diff --git a/app.go b/app.go
index e79ecc9..0b16204 100644
--- a/app.go
+++ b/app.go
@@ -86,8 +86,9 @@ func (a *App) startup(ctx context.Context) {
 		logger.LogEvent("图片", "warn", "成功图片目录创建失败，图片保存功能可能不可用: %v", err)
 	}
 
-	if serverTime, err := a.client.ServerTime(); err == nil {
-		logger.LogEvent("时间", "success", "服务端时间获取成功: %s", serverTime.In(constants.CST).Format("2006-01-02 15:04:05.000"))
+	if sample, err := a.client.ServerTimeSample(); err == nil {
+		logger.SetDouyuOffset(sample.Offset)
+		logger.LogEvent("时间", "success", "服务端时间获取成功: %s", sample.EstimatedServerNow().In(constants.CST).Format("2006-01-02 15:04:05.000"))
 	} else {
 		logger.LogEvent("时间", "error", "服务端时间获取失败: %v", err)
 	}
diff --git a/frontend/src/components/log/LogPanel.vue b/frontend/src/components/log/LogPanel.vue
index 081c9c9..2cae78c 100644
--- a/frontend/src/components/log/LogPanel.vue
+++ b/frontend/src/components/log/LogPanel.vue
@@ -157,6 +157,7 @@ const handleVerify = async () => {
         <template v-if="log.source === 'server'">
           <span class="log-prefix">[后端]</span>
           <span v-if="log.time" class="log-time">[{{ log.time }}]</span>
+          <span v-if="log.douyuTime" class="log-douyu-time">D:{{ log.douyuTime }}</span>
           <span v-if="log.category" class="log-cat">{{ log.category }}</span>
           <span v-if="log.account" class="log-account">{{ log.account }}</span>
           <span class="log-msg">{{ log.message }}</span>
@@ -363,6 +364,13 @@ const handleVerify = async () => {
   font-size: 10px;
 }
 
+.log-douyu-time {
+  color: var(--accent);
+  flex-shrink: 0;
+  font-size: 10px;
+  font-weight: 600;
+}
+
 .log-cat {
   display: inline-block;
   padding: 0 4px;
diff --git a/frontend/src/composables/useLogs.ts b/frontend/src/composables/useLogs.ts
index a217511..cae982b 100644
--- a/frontend/src/composables/useLogs.ts
+++ b/frontend/src/composables/useLogs.ts
@@ -12,6 +12,7 @@ export interface LogEntry {
 
 export interface LogMessage {
   time: string
+  douyuTime?: string
   type: 's' | 'e' | 'i' | 'w' | 'd'
   message: string
   category?: string
@@ -40,8 +41,15 @@ const formatServerLogTime = (time: string): string => {
   return match ? match[0] : value
 }
 
+// 从消息中提取斗鱼时间 (D16:25:00.047) 
+const extractDouyuTime = (message: string): string => {
+  const match = String(message || '').match(/\(D(\d{2}:\d{2}:\d{2}\.\d{3})\)/)
+  return match ? match[1] : ''
+}
+
 const cleanServerLogMessage = (message: string): string => {
   return String(message || '')
+    .replace(/^\d{4}\/\d{2}\/\d{2}\s+\d{2}:\d{2}:\d{2}(?:\.\d{3})?\s*\(D\d{2}:\d{2}:\d{2}\.\d{3}\)\s*/i, '')
     .replace(/^\d{4}\/\d{2}\/\d{2}\s+\d{2}:\d{2}:\d{2}(?:\.\d{3})?\s*/i, '')
     .replace(/\[[^\]]+\]\[(debug|info|success|warn|error)\]\s*/i, '')
     .replace(/^\[账号:[^\]]+\]\s*/i, '')
@@ -97,9 +105,11 @@ export function useLogs() {
 
         // 清理后端结构化前缀，时间/分类/账号由独立字段展示。
         const cleanMsg = cleanServerLogMessage(item.message)
+        const dyTime = extractDouyuTime(item.message)
 
         logs.value.push({
           time: formatServerLogTime(item.time || ''),
+          douyuTime: dyTime || undefined,
           type,
           message: cleanMsg,
           category: item.category,
diff --git a/internal/logger/logger.go b/internal/logger/logger.go
index 1662b13..82e74c0 100644
--- a/internal/logger/logger.go
+++ b/internal/logger/logger.go
@@ -23,11 +23,18 @@ const (
 // minLevel 日志最低等级，低于此等级的日志不输出。0=info, 1=warn, 2=error。
 var minLevel atomic.Int32
 
+var douyuOffset atomic.Int64
+
 // SetMinLevel 设置日志最低显示等级。
 func SetMinLevel(level string) {
 	minLevel.Store(int32(levelPriority(level)))
 }
 
+// SetDouyuOffset 设置斗鱼服务端时间与本地时间的偏移量，用于日志双时间显示。
+func SetDouyuOffset(offset time.Duration) {
+	douyuOffset.Store(int64(offset))
+}
+
 func levelPriority(level string) int {
 	switch strings.ToLower(level) {
 	case "debug":
@@ -192,10 +199,19 @@ func logStructuredEvent(category, level, account, format string, args ...any) {
 
 func formatLogLine(now time.Time, category, level, account, message string) string {
 	ts := now.In(constants.CST).Format(logTimeLayout)
-	if account != "" {
-		return fmt.Sprintf("%s [%s][%s][账号:%s] %s", ts, category, level, account, message)
+	offset := time.Duration(douyuOffset.Load())
+	var prefix string
+	if offset != 0 {
+		dyTime := now.Add(offset)
+		prefix = fmt.Sprintf("%s(D%02d:%02d:%02d.%03d) ", ts,
+			dyTime.Hour(), dyTime.Minute(), dyTime.Second(), dyTime.Nanosecond()/1e6)
+	} else {
+		prefix = ts + " "
 	}
-	return fmt.Sprintf("%s [%s][%s] %s", ts, category, level, message)
+	if account != "" {
+		return fmt.Sprintf("%s[%s][%s][账号:%s] %s", prefix, category, level, account, message)
+	}
+	return fmt.Sprintf("%s[%s][%s] %s", prefix, category, level, message)
 }
 
 // LogMeta 是从日志文本中解析出的结构化信息。
diff --git a/internal/seckill/scheduler.go b/internal/seckill/scheduler.go
index ec5c8bb..f27f46d 100644
--- a/internal/seckill/scheduler.go
+++ b/internal/seckill/scheduler.go
@@ -644,8 +644,7 @@ func jitterDuration(base time.Duration) time.Duration {
 	if base <= 0 {
 		return 0
 	}
-	// 加一点抖动，避免所有机器严格同频请求。
-	jitter := time.Duration(rand.Int63n(int64(base / 3)))
+	jitter := time.Duration(rand.Int63n(int64(base / 10)))
 	return base + jitter
 }
 
@@ -858,6 +857,7 @@ func (s *Scheduler) calibrateDouyuTime(label string) types.TimeCalibration {
 	if err != nil {
 		logger.LogEvent("时间", "warn", "%s校准降级: %v", label, err)
 	}
+	logger.SetDouyuOffset(calibration.Offset)
 	logger.LogEvent("时间", "success", "%s校准完成: 斗鱼估算=%s 偏移=%dms 误差<=%dms RTT=%dms 采样=%d 来源=%s",
 		label,
 		calibration.EstimatedServerNow().In(constants.CST).Format("2006-01-02 15:04:05.000"),