevSKey = tw.skey;
-          win = tw;
-          continue;
-        } else {
-          if (!tsdbNextDataBlock(pRuntimeEnv->pQueryHandle)) {
-            setQueryStatus(pQuery, QUERY_COMPLETED);
-            break;
-          }
-
-          blockInfo = tsdbRetrieveDataBlockInfo(pRuntimeEnv->pQueryHandle);
-          if ((blockInfo.window.skey > pQuery->window.ekey && QUERY_IS_ASC_QUERY(pQuery)) ||
-              (blockInfo.window.ekey < pQuery->window.ekey && !QUERY_IS_ASC_QUERY(pQuery))) {
-            setQueryStatus(pQuery, QUERY_COMPLETED);
-            break;
-          }
-
-          // set the window that start from the next data block
-          TSKEY       key = (QUERY_IS_ASC_QUERY(pQuery)) ? blockInfo.window.skey : blockInfo.window.ekey;
-          STimeWindow n = getActiveTimeWindow(pWindowResInfo, key, pQuery);
-
-          // next data block are still covered by current time window
-          if (n.skey == win.skey && n.ekey == win.ekey) {
-            // do nothing
-          } else {
-            pQuery->limit.offset -= 1;
-
-            // query completed
-            if ((n.skey > pQuery->window.ekey && QUERY_IS_ASC_QUERY(pQuery)) ||
-                (n.ekey < pQuery->window.ekey && !QUERY_IS_ASC_QUERY(pQuery))) {
-              setQueryStatus(pQuery, QUERY_COMPLETED);
-              break;
-            }
 
-            // set the abort info
-            pQuery->pos = QUERY_IS_ASC_QUERY(pQuery) ? 0 : blockInfo.rows - 1;
-            pQuery->lastKey = QUERY_IS_ASC_QUERY(pQuery) ? blockInfo.window.skey : blockInfo.window.ekey;
-            pWindowResInfo->prevSKey = n.skey;
+          int32_t numOfRes = tableApplyFunctionsOnBlock(pRuntimeEnv, &blockInfo, NULL, binarySearchForKey,
+                                                        &pRuntimeEnv->windowResInfo, pDataBlock);
 
-            win = n;
-          }
+          qTrace("QInfo:%p check data block, brange:%" PRId64 "-%" PRId64 ", rows:%d, res:%d",
+                 GET_QINFO_ADDR(pRuntimeEnv), blockInfo.window.skey, blockInfo.window.ekey, blockInfo.rows, numOfRes);
+          return true;
+        } else {
+          // do nothing,
+          return true;
         }
       }
 
-      if (Q_STATUS_EQUAL(pQuery->status, QUERY_COMPLETED) || pQuery->limit.offset > 0) {
-        setQueryStatus(pQuery, QUERY_COMPLETED);
-        return false;
+      // next time window starts from current data block
+      if ((tw.skey <= blockInfo.window.ekey && QUERY_IS_ASC_QUERY(pQuery)) ||
+          (tw.ekey >= blockInfo.window.skey && !QUERY_IS_ASC_QUERY(pQuery))) {
+        // load the data block, note that only the primary timestamp column is required
+        SArray *         pDataBlock = tsdbRetrieveDataBlock(pRuntimeEnv->pQueryHandle, NULL);
+        SColumnInfoData *pColInfoData = taosArrayGet(pDataBlock, 0);
+
+        tw = win;
+        int32_t startPos =
+            getNextQualifiedWindow(pRuntimeEnv, &tw, &blockInfo, pColInfoData->pData, binarySearchForKey);
+        assert(startPos >= 0);
+
+        // set the abort info
+        pQuery->pos = startPos;
+        pQuery->lastKey = ((TSKEY *)pColInfoData->pData)[startPos];
+        pWindowResInfo->prevSKey = tw.skey;
+        win = tw;
       } else {
-        assert(0);
-        //        if (IS_DISK_DATA_BLOCK(pQuery)) {
-        //          getTimestampInDiskBlock(pRuntimeEnv, 0);
+        break;  // offset is not 0, and next time window locates in the next block.
       }
     }
-  } else {  // forward the start position for projection query
-    skipBlocks(&pQInfo->runtimeEnv);
-    if (pQuery->limit.offset > 0) {
-      setQueryStatus(pQuery, QUERY_COMPLETED);
-      return false;
-    }
   }
-  
+
   return true;
 }
 
@@ -5006,7 +4975,7 @@ static void tableMultiOutputProcess(SQInfo *pQInfo) {
   if (!isTSCompQuery(pQuery)) {
     resetCtxOutputBuf(pRuntimeEnv);
   }
-  
+
   // skip blocks without load the actual data block from file if no filter condition present
   skipBlocks(&pQInfo->runtimeEnv);
   if (pQuery->limit.offset > 0 && pQuery->numOfFilterCols == 0) {
@@ -5090,6 +5059,13 @@ static void tableIntervalProcess(SQInfo *pQInfo) {
 
   int32_t numOfInterpo = 0;
 
+  // skip blocks without load the actual data block from file if no filter condition present
+  skipTimeInterval(pRuntimeEnv);
+  if (pQuery->limit.offset > 0 && pQuery->numOfFilterCols == 0) {
+    setQueryStatus(pQuery, QUERY_COMPLETED);
+    return;
+  }
+
   while (1) {
     tableIntervalProcessImpl(pRuntimeEnv);