diff --git a/internal/admin/stats_handler.go b/internal/admin/stats_handler.go
new file mode 100644
index 0000000..ac4782e
--- /dev/null
+++ b/internal/admin/stats_handler.go
@@ -0,0 +1,39 @@
+package admin
+
+import (
+	"net/http"
+	"strconv"
+	"strings"
+
+	"github.com/gin-gonic/gin"
+
+	"wx_service/internal/model"
+)
+
+func (h *Handler) StatsOverview(c *gin.Context) {
+	data, err := h.svc.StatsOverview(c.Request.Context())
+	if err != nil {
+		c.JSON(http.StatusInternalServerError, model.Error(http.StatusInternalServerError, "load stats overview failed"))
+		return
+	}
+	c.JSON(http.StatusOK, model.Success(data))
+}
+
+func (h *Handler) StatsMiniPrograms(c *gin.Context) {
+	data, err := h.svc.StatsMiniPrograms(c.Request.Context())
+	if err != nil {
+		c.JSON(http.StatusInternalServerError, model.Error(http.StatusInternalServerError, "load mini-program stats failed"))
+		return
+	}
+	c.JSON(http.StatusOK, model.Success(data))
+}
+
+func (h *Handler) StatsUserGrowth(c *gin.Context) {
+	days, _ := strconv.Atoi(strings.TrimSpace(c.DefaultQuery("days", "7")))
+	data, err := h.svc.StatsUserGrowth(c.Request.Context(), days)
+	if err != nil {
+		c.JSON(http.StatusInternalServerError, model.Error(http.StatusInternalServerError, "load user growth failed"))
+		return
+	}
+	c.JSON(http.StatusOK, model.Success(data))
+}
diff --git a/internal/admin/stats_service.go b/internal/admin/stats_service.go
new file mode 100644
index 0000000..4d05a49
--- /dev/null
+++ b/internal/admin/stats_service.go
@@ -0,0 +1,187 @@
+package admin
+
+import (
+	"context"
+	"time"
+
+	expirymodel "wx_service/internal/expiry"
+	membershipmodel "wx_service/internal/membership/model"
+	"wx_service/internal/model"
+	rmmodel "wx_service/internal/remove_watermark/model"
+)
+
+type OverviewStats struct {
+	TotalMiniPrograms int64 `json:"total_mini_programs"`
+	TotalUsers        int64 `json:"total_users"`
+	TotalMembers      int64 `json:"total_members"`
+	TodayNewUsers     int64 `json:"today_new_users"`
+}
+
+func (s *Service) StatsOverview(ctx context.Context) (*OverviewStats, error) {
+	var result OverviewStats
+	if err := s.db.WithContext(ctx).Model(&model.MiniProgram{}).Count(&result.TotalMiniPrograms).Error; err != nil {
+		return nil, err
+	}
+	if err := s.db.WithContext(ctx).Model(&model.User{}).Count(&result.TotalUsers).Error; err != nil {
+		return nil, err
+	}
+
+	now := time.Now()
+	if err := s.db.WithContext(ctx).Model(&model.UserMembership{}).
+		Where("status = ? AND ends_at > ?", "active", now).
+		Count(&result.TotalMembers).Error; err != nil {
+		return nil, err
+	}
+
+	todayStart := time.Date(now.Year(), now.Month(), now.Day(), 0, 0, 0, 0, time.Local)
+	if err := s.db.WithContext(ctx).Model(&model.User{}).
+		Where("created_at >= ?", todayStart).
+		Count(&result.TodayNewUsers).Error; err != nil {
+		return nil, err
+	}
+	return &result, nil
+}
+
+type MiniProgramStatsItem struct {
+	MiniProgramID uint   `json:"mini_program_id"`
+	Name          string `json:"name"`
+	UserCount     int64  `json:"user_count"`
+	MemberCount   int64  `json:"member_count"`
+	DataCount     int64  `json:"data_count"`
+	TodayActive   int64  `json:"today_active"`
+}
+
+func (s *Service) StatsMiniPrograms(ctx context.Context) ([]MiniProgramStatsItem, error) {
+	var miniPrograms []model.MiniProgram
+	if err := s.db.WithContext(ctx).
+		Select("id", "name", "app_id", "description", "created_at", "updated_at").
+		Order("id ASC").
+		Find(&miniPrograms).Error; err != nil {
+		return nil, err
+	}
+	if len(miniPrograms) == 0 {
+		return []MiniProgramStatsItem{}, nil
+	}
+
+	ids := make([]uint, 0, len(miniPrograms))
+	for _, item := range miniPrograms {
+		ids = append(ids, item.ID)
+	}
+
+	now := time.Now()
+	todayStart := time.Date(now.Year(), now.Month(), now.Day(), 0, 0, 0, 0, time.Local)
+
+	userCounts, err := s.groupCountByMiniProgramID(ctx, &model.User{}, ids, "")
+	if err != nil {
+		return nil, err
+	}
+	memberCounts, err := s.groupCountByMiniProgramID(ctx, &model.UserMembership{}, ids, "status = ? AND ends_at > ?", "active", now)
+	if err != nil {
+		return nil, err
+	}
+	todayUserCounts, err := s.groupCountByMiniProgramID(ctx, &model.User{}, ids, "created_at >= ?", todayStart)
+	if err != nil {
+		return nil, err
+	}
+
+	expiryCounts, err := s.groupCountByMiniProgramID(ctx, &expirymodel.ExpiryItem{}, ids, "")
+	if err != nil {
+		return nil, err
+	}
+	videoCounts, err := s.groupCountByMiniProgramID(ctx, &rmmodel.VideoParseLog{}, ids, "")
+	if err != nil {
+		return nil, err
+	}
+	redeemCounts, err := s.groupCountByMiniProgramID(ctx, &membershipmodel.MembershipRedemption{}, ids, "")
+	if err != nil {
+		return nil, err
+	}
+
+	result := make([]MiniProgramStatsItem, 0, len(miniPrograms))
+	for _, item := range miniPrograms {
+		dataCount := expiryCounts[item.ID] + videoCounts[item.ID] + redeemCounts[item.ID]
+		result = append(result, MiniProgramStatsItem{
+			MiniProgramID: item.ID,
+			Name:          item.Name,
+			UserCount:     userCounts[item.ID],
+			MemberCount:   memberCounts[item.ID],
+			DataCount:     dataCount,
+			TodayActive:   todayUserCounts[item.ID],
+		})
+	}
+	return result, nil
+}
+
+type UserGrowthPoint struct {
+	Date  string `json:"date"`
+	Count int64  `json:"count"`
+}
+
+func (s *Service) StatsUserGrowth(ctx context.Context, days int) ([]UserGrowthPoint, error) {
+	if days <= 0 {
+		days = 7
+	}
+	if days > 90 {
+		days = 90
+	}
+
+	now := time.Now()
+	todayStart := time.Date(now.Year(), now.Month(), now.Day(), 0, 0, 0, 0, time.Local)
+	startDate := todayStart.AddDate(0, 0, -(days - 1))
+	endDate := todayStart.AddDate(0, 0, 1)
+
+	type row struct {
+		Date  string `gorm:"column:date"`
+		Count int64  `gorm:"column:count"`
+	}
+	var rows []row
+	if err := s.db.WithContext(ctx).
+		Model(&model.User{}).
+		Select("DATE(created_at) AS date, COUNT(*) AS count").
+		Where("created_at >= ? AND created_at < ?", startDate, endDate).
+		Group("DATE(created_at)").
+		Order("DATE(created_at) ASC").
+		Scan(&rows).Error; err != nil {
+		return nil, err
+	}
+
+	countByDate := make(map[string]int64, len(rows))
+	for _, item := range rows {
+		countByDate[item.Date] = item.Count
+	}
+
+	result := make([]UserGrowthPoint, 0, days)
+	for i := 0; i < days; i++ {
+		date := startDate.AddDate(0, 0, i).Format("2006-01-02")
+		result = append(result, UserGrowthPoint{
+			Date:  date,
+			Count: countByDate[date],
+		})
+	}
+	return result, nil
+}
+
+func (s *Service) groupCountByMiniProgramID(ctx context.Context, modelObj interface{}, ids []uint, where string, args ...interface{}) (map[uint]int64, error) {
+	result := make(map[uint]int64)
+	if len(ids) == 0 {
+		return result, nil
+	}
+
+	query := s.db.WithContext(ctx).
+		Model(modelObj).
+		Select("mini_program_id, COUNT(*) AS count").
+		Where("mini_program_id IN ?", ids)
+
+	if where != "" {
+		query = query.Where(where, args...)
+	}
+
+	var rows []groupedCountRow
+	if err := query.Group("mini_program_id").Scan(&rows).Error; err != nil {
+		return nil, err
+	}
+	for _, item := range rows {
+		result[item.MiniProgramID] = item.Count
+	}
+	return result, nil
+}
diff --git a/internal/routes/admin_routes.go b/internal/routes/admin_routes.go
index 96aa148..48507b7 100644
--- a/internal/routes/admin_routes.go
+++ b/internal/routes/admin_routes.go
@@ -20,6 +20,10 @@ func registerAdminRoutes(router *gin.Engine, handler *adminhandler.Handler) {
 		{
 			protected.GET("/profile", handler.Profile)
 			protected.POST("/logout", handler.Logout)
+
+			protected.GET("/stats/overview", handler.StatsOverview)
+			protected.GET("/stats/mini-programs", handler.StatsMiniPrograms)
+			protected.GET("/stats/user-growth", handler.StatsUserGrowth)
 		}
 	}
 }