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 a4ae4a8d..199b4707 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
@@ -273,6 +273,15 @@ public class AppStatisticsServiceImpl implements AppStatisticsService {
             vo.setPayOfOrderAmount(payOfOrderAmount.setScale(2, RoundingMode.HALF_UP));
             vo.setRefundOfOrderNum(refundOfOrderNum);
             vo.setRefundOfOrderAmount(refundOfOrderAmount.setScale(2, RoundingMode.HALF_UP));
+
+            // 仅对当天数据启用 Redis 缓存（短期缓存，减少实时查询压力）
+            // 历史数据已在 scenic_stats 表中持久化，不需要 Redis 缓存
+            if (!query.isRealtime() && query.getStartTime() != null) {
+                // 判断查询日期是否为今天
+                if (DateUtil.isSameDay(query.getStartTime(), new Date())) {
+                    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 88db088c..ba34d63a 100644
--- a/src/main/java/com/ycwl/basic/task/ScenicStatsTask.java
+++ b/src/main/java/com/ycwl/basic/task/ScenicStatsTask.java
@@ -60,7 +60,8 @@ public class ScenicStatsTask {
             });
         }
     }
-    @Scheduled(cron = "0 0 2 * * *")
+    @Scheduled(cron = "0 0 3 * * *")
+    @Scheduled(cron = "0 1 0 * * *")
     public void countScenicStats() {
         log.info("开始执行景区统计任务，统计前7天至昨天的数据");