diff --git a/internal/metrics/collector.go b/internal/metrics/collector.go
index e57f646..e41f17a 100644
--- a/internal/metrics/collector.go
+++ b/internal/metrics/collector.go
@@ -67,18 +67,13 @@ func InitCollector(dbPath string, config *config.Config) error {
 		globalCollector.persistentStats.totalRequests.Store(lastMetrics.TotalRequests)
 		globalCollector.persistentStats.totalErrors.Store(lastMetrics.TotalErrors)
 		globalCollector.persistentStats.totalBytes.Store(lastMetrics.TotalBytes)
-		if err := loadRecentStatusStats(db); err != nil {
-			log.Printf("Warning: Failed to load recent status stats: %v", err)
+		if err := globalCollector.LoadRecentStats(); err != nil {
+			log.Printf("Warning: Failed to load recent stats: %v", err)
 		}
 		log.Printf("Loaded historical metrics: requests=%d, errors=%d, bytes=%d",
 			lastMetrics.TotalRequests, lastMetrics.TotalErrors, lastMetrics.TotalBytes)
 	}
 
-	// 加载最近5分钟的统计数据
-	if err := globalCollector.LoadRecentStats(); err != nil {
-		log.Printf("Warning: Failed to load recent stats: %v", err)
-	}
-
 	globalCollector.cache = cache.NewCache(constants.CacheTTL)
 	globalCollector.monitor = monitor.NewMonitor()
 
@@ -591,30 +586,3 @@ func formatAvgLatency(latencySum, requests int64) string {
 	}
 	return FormatDuration(time.Duration(latencySum / requests))
 }
-
-func loadRecentStatusStats(db *models.MetricsDB) error {
-	rows, err := db.DB.Query(`
-		SELECT status_group, count 
-		FROM status_stats 
-		WHERE timestamp >= datetime('now', '-5', 'minutes')
-	`)
-	if err != nil {
-		return err
-	}
-	defer rows.Close()
-
-	for rows.Next() {
-		var group string
-		var count int64
-		if err := rows.Scan(&group, &count); err != nil {
-			return err
-		}
-		if len(group) > 0 {
-			idx := (int(group[0]) - '0') - 1
-			if idx >= 0 && idx < len(globalCollector.statusStats) {
-				globalCollector.statusStats[idx].Store(count)
-			}
-		}
-	}
-	return rows.Err()
-}
diff --git a/internal/models/metrics.go b/internal/models/metrics.go
index 6ccb8c6..1cfd7d3 100644
--- a/internal/models/metrics.go
+++ b/internal/models/metrics.go
@@ -7,6 +7,7 @@ import (
 	"log"
 	"proxy-go/internal/constants"
 	"strings"
+	"sync"
 	"sync/atomic"
 	"time"
 
@@ -793,3 +794,94 @@ func (db *MetricsDB) GetStats() map[string]interface{} {
 		"last_error":    db.stats.lastError.Load(),
 	}
 }
+
+func (db *MetricsDB) LoadRecentStats(statusStats *[6]atomic.Int64, pathStats *sync.Map, refererStats *sync.Map) error {
+	// 加载状态码统计
+	rows, err := db.DB.Query(`
+		SELECT status_group, SUM(count) as count 
+		FROM status_code_history 
+		WHERE timestamp >= datetime('now', '-5', 'minutes')
+		GROUP BY status_group
+	`)
+	if err != nil {
+		return err
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var group string
+		var count int64
+		if err := rows.Scan(&group, &count); err != nil {
+			return err
+		}
+		if len(group) > 0 {
+			idx := (int(group[0]) - '0') - 1
+			if idx >= 0 && idx < len(statusStats) {
+				statusStats[idx].Store(count)
+			}
+		}
+	}
+
+	// 加载路径统计
+	rows, err = db.DB.Query(`
+		SELECT 
+			path, 
+			SUM(request_count) as requests,
+			SUM(error_count) as errors,
+			AVG(bytes_transferred) as bytes,
+			AVG(avg_latency) as latency
+		FROM popular_paths_history
+		WHERE timestamp >= datetime('now', '-5', 'minutes')
+		GROUP BY path
+		ORDER BY requests DESC
+		LIMIT 10
+	`)
+	if err != nil {
+		return err
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var path string
+		var requests, errors, bytes int64
+		var latency float64
+		if err := rows.Scan(&path, &requests, &errors, &bytes, &latency); err != nil {
+			return err
+		}
+		stats := &PathStats{}
+		stats.Requests.Store(requests)
+		stats.Errors.Store(errors)
+		stats.Bytes.Store(bytes)
+		stats.LatencySum.Store(int64(latency))
+		pathStats.Store(path, stats)
+	}
+
+	// 加载引用来源统计
+	rows, err = db.DB.Query(`
+		SELECT 
+			referer,
+			SUM(request_count) as requests
+		FROM referer_history
+		WHERE timestamp >= datetime('now', '-5', 'minutes')
+		GROUP BY referer
+		ORDER BY requests DESC
+		LIMIT 10
+	`)
+	if err != nil {
+		return err
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var referer string
+		var requests int64
+		if err := rows.Scan(&referer, &requests); err != nil {
+			return err
+		}
+		stats := &PathStats{}
+		stats.Requests.Store(requests)
+		refererStats.Store(referer, stats)
+	}
+
+	return nil
+}