diff --git a/infra/docker/worker.Dockerfile b/infra/docker/worker.Dockerfile
index b11078b8f..4fc1ff980 100755
--- a/infra/docker/worker.Dockerfile
+++ b/infra/docker/worker.Dockerfile
@@ -1,48 +1,104 @@
 # ============================================================
-# Worker Dockerfile - 专门用于 Celery Worker
-# 优化：依赖分层缓存，基础大包和业务依赖分开
+# Worker Dockerfile - 优化版（多阶段构建 + 镜像瘦身）
+# 优化项：
+#   1. 多阶段构建：builder 阶段安装编译依赖，runtime 阶段只保留运行时
+#   2. ffmpeg 静态编译替换：从 apt 安装(457MB) 改为静态二进制(~80MB)
+#   3. Python 依赖瘦身：strip .so 调试符号 + 清理测试文件 + 清理缓存
 # ============================================================
 
-# 基础镜像：Python 3.12 + ffmpeg
-FROM git.xiaoxiajianji.com/xiaoxia/base/python:3.12-slim
+# ==================== Builder 阶段 ====================
+FROM git.xiaoxiajianji.com/xiaoxia/base/python:3.12-slim AS builder
 
-# 构建参数：版本号（CI 传入 commit hash）
+# 使用阿里云镜像加速
+RUN sed -i 's|deb.debian.org|mirrors.aliyun.com|g' /etc/apt/sources.list.d/debian.sources 2>/dev/null || \
+    sed -i 's|deb.debian.org|mirrors.aliyun.com|g' /etc/apt/sources.list 2>/dev/null || true
+
+# 安装编译工具（仅 builder 需要）
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    gcc \
+    g++ \
+    python3-dev \
+    binutils \
+    wget \
+    xz-utils \
+    && rm -rf /var/lib/apt/lists/*
+
+# ---- 下载静态编译 ffmpeg ----
+# 使用 johnvansickle.com 的静态编译版本（业界标准）
+RUN cd /tmp \
+    && wget -q https://johnvansickle.com/ffmpeg/releases/ffmpeg-release-amd64-static.tar.xz \
+    && tar xf ffmpeg-release-amd64-static.tar.xz \
+    && cp ffmpeg-*-amd64-static/ffmpeg /usr/local/bin/ffmpeg \
+    && cp ffmpeg-*-amd64-static/ffprobe /usr/local/bin/ffprobe \
+    && chmod +x /usr/local/bin/ffmpeg /usr/local/bin/ffprobe \
+    && rm -rf ffmpeg-*
+
+# ---- 安装 Python 依赖 ----
+WORKDIR /tmp
+
+# 创建 venv
+RUN python -m venv /opt/venv
+ENV PATH="/opt/venv/bin:$PATH"
+
+# 基础依赖
+COPY requirements-base.txt /tmp/requirements-base.txt
+RUN pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ --trusted-host mirrors.aliyun.com \
+    -r /tmp/requirements-base.txt \
+    && rm /tmp/requirements-base.txt
+
+# Worker 专属大包
+COPY requirements-worker.txt /tmp/requirements-worker.txt
+RUN pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ --trusted-host mirrors.aliyun.com \
+    -r /tmp/requirements-worker.txt \
+    && rm /tmp/requirements-worker.txt
+
+# 业务依赖
+COPY requirements.txt /tmp/requirements.txt
+RUN pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ --trusted-host mirrors.aliyun.com \
+    -r /tmp/requirements.txt \
+    && rm /tmp/requirements.txt
+
+# ---- Python 依赖瘦身 ----
+# 1. strip .so 文件的调试符号（节省约 80-100MB）
+RUN find /opt/venv -name "*.so" -type f -exec strip --strip-all {} \; 2>/dev/null || true
+
+# 2. 清理测试文件（节省约 20MB）
+RUN find /opt/venv -type d -name "tests" -exec rm -rf {} + 2>/dev/null; \
+    find /opt/venv -type d -name "test" -exec rm -rf {} + 2>/dev/null; \
+    find /opt/venv -name "test_*.py" -delete 2>/dev/null || true
+
+# 3. 清理 .pyc 缓存和 __pycache__（节省约 10MB，运行时按需生成）
+RUN find /opt/venv -type d -name "__pycache__" -exec rm -rf {} + 2>/dev/null; \
+    find /opt/venv -name "*.pyc" -delete 2>/dev/null || true
+
+# 4. 清理 dist-info 中的文档
+RUN find /opt/venv -name "*.dist-info" -type d -exec sh -c 'rm -f "$1"/DESCRIPTION.rst "$1"/INSTALLER "$1"/LICENSE* "$1"/WHEEL "$1"/entry_points.txt' _ {} \; 2>/dev/null || true
+
+# ==================== Runtime 阶段 ====================
+FROM git.xiaoxiajianji.com/xiaoxia/base/python:3.12-slim AS runtime
+
+# 构建参数：版本号
 ARG APP_VERSION=dev
 
 # 使用阿里云镜像加速
 RUN sed -i 's|deb.debian.org|mirrors.aliyun.com|g' /etc/apt/sources.list.d/debian.sources 2>/dev/null || \
     sed -i 's|deb.debian.org|mirrors.aliyun.com|g' /etc/apt/sources.list 2>/dev/null || true
 
-# 安装系统依赖
+# 安装最小运行时依赖（opencv-python-headless 需要 libglib2.0-0）
 RUN apt-get update && apt-get install -y --no-install-recommends \
-    ffmpeg \
-    libsm6 \
-    libxext6 \
-    libgl1 \
+    libglib2.0-0 \
     && rm -rf /var/lib/apt/lists/*
 
+# 从 builder 复制 ffmpeg 静态二进制
+COPY --from=builder /usr/local/bin/ffmpeg /usr/local/bin/ffmpeg
+COPY --from=builder /usr/local/bin/ffprobe /usr/local/bin/ffprobe
+
+# 从 builder 复制 Python 虚拟环境
+COPY --from=builder /opt/venv /opt/venv
+
 # 设置工作目录
 WORKDIR /app
 
-# ---- 依赖分层：基础依赖（变化少，缓存命中率高）----
-COPY requirements-base.txt /tmp/requirements-base.txt
-
-RUN python -m venv /opt/venv \
-    && /opt/venv/bin/pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ --trusted-host mirrors.aliyun.com -r /tmp/requirements-base.txt \
-    && rm /tmp/requirements-base.txt
-
-# ---- 依赖分层：Worker 专属大包（视频处理，变化极少）----
-COPY requirements-worker.txt /tmp/requirements-worker.txt
-
-RUN /opt/venv/bin/pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ --trusted-host mirrors.aliyun.com -r /tmp/requirements-worker.txt \
-    && rm /tmp/requirements-worker.txt
-
-# ---- 依赖分层：业务依赖（变化频繁）----
-COPY requirements.txt /tmp/requirements.txt
-
-RUN /opt/venv/bin/pip install --no-cache-dir -i https://mirrors.aliyun.com/pypi/simple/ --trusted-host mirrors.aliyun.com -r /tmp/requirements.txt \
-    && rm /tmp/requirements.txt
-
 # 复制应用代码
 COPY apps/worker/ /app/apps/worker/
 COPY apps/api/app/config.py /app/apps/api/app/config.py
@@ -51,7 +107,7 @@ COPY packages/ /app/packages/
 COPY alembic.ini /app/alembic.ini
 COPY migrations/ /app/migrations/
 
-# 复制 Worker 启动脚本（支持 WORKER_CONCURRENCY 环境变量）
+# 复制 Worker 启动脚本
 COPY infra/docker/entrypoint-worker.sh /usr/local/bin/entrypoint-worker.sh
 RUN chmod +x /usr/local/bin/entrypoint-worker.sh