diff --git a/backend/monitoring/urls.py b/backend/monitoring/urls.py
index 66f0a4b..dd45b6f 100644
--- a/backend/monitoring/urls.py
+++ b/backend/monitoring/urls.py
@@ -7,6 +7,7 @@ urlpatterns = [
     path("dashboard/", views.dashboard_snapshot, name="dashboard-snapshot"),
     path("gps/latest/", views.gps_latest, name="gps-latest"),
     path("network/latest/", views.network_latest, name="network-latest"),
+    path("clock/calibrate/", views.clock_calibration, name="clock-calibration"),
     path("video/status/", views.video_status, name="video-status"),
     path("video/frame/", views.video_frame, name="video-frame"),
     path("video/display-probe/", views.video_display_probe, name="video-display-probe"),
diff --git a/backend/monitoring/video.py b/backend/monitoring/video.py
index edf8071..9dc24b4 100644
--- a/backend/monitoring/video.py
+++ b/backend/monitoring/video.py
@@ -51,7 +51,13 @@ class VideoDisplayProbeStore:
             request_to_paint_ms=None,
             response_to_paint_ms=None,
             backend_to_request_ms=None,
+            backend_to_request_ms_raw=None,
+            backend_to_paint_ms=None,
             backend_to_paint_ms_raw=None,
+            browser_backend_clock_offset_ms=None,
+            browser_backend_clock_rtt_ms=None,
+            browser_backend_clock_sample_count=0,
+            browser_backend_clock_calibrated_at=None,
         )
 
     def record_event(self, payload: dict[str, Any]) -> None:
@@ -59,6 +65,10 @@ class VideoDisplayProbeStore:
         request_started_unix_ms = payload.get("request_started_unix_ms")
         response_received_unix_ms = payload.get("response_received_unix_ms")
         paint_unix_ms = payload.get("paint_unix_ms")
+        browser_backend_clock_offset_ms = self._coerce_float(payload.get("browser_backend_clock_offset_ms"))
+        browser_backend_clock_rtt_ms = self._coerce_float(payload.get("browser_backend_clock_rtt_ms"))
+        browser_backend_clock_sample_count = self._coerce_int(payload.get("browser_backend_clock_sample_count"))
+        browser_backend_clock_calibrated_at = self._coerce_text(payload.get("browser_backend_clock_calibrated_at"))
         request_to_paint_ms = self._duration_ms(paint_unix_ms, request_started_unix_ms, clamp_floor_zero=True)
         response_to_paint_ms = self._duration_ms(paint_unix_ms, response_received_unix_ms, clamp_floor_zero=True)
         backend_received_unix_ms = None
@@ -67,11 +77,24 @@ class VideoDisplayProbeStore:
                 backend_received_unix_ms = int(backend_received_unix_ns) / 1_000_000.0
         except (TypeError, ValueError):
             backend_received_unix_ms = None
-        backend_to_request_ms = self._duration_ms(request_started_unix_ms, backend_received_unix_ms, clamp_floor_zero=False)
+        backend_received_browser_unix_ms = None
+        if backend_received_unix_ms is not None and browser_backend_clock_offset_ms is not None:
+            backend_received_browser_unix_ms = round(backend_received_unix_ms + browser_backend_clock_offset_ms, 3)
+        backend_to_request_ms_raw = self._duration_ms(request_started_unix_ms, backend_received_unix_ms, clamp_floor_zero=False)
         backend_to_paint_ms_raw = self._duration_ms(paint_unix_ms, backend_received_unix_ms, clamp_floor_zero=False)
+        backend_to_request_ms = self._duration_ms(
+            request_started_unix_ms,
+            backend_received_browser_unix_ms,
+            clamp_floor_zero=True,
+        )
+        backend_to_paint_ms = self._duration_ms(
+            paint_unix_ms,
+            backend_received_browser_unix_ms,
+            clamp_floor_zero=True,
+        )
 
         status = VideoDisplayProbeStatus(
-            updated_at=str(payload.get("updated_at") or ""),
+            updated_at=self._coerce_text(payload.get("updated_at")),
             frame_seq=int(payload["frame_seq"]) if payload.get("frame_seq") is not None else None,
             frame_hash=str(payload.get("frame_hash") or ""),
             input_to_next_fresh_frame_ms=self._coerce_float(payload.get("input_to_next_fresh_frame_ms")),
@@ -80,11 +103,29 @@ class VideoDisplayProbeStore:
             request_to_paint_ms=request_to_paint_ms,
             response_to_paint_ms=response_to_paint_ms,
             backend_to_request_ms=backend_to_request_ms,
+            backend_to_request_ms_raw=backend_to_request_ms_raw,
+            backend_to_paint_ms=backend_to_paint_ms,
             backend_to_paint_ms_raw=backend_to_paint_ms_raw,
+            browser_backend_clock_offset_ms=browser_backend_clock_offset_ms,
+            browser_backend_clock_rtt_ms=browser_backend_clock_rtt_ms,
+            browser_backend_clock_sample_count=browser_backend_clock_sample_count,
+            browser_backend_clock_calibrated_at=browser_backend_clock_calibrated_at,
+        )
+        logged_payload = dict(payload)
+        logged_payload.update(
+            {
+                "request_to_paint_ms": request_to_paint_ms,
+                "response_to_paint_ms": response_to_paint_ms,
+                "backend_received_browser_unix_ms": backend_received_browser_unix_ms,
+                "backend_to_request_ms": backend_to_request_ms,
+                "backend_to_request_ms_raw": backend_to_request_ms_raw,
+                "backend_to_paint_ms": backend_to_paint_ms,
+                "backend_to_paint_ms_raw": backend_to_paint_ms_raw,
+            }
         )
         with self._lock:
             self._latest = status
-        self._logger.write(payload)
+        self._logger.write(logged_payload)
 
     def get_status(self) -> dict[str, Any]:
         with self._lock:
@@ -99,7 +140,13 @@ class VideoDisplayProbeStore:
             "request_to_paint_ms": latest.request_to_paint_ms,
             "response_to_paint_ms": latest.response_to_paint_ms,
             "backend_to_request_ms": latest.backend_to_request_ms,
+            "backend_to_request_ms_raw": latest.backend_to_request_ms_raw,
+            "backend_to_paint_ms": latest.backend_to_paint_ms,
             "backend_to_paint_ms_raw": latest.backend_to_paint_ms_raw,
+            "browser_backend_clock_offset_ms": latest.browser_backend_clock_offset_ms,
+            "browser_backend_clock_rtt_ms": latest.browser_backend_clock_rtt_ms,
+            "browser_backend_clock_sample_count": latest.browser_backend_clock_sample_count,
+            "browser_backend_clock_calibrated_at": latest.browser_backend_clock_calibrated_at,
         }
 
     def close(self) -> None:
@@ -114,6 +161,20 @@ class VideoDisplayProbeStore:
         except (TypeError, ValueError):
             return None
 
+    @staticmethod
+    def _coerce_int(value: Any) -> int:
+        try:
+            if value is None:
+                return 0
+            return int(value)
+        except (TypeError, ValueError):
+            return 0
+
+    @staticmethod
+    def _coerce_text(value: Any) -> str | None:
+        text = str(value or "").strip()
+        return text or None
+
     @classmethod
     def _duration_ms(cls, end_ms: Any, start_ms: Any, *, clamp_floor_zero: bool) -> float | None:
         end_value = cls._coerce_float(end_ms)
@@ -152,7 +213,13 @@ class VideoDisplayProbeStatus:
     request_to_paint_ms: float | None
     response_to_paint_ms: float | None
     backend_to_request_ms: float | None
+    backend_to_request_ms_raw: float | None
+    backend_to_paint_ms: float | None
     backend_to_paint_ms_raw: float | None
+    browser_backend_clock_offset_ms: float | None
+    browser_backend_clock_rtt_ms: float | None
+    browser_backend_clock_sample_count: int
+    browser_backend_clock_calibrated_at: str | None
 
 
 class OmniSocketVideoReceiver:
diff --git a/backend/monitoring/views.py b/backend/monitoring/views.py
index 3edb0f5..fb9664e 100644
--- a/backend/monitoring/views.py
+++ b/backend/monitoring/views.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import json
+import time
 
 from django.views.decorators.csrf import csrf_exempt
 from django.http import HttpResponse, StreamingHttpResponse
@@ -31,6 +32,20 @@ def network_latest(request):
     return Response(network_service.get_latest())
 
 
+@api_view(["GET"])
+def clock_calibration(request):
+    server_received_unix_ns = time.time_ns()
+    server_sent_unix_ns = time.time_ns()
+    response = Response(
+        {
+            "server_received_unix_ms": round(server_received_unix_ns / 1_000_000.0, 3),
+            "server_sent_unix_ms": round(server_sent_unix_ns / 1_000_000.0, 3),
+        }
+    )
+    response["Cache-Control"] = "no-store, no-cache, must-revalidate, max-age=0"
+    return response
+
+
 @api_view(["GET"])
 def video_status(request):
     return Response(video_service.get_status())
diff --git a/frontend/src/components/VideoPanel.vue b/frontend/src/components/VideoPanel.vue
index 8016a29..3e06a1c 100644
--- a/frontend/src/components/VideoPanel.vue
+++ b/frontend/src/components/VideoPanel.vue
@@ -1,7 +1,7 @@
 <script setup lang="ts">
 import { computed, onMounted, onUnmounted, ref, watch } from 'vue'
 
-import { buildVideoFrameUrl, fetchVideoStatus, postVideoDisplayProbe } from '@/lib/api'
+import { buildVideoFrameUrl, fetchClockCalibrationSample, fetchVideoStatus, postVideoDisplayProbe } from '@/lib/api'
 import { useOperatorInputTelemetry } from '@/composables/useControlInterface'
 import type { NetworkTelemetry, VideoStatus } from '@/types'
 
@@ -12,6 +12,9 @@ const props = defineProps<{
 
 const STATUS_REFRESH_MS = 300
 const DISPLAY_PROBE_INTERVAL_MS = 200
+const CLOCK_CALIBRATION_INTERVAL_MS = 1000
+const CLOCK_CALIBRATION_SAMPLE_WINDOW = 9
+const CLOCK_CALIBRATION_STALE_MS = CLOCK_CALIBRATION_INTERVAL_MS * 3
 
 type PendingInputProbe = {
   token: number
@@ -23,6 +26,13 @@ type PendingInputProbe = {
   paintResolved: boolean
 }
 
+type ClockCalibrationSnapshot = {
+  offsetMs: number | null
+  rttMs: number | null
+  sampleCount: number
+  updatedAt: string | null
+}
+
 const liveVideo = ref<VideoStatus | null>(props.video)
 const frameUrl = ref(buildVideoFrameUrl(0))
 const displayVideo = computed(() => liveVideo.value ?? props.video)
@@ -42,6 +52,13 @@ const {
 const freshness = computed(() => displayVideo.value?.freshness)
 const networkEstimate = computed(() => props.network?.latency_estimate ?? null)
 const senderClockDebug = computed(() => displayVideo.value?.timing ?? null)
+const EMPTY_CLOCK_CALIBRATION: ClockCalibrationSnapshot = {
+  offsetMs: null,
+  rttMs: null,
+  sampleCount: 0,
+  updatedAt: null,
+}
+const clockCalibration = ref<ClockCalibrationSnapshot>({ ...EMPTY_CLOCK_CALIBRATION })
 
 const modeLabel = computed(() => {
   if (!displayVideo.value) {
@@ -83,13 +100,81 @@ function wallClockNowMs() {
 let frameTimer: number | null = null
 let statusTimer: number | null = null
 let probeTimer: number | null = null
+let calibrationTimer: number | null = null
 let frameKey = 0
 let probeKey = 0
 let statusRequestPending = false
 let probeRequestPending = false
+let calibrationRequestPending = false
 let lastObservedFrameSeq: number | null = null
 let lastObservedFrameHash = ''
 let pendingInputProbe: PendingInputProbe | null = null
+let clockOffsetSamples: number[] = []
+let clockRttSamples: number[] = []
+
+function boundedMedian(samples: number[]) {
+  if (samples.length === 0) {
+    return null
+  }
+  const sorted = [...samples].sort((left, right) => left - right)
+  const middle = Math.floor(sorted.length / 2)
+  if (sorted.length % 2 === 1) {
+    return sorted[middle] ?? null
+  }
+  const left = sorted[middle - 1]
+  const right = sorted[middle]
+  if (left == null || right == null) {
+    return null
+  }
+  return (left + right) / 2
+}
+
+function clearClockCalibration() {
+  clockOffsetSamples = []
+  clockRttSamples = []
+  clockCalibration.value = { ...EMPTY_CLOCK_CALIBRATION }
+}
+
+function isClockCalibrationFresh(snapshot: ClockCalibrationSnapshot, nowMs = wallClockNowMs()) {
+  if (snapshot.offsetMs == null || snapshot.rttMs == null || !snapshot.updatedAt) {
+    return false
+  }
+  const updatedAtMs = Date.parse(snapshot.updatedAt)
+  if (!Number.isFinite(updatedAtMs)) {
+    return false
+  }
+  return nowMs - updatedAtMs <= CLOCK_CALIBRATION_STALE_MS
+}
+
+function expireClockCalibrationIfStale(nowMs = wallClockNowMs()) {
+  if (clockCalibration.value.sampleCount > 0 && !isClockCalibrationFresh(clockCalibration.value, nowMs)) {
+    clearClockCalibration()
+  }
+}
+
+function currentClockCalibration(nowMs = wallClockNowMs()) {
+  expireClockCalibrationIfStale(nowMs)
+  return clockCalibration.value
+}
+
+function updateClockCalibration(offsetMs: number, rttMs: number) {
+  clockOffsetSamples.push(offsetMs)
+  clockRttSamples.push(rttMs)
+  if (clockOffsetSamples.length > CLOCK_CALIBRATION_SAMPLE_WINDOW) {
+    clockOffsetSamples = clockOffsetSamples.slice(-CLOCK_CALIBRATION_SAMPLE_WINDOW)
+  }
+  if (clockRttSamples.length > CLOCK_CALIBRATION_SAMPLE_WINDOW) {
+    clockRttSamples = clockRttSamples.slice(-CLOCK_CALIBRATION_SAMPLE_WINDOW)
+  }
+  const medianOffset = boundedMedian(clockOffsetSamples)
+  const medianRtt = boundedMedian(clockRttSamples)
+  clockCalibration.value = {
+    offsetMs: medianOffset == null ? null : Number(medianOffset.toFixed(3)),
+    rttMs: medianRtt == null ? null : Number(medianRtt.toFixed(3)),
+    sampleCount: clockOffsetSamples.length,
+    updatedAt: new Date().toISOString(),
+  }
+}
 
 async function refreshStatus() {
   if (statusRequestPending) {
@@ -105,6 +190,30 @@ async function refreshStatus() {
   }
 }
 
+async function runClockCalibration() {
+  if (calibrationRequestPending) {
+    return
+  }
+  calibrationRequestPending = true
+  const clientSendUnixMs = wallClockNowMs()
+  expireClockCalibrationIfStale(clientSendUnixMs)
+  try {
+    const sample = await fetchClockCalibrationSample()
+    const clientRecvUnixMs = wallClockNowMs()
+    if (!Number.isFinite(sample.server_received_unix_ms) || !Number.isFinite(sample.server_sent_unix_ms)) {
+      return
+    }
+    const offsetMs = ((clientSendUnixMs - sample.server_received_unix_ms) + (clientRecvUnixMs - sample.server_sent_unix_ms)) / 2
+    const rawRttMs = (clientRecvUnixMs - clientSendUnixMs) - (sample.server_sent_unix_ms - sample.server_received_unix_ms)
+    updateClockCalibration(Number(offsetMs.toFixed(3)), Number(Math.max(0, rawRttMs).toFixed(3)))
+  } catch {
+    // Calibration is best-effort only.
+  } finally {
+    expireClockCalibrationIfStale()
+    calibrationRequestPending = false
+  }
+}
+
 function refreshFrame() {
   if (!canRequestFrames.value) {
     return
@@ -137,6 +246,17 @@ function startStatusLoop() {
   }, STATUS_REFRESH_MS)
 }
 
+function startClockCalibrationLoop() {
+  if (calibrationTimer != null) {
+    window.clearInterval(calibrationTimer)
+    calibrationTimer = null
+  }
+  void runClockCalibration()
+  calibrationTimer = window.setInterval(() => {
+    void runClockCalibration()
+  }, CLOCK_CALIBRATION_INTERVAL_MS)
+}
+
 function maybeTrackOperatorInput() {
   pendingInputProbe = {
     token: operatorInputSequence.value,
@@ -227,6 +347,7 @@ async function runDisplayProbe() {
 
       lastObservedFrameSeq = frameSeq
       lastObservedFrameHash = frameHashHeader
+      const calibration = currentClockCalibration(paintUnixMs)
 
       await postVideoDisplayProbe({
         updated_at: new Date().toISOString(),
@@ -240,6 +361,10 @@ async function runDisplayProbe() {
         input_to_next_fresh_frame_ms: inputToNextFreshFrameMs,
         input_to_next_changed_frame_ms: inputToNextChangedFrameMs,
         input_to_next_paint_ms: inputToNextPaintMs,
+        browser_backend_clock_offset_ms: calibration.offsetMs,
+        browser_backend_clock_rtt_ms: calibration.rttMs,
+        browser_backend_clock_sample_count: calibration.sampleCount,
+        browser_backend_clock_calibrated_at: calibration.updatedAt,
       })
     } finally {
       URL.revokeObjectURL(objectUrl)
@@ -269,6 +394,7 @@ onMounted(() => {
   startStatusLoop()
   startFrameLoop()
   startProbeLoop()
+  startClockCalibrationLoop()
 })
 
 onUnmounted(() => {
@@ -281,6 +407,9 @@ onUnmounted(() => {
   if (probeTimer != null) {
     window.clearInterval(probeTimer)
   }
+  if (calibrationTimer != null) {
+    window.clearInterval(calibrationTimer)
+  }
 })
 
 watch(
diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
index d94c017..7dd4d6d 100644
--- a/frontend/src/lib/api.ts
+++ b/frontend/src/lib/api.ts
@@ -20,6 +20,19 @@ export function fetchVideoStatus() {
   return fetchJson<VideoStatus>('/api/video/status/')
 }
 
+export async function fetchClockCalibrationSample() {
+  const response = await fetch(`${API_BASE}/api/clock/calibrate/`, {
+    cache: 'no-store',
+  })
+  if (!response.ok) {
+    throw new Error(`clock calibration failed: ${response.status} ${response.statusText}`)
+  }
+  return response.json() as Promise<{
+    server_received_unix_ms: number
+    server_sent_unix_ms: number
+  }>
+}
+
 export function buildVideoFrameUrl(frameKey: number) {
   return `${API_BASE}/api/video/frame/?frame=${frameKey}&t=${Date.now()}`
 }
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index 48ceb80..d0b93dc 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -274,7 +274,13 @@ export interface VideoStatus {
     request_to_paint_ms: number | null
     response_to_paint_ms: number | null
     backend_to_request_ms: number | null
+    backend_to_request_ms_raw: number | null
+    backend_to_paint_ms: number | null
     backend_to_paint_ms_raw: number | null
+    browser_backend_clock_offset_ms: number | null
+    browser_backend_clock_rtt_ms: number | null
+    browser_backend_clock_sample_count: number
+    browser_backend_clock_calibrated_at: string | null
   }
   receiver?: {
     backend_ready: boolean