diff --git a/frontend/src/features/usage/components/IntervalTimelineCard.vue b/frontend/src/features/usage/components/IntervalTimelineCard.vue
index d9a932b..05b7bab 100644
--- a/frontend/src/features/usage/components/IntervalTimelineCard.vue
+++ b/frontend/src/features/usage/components/IntervalTimelineCard.vue
@@ -41,7 +41,7 @@ const props = withDefaults(defineProps<{
   isAdmin: boolean
   hours?: number
 }>(), {
-  hours: 168  // 默认7天
+  hours: 24  // 默认当天
 })
 
 const loading = ref(false)
@@ -174,17 +174,17 @@ async function loadData() {
   loading.value = true
   try {
     if (props.isAdmin) {
-      // 管理员：获取所有用户数据
+      // 管理员：获取所有用户数据（按比例采样）
       timelineData.value = await cacheAnalysisApi.getIntervalTimeline({
         hours: props.hours,
         include_user_info: true,
-        limit: 2000,
+        limit: 10000,
       })
     } else {
       // 普通用户：获取自己的数据
       timelineData.value = await meApi.getIntervalTimeline({
         hours: props.hours,
-        limit: 1000,
+        limit: 5000,
       })
     }
   } catch (error) {
diff --git a/src/api/admin/usage/routes.py b/src/api/admin/usage/routes.py
index 80489a6..0021280 100644
--- a/src/api/admin/usage/routes.py
+++ b/src/api/admin/usage/routes.py
@@ -920,8 +920,8 @@ class CacheHitAnalysisAdapter(AdminApiAdapter):
 @router.get("/cache-affinity/interval-timeline")
 async def get_interval_timeline(
     request: Request,
-    hours: int = Query(168, ge=1, le=720, description="分析最近多少小时的数据"),
-    limit: int = Query(1000, ge=100, le=5000, description="最大返回数据点数量"),
+    hours: int = Query(24, ge=1, le=720, description="分析最近多少小时的数据"),
+    limit: int = Query(10000, ge=100, le=50000, description="最大返回数据点数量"),
     user_id: Optional[str] = Query(None, description="指定用户 ID"),
     include_user_info: bool = Query(False, description="是否包含用户信息（用于管理员多用户视图）"),
     db: Session = Depends(get_db),
diff --git a/src/api/user_me/routes.py b/src/api/user_me/routes.py
index c03aae4..4458468 100644
--- a/src/api/user_me/routes.py
+++ b/src/api/user_me/routes.py
@@ -124,8 +124,8 @@ async def get_my_active_requests(
 @router.get("/usage/interval-timeline")
 async def get_my_interval_timeline(
     request: Request,
-    hours: int = Query(168, ge=1, le=720, description="分析最近多少小时的数据"),
-    limit: int = Query(1000, ge=100, le=5000, description="最大返回数据点数量"),
+    hours: int = Query(24, ge=1, le=720, description="分析最近多少小时的数据"),
+    limit: int = Query(5000, ge=100, le=20000, description="最大返回数据点数量"),
     db: Session = Depends(get_db),
 ):
     """获取当前用户的请求间隔时间线数据，用于散点图展示"""
diff --git a/src/services/usage/service.py b/src/services/usage/service.py
index 60e8a25..135b83e 100644
--- a/src/services/usage/service.py
+++ b/src/services/usage/service.py
@@ -1730,8 +1730,8 @@ class UsageService:
     @staticmethod
     def get_interval_timeline(
         db: Session,
-        hours: int = 168,
-        limit: int = 1000,
+        hours: int = 24,
+        limit: int = 10000,
         user_id: Optional[str] = None,
         include_user_info: bool = False,
     ) -> Dict[str, Any]:
@@ -1740,8 +1740,8 @@ class UsageService:
 
         Args:
             db: 数据库会话
-            hours: 分析最近多少小时的数据
-            limit: 最大返回数据点数量
+            hours: 分析最近多少小时的数据（默认24小时）
+            limit: 最大返回数据点数量（默认10000）
             user_id: 指定用户 ID（可选，为空则返回所有用户）
             include_user_info: 是否包含用户信息（用于管理员多用户视图）
 
@@ -1758,6 +1758,7 @@ class UsageService:
         # 根据是否需要用户信息选择不同的查询
         if include_user_info and not user_id:
             # 管理员视图：返回带用户信息的数据点
+            # 使用按比例采样，保持每个用户的数据量比例不变
             sql = text(f"""
                 WITH request_intervals AS (
                     SELECT
@@ -1774,17 +1775,41 @@ class UsageService:
                       AND u.created_at > :start_date
                       AND u.user_id IS NOT NULL
                       {user_filter}
+                ),
+                filtered_intervals AS (
+                    SELECT
+                        created_at,
+                        user_id,
+                        username,
+                        EXTRACT(EPOCH FROM (created_at - prev_request_at)) / 60.0 as interval_minutes,
+                        ROW_NUMBER() OVER (PARTITION BY user_id ORDER BY created_at) as rn
+                    FROM request_intervals
+                    WHERE prev_request_at IS NOT NULL
+                      AND EXTRACT(EPOCH FROM (created_at - prev_request_at)) / 60.0 <= 120
+                ),
+                total_count AS (
+                    SELECT COUNT(*) as cnt FROM filtered_intervals
+                ),
+                user_totals AS (
+                    SELECT user_id, COUNT(*) as user_cnt FROM filtered_intervals GROUP BY user_id
+                ),
+                user_limits AS (
+                    SELECT
+                        ut.user_id,
+                        CASE WHEN tc.cnt <= :limit THEN ut.user_cnt
+                             ELSE GREATEST(CEIL(ut.user_cnt::float * :limit / tc.cnt), 1)::int
+                        END as user_limit
+                    FROM user_totals ut, total_count tc
                 )
                 SELECT
-                    created_at,
-                    user_id,
-                    username,
-                    EXTRACT(EPOCH FROM (created_at - prev_request_at)) / 60.0 as interval_minutes
-                FROM request_intervals
-                WHERE prev_request_at IS NOT NULL
-                  AND EXTRACT(EPOCH FROM (created_at - prev_request_at)) / 60.0 <= 120
-                ORDER BY created_at
-                LIMIT :limit
+                    fi.created_at,
+                    fi.user_id,
+                    fi.username,
+                    fi.interval_minutes
+                FROM filtered_intervals fi
+                JOIN user_limits ul ON fi.user_id = ul.user_id
+                WHERE fi.rn <= ul.user_limit
+                ORDER BY fi.created_at
             """)
         else:
             # 普通视图：只返回时间和间隔