diff --git a/frontend/src/pages/OpsPipeline.tsx b/frontend/src/pages/OpsPipeline.tsx
index 0a77a4d..e0da0ba 100644
--- a/frontend/src/pages/OpsPipeline.tsx
+++ b/frontend/src/pages/OpsPipeline.tsx
@@ -2,6 +2,16 @@ import { useState } from 'react';
 import { usePipelineHealth } from '../api/hooks';
 import { LoadingSpinner, DateRangeSelector, Card } from '../components/ui';
 
+const QUEUE_LABELS: Record<string, string> = {
+  ingestion: 'Ingestion',
+  parsing: 'Parsing',
+  extraction: 'Extraction',
+  macro_classification: 'Macro Classification',
+  aggregation: 'Aggregation',
+  recommendation: 'Recommendation',
+  broker_orders: 'Broker Orders',
+};
+
 export function OpsPipelinePage() {
   const [hours, setHours] = useState(24);
   const { data, isLoading } = usePipelineHealth(hours);
@@ -12,6 +22,7 @@ export function OpsPipelinePage() {
   const parsing = (data?.parsing ?? {}) as Record<string, unknown>;
   const extraction = (data?.extraction ?? {}) as Record<string, unknown>;
   const aggregation = (data?.aggregation ?? {}) as Record<string, unknown>;
+  const queueDepths = (data?.queue_depths ?? {}) as Record<string, number>;
 
   return (
     <div className="space-y-6">
@@ -20,6 +31,23 @@ export function OpsPipelinePage() {
         <DateRangeSelector value={hours} onChange={setHours} />
       </div>
 
+      {/* Queue Depths */}
+      <Card>
+        <h2 className="mb-3 text-sm font-medium text-gray-400">Queue Depths (live)</h2>
+        <div className="grid grid-cols-2 gap-3 sm:grid-cols-4 lg:grid-cols-7">
+          {Object.entries(QUEUE_LABELS).map(([key, label]) => {
+            const depth = queueDepths[key] ?? 0;
+            const color = depth > 100 ? 'text-amber-400' : depth > 0 ? 'text-blue-400' : 'text-gray-500';
+            return (
+              <div key={key} className="rounded-lg border border-surface-700 bg-surface-950 p-3 text-center">
+                <div className={`text-2xl font-bold ${color}`}>{depth}</div>
+                <div className="text-xs text-gray-500">{label}</div>
+              </div>
+            );
+          })}
+        </div>
+      </Card>
+
       {/* Document Stage Counts */}
       <Card>
         <h2 className="mb-3 text-sm font-medium text-gray-400">Document Stages</h2>
diff --git a/services/api/app.py b/services/api/app.py
index 65ca1ad..125a6e0 100644
--- a/services/api/app.py
+++ b/services/api/app.py
@@ -22,6 +22,7 @@ from typing import Any, Optional
 
 import asyncpg
 import httpx
+import redis.asyncio as aioredis
 from fastapi import FastAPI, HTTPException, Query, Request
 from prometheus_client import CONTENT_TYPE_LATEST, generate_latest
 from pydantic import BaseModel
@@ -35,7 +36,7 @@ from services.aggregation.pattern_matcher import (
 from services.extractor.metrics import get_model_performance_summary
 from services.shared.audit import get_entity_audit_trail, get_order_audit_trail, record_audit_event
 from services.shared.config import load_config
-from services.shared.db import get_pg_pool
+from services.shared.db import get_pg_pool, get_redis
 from services.shared.logging import new_trace_id, set_trace_context, setup_logging
 from services.shared.schemas import MAJOR_DECISION_CATALYSTS
 
@@ -43,15 +44,18 @@ logger = logging.getLogger("query_api")
 
 config = load_config()
 pool: Optional[asyncpg.Pool] = None
+rds: Optional[aioredis.Redis] = None
 
 
 @asynccontextmanager
 async def lifespan(app: FastAPI):
-    global pool
+    global pool, rds
     setup_logging("query_api", level=config.log_level, json_output=config.json_logs)
     pool = await get_pg_pool(config)
+    rds = get_redis(config)
     yield
     await pool.close()
+    await rds.close()
 
 
 app = FastAPI(title="Stonks Oracle - Query API", lifespan=lifespan)
@@ -1474,12 +1478,23 @@ async def get_pipeline_health(
         hours,
     )
 
+    # Queue depths from Redis
+    queue_depths: dict[str, int] = {}
+    if rds:
+        for qname in ("ingestion", "parsing", "extraction", "macro_classification", "aggregation", "recommendation", "broker_orders"):
+            try:
+                depth = await rds.llen(f"stonks:queue:{qname}")
+                queue_depths[qname] = depth
+            except Exception:
+                queue_depths[qname] = -1
+
     return {
         "hours": hours,
         "document_stages": [_row_to_dict(r) for r in doc_stages],
         "parsing": _row_to_dict(parse_quality) if parse_quality else {},
         "extraction": _row_to_dict(extraction_stats) if extraction_stats else {},
         "aggregation": _row_to_dict(trend_stats) if trend_stats else {},
+        "queue_depths": queue_depths,
     }