diff --git a/src/main/java/com/ycwl/basic/service/mobile/impl/AppStatisticsServiceImpl.java b/src/main/java/com/ycwl/basic/service/mobile/impl/AppStatisticsServiceImpl.java
index b2390fab..a4ae4a8d 100644
--- a/src/main/java/com/ycwl/basic/service/mobile/impl/AppStatisticsServiceImpl.java
+++ b/src/main/java/com/ycwl/basic/service/mobile/impl/AppStatisticsServiceImpl.java
@@ -145,7 +145,6 @@ public class AppStatisticsServiceImpl implements AppStatisticsService {
 
     @Override
     public ApiResponse<AppStatisticsFunnelVO> userConversionFunnel(CommonQueryReq query) {
-        String redisKey = "statistics:tmp_cache:"+query.getScenicId();
         AppStatisticsFunnelVO vo = new AppStatisticsFunnelVO();
         if(query.getEndTime()==null && query.getStartTime()==null){
             // 没有传时间，则代表用户没有自定义查询时间，使用standard来判断查询时间范围
@@ -156,8 +155,12 @@ public class AppStatisticsServiceImpl implements AppStatisticsService {
             //获取当前周期的具体时间范围
             standardToNewSpecificTime(query);
         }
+        // 构建包含日期维度的 Redis 缓存 key
+        String redisKey = String.format("statistics:tmp_cache:%s:%s",
+                query.getScenicId(),
+                query.getStartTime() != null ? DateUtil.formatDate(query.getStartTime()) : "null");
         if (!query.isRealtime()) {
-            if (!(DateUtil.isIn(query.getStartTime(), DateUtil.tomorrow(), DateUtil.yesterday()) && DateUtil.isIn(query.getEndTime(), DateUtil.tomorrow(), DateUtil.yesterday()))) {
+            if (!(DateUtil.isIn(query.getStartTime(), DateUtil.yesterday(), DateUtil.tomorrow()) && DateUtil.isIn(query.getEndTime(), DateUtil.yesterday(), DateUtil.tomorrow()))) {
                 // 查询缓存数据
                 List<AppStatisticsFunnelVO> list = statisticsMapper.listStatByScenic(query.getScenicId(), query.getStartTime(), query.getEndTime());
                 AppStatisticsFunnelVO resp = new AppStatisticsFunnelVO();
@@ -189,7 +192,7 @@ public class AppStatisticsServiceImpl implements AppStatisticsService {
             }
         }
         if (!query.isRealtime()) {
-            if (DateUtil.isIn(query.getStartTime(), DateUtil.tomorrow(), DateUtil.yesterday()) && DateUtil.isIn(query.getEndTime(), DateUtil.tomorrow(), DateUtil.yesterday())) {
+            if (DateUtil.isIn(query.getStartTime(), DateUtil.yesterday(), DateUtil.tomorrow()) && DateUtil.isIn(query.getEndTime(), DateUtil.yesterday(), DateUtil.tomorrow())) {
                 // 缓存
                 if (redisTemplate.hasKey(redisKey)) {
                     String s = redisTemplate.opsForValue().get(redisKey);
@@ -203,7 +206,7 @@ public class AppStatisticsServiceImpl implements AppStatisticsService {
         try {
             // 缓存
             if (!query.isRealtime()) {
-                if (DateUtil.isIn(query.getStartTime(), DateUtil.tomorrow(), DateUtil.yesterday()) && DateUtil.isIn(query.getEndTime(), DateUtil.tomorrow(), DateUtil.yesterday())) {
+                if (DateUtil.isIn(query.getStartTime(), DateUtil.yesterday(), DateUtil.tomorrow()) && DateUtil.isIn(query.getEndTime(), DateUtil.yesterday(), DateUtil.tomorrow())) {
                     // 缓存
                     if (redisTemplate.hasKey(redisKey)) {
                         String s = redisTemplate.opsForValue().get(redisKey);
@@ -270,14 +273,6 @@ public class AppStatisticsServiceImpl implements AppStatisticsService {
             vo.setPayOfOrderAmount(payOfOrderAmount.setScale(2, RoundingMode.HALF_UP));
             vo.setRefundOfOrderNum(refundOfOrderNum);
             vo.setRefundOfOrderAmount(refundOfOrderAmount.setScale(2, RoundingMode.HALF_UP));
-            // 仅在非 realtime 模式下写入缓存
-            // realtime=true 时由调用方（如定时任务）自行控制写入目标日期，不污染当天缓存
-            if (!query.isRealtime()) {
-                if (query.getScenicId() != null) {
-                    statisticsMapper.insertStat(query.getScenicId(), new Date(), vo);
-                }
-                redisTemplate.opsForValue().set(redisKey, JacksonUtil.toJSONString(vo), 60, TimeUnit.SECONDS);
-            }
             return ApiResponse.success(vo);
         } finally {
             lock.unlock();
diff --git a/src/main/java/com/ycwl/basic/task/ScenicStatsTask.java b/src/main/java/com/ycwl/basic/task/ScenicStatsTask.java
index c20584f9..88db088c 100644
--- a/src/main/java/com/ycwl/basic/task/ScenicStatsTask.java
+++ b/src/main/java/com/ycwl/basic/task/ScenicStatsTask.java
@@ -93,8 +93,8 @@ public class ScenicStatsTask {
                     // 写入数据库（REPLACE INTO 会自动更新已存在的记录）
                     statisticsMapper.insertStat(scenicId, startTime, data);
 
-                    // 删除该景区的缓存，确保下次查询时获取最新数据
-                    invalidateStatisticsCache(scenicId);
+                    // 删除该景区该日期的缓存，确保下次查询时获取最新数据
+                    invalidateStatisticsCache(scenicId, startTime);
                 } catch (Exception e) {
                     log.error("统计景区 {} 在日期 {} 的数据时发生错误", scenic.getId(), DateUtil.formatDate(startTime), e);
                 }
@@ -109,9 +109,12 @@ public class ScenicStatsTask {
     /**
      * 删除景区统计缓存
      * @param scenicId 景区ID
+     * @param date 统计日期
      */
-    private void invalidateStatisticsCache(Long scenicId) {
-        String redisKey = "statistics:tmp_cache:" + scenicId;
+    private void invalidateStatisticsCache(Long scenicId, Date date) {
+        String redisKey = String.format("statistics:tmp_cache:%s:%s",
+                scenicId,
+                DateUtil.formatDate(date));
         redisTemplate.delete(redisKey);
     }
 }