diff --git a/backend/docker-entrypoint.sh b/backend/docker-entrypoint.sh
index 280cd5b..ffe6a4f 100644
--- a/backend/docker-entrypoint.sh
+++ b/backend/docker-entrypoint.sh
@@ -48,6 +48,13 @@ echo "📦 执行数据库迁移..."
 
 echo "✅ 数据库迁移完成"
 
-# 启动 uvicorn
-echo "🌐 启动 API 服务..."
-exec .venv/bin/uvicorn app.main:app --host 0.0.0.0 --port 8000
+# 启动 gunicorn (多工作进程模式)
+# 默认开启 4 个 worker，显著提高并发处理能力
+echo "🌐 启动 API 服务 (Gunicorn + 4 Workers)..."
+exec .venv/bin/gunicorn app.main:app \
+    --workers 4 \
+    --worker-class uvicorn.workers.UvicornWorker \
+    --bind 0.0.0.0:8000 \
+    --timeout 120 \
+    --access-logfile - \
+    --error-logfile -
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index e62303f..fd081bd 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -14,6 +14,7 @@ dependencies = [
     # ============ Web Framework ============
     "fastapi>=0.100.0",
     "uvicorn[standard]>=0.23.0",
+    "gunicorn>=21.2.0",
     "sse-starlette>=1.8.2",
 
     # ============ Database ============
diff --git a/backend/uv.lock b/backend/uv.lock
index ba217cb..8a306f6 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -1023,6 +1023,7 @@ dependencies = [
     { name = "esprima" },
     { name = "fastapi" },
     { name = "greenlet" },
+    { name = "gunicorn" },
     { name = "httpx" },
     { name = "jinja2" },
     { name = "jsbeautifier" },
@@ -1102,6 +1103,7 @@ requires-dist = [
     { name = "esprima", specifier = ">=4.0.1" },
     { name = "fastapi", specifier = ">=0.100.0" },
     { name = "greenlet", specifier = ">=3.0.0" },
+    { name = "gunicorn", specifier = ">=21.2.0" },
     { name = "httpx", specifier = ">=0.25.0" },
     { name = "jinja2", specifier = ">=3.1.6" },
     { name = "jsbeautifier", specifier = ">=1.14.0" },
@@ -1748,6 +1750,18 @@ wheels = [
     { url = "https://mirrors.ustc.edu.cn/pypi/packages/19/41/0b430b01a2eb38ee887f88c1f07644a1df8e289353b78e82b37ef988fb64/grpcio-1.76.0-cp314-cp314-win_amd64.whl", hash = "sha256:922fa70ba549fce362d2e2871ab542082d66e2aaf0c19480ea453905b01f384e", size = 4834462, upload-time = "2025-10-21T16:22:39.772Z" },
 ]
 
+[[package]]
+name = "gunicorn"
+version = "23.0.0"
+source = { registry = "https://mirrors.ustc.edu.cn/pypi/simple" }
+dependencies = [
+    { name = "packaging" },
+]
+sdist = { url = "https://mirrors.ustc.edu.cn/pypi/packages/34/72/9614c465dc206155d93eff0ca20d42e1e35afc533971379482de953521a4/gunicorn-23.0.0.tar.gz", hash = "sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec", size = 375031, upload-time = "2024-08-10T20:25:27.378Z" }
+wheels = [
+    { url = "https://mirrors.ustc.edu.cn/pypi/packages/cb/7d/6dac2a6e1eba33ee43f318edbed4ff29151a49b5d37f080aad1e6469bca4/gunicorn-23.0.0-py3-none-any.whl", hash = "sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d", size = 85029, upload-time = "2024-08-10T20:25:24.996Z" },
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
diff --git a/docker-compose.yml b/docker-compose.yml
index a542b89..8c979a9 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -67,8 +67,8 @@ services:
         condition: service_healthy
       redis:
         condition: service_healthy
-    # 开发模式下，可以启用 --reload 热重载
-    command: sh -c ".venv/bin/alembic upgrade head && .venv/bin/uvicorn app.main:app --host 0.0.0.0 --port 8000"
+    # 使用启动脚本自动执行数据库迁移并启动 Gunicorn
+    command: ["/app/docker-entrypoint.sh"]
     networks:
       - deepaudit-network