diff --git a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/README.md b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/README.md
index 0cc36398c2a..3fe02b53c94 100644
--- a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/README.md
+++ b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/README.md
@@ -47,35 +47,9 @@ Go to the `dataproxy-sdk-cpp` directory, and run:
 
 ### Method 2: Docker Build
 
-**Prerequisites for Docker build:**
-- Docker installed on your system
+Use a pre-configured Docker environment with all necessary dependencies.
 
-This method uses a pre-configured Docker environment with all necessary dependencies.
-
-Go to the `dataproxy-sdk-cpp` directory, and run:
-
-1. Build the Docker image:
-```bash
-docker build -f docker/Dockerfile -t inlong/dataproxy-cpp-compile .
-```
-
-2. Run the build:
-```bash
-docker run -v $(pwd):/dataproxy-sdk-cpp inlong/dataproxy-cpp-compile
-```
-
-Alternatively, you can navigate to the docker directory and build from there:
-
-```bash
-cd docker
-docker build -t inlong/dataproxy-cpp-compile .
-cd ..
-docker run -v $(pwd):/dataproxy-sdk-cpp inlong/dataproxy-cpp-compile
-```
-
-Build artifacts will be available in the `build/` and `release/` subdirectories.
-
-For more details about Docker build, see [docker/README-Docker.md](docker/README-Docker.md).
+For detailed instructions on Docker-based builds, see [dataproxy-sdk-docker/README.md](../dataproxy-sdk-docker/README.md).
 
 ## Config Parameters
 
diff --git a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/docker/Dockerfile b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/docker/Dockerfile
deleted file mode 100644
index db2f8106175..00000000000
--- a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/docker/Dockerfile
+++ /dev/null
@@ -1,110 +0,0 @@
-#
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-#   http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing,
-# software distributed under the License is distributed on an
-# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-# KIND, either express or implied.  See the License for the
-# specific language governing permissions and limitations
-# under the License.
-#
-
-# Use CentOS 7 as base image
-FROM centos:7
-
-# Set working directory
-WORKDIR /dataproxy-sdk-cpp/
-
-## Switch to Tencent mirror to fix CentOS 7 yum source issues
-RUN sed -e 's|^mirrorlist=|#mirrorlist=|g' \
-       -e 's|^#baseurl=http://mirror.centos.org|baseurl=https://mirrors.tencent.com|g' \
-       -i.bak /etc/yum.repos.d/CentOS-*.repo && \
-   yum clean all && \
-   yum makecache
-
-# Install necessary dependency packages
-RUN yum update -y && \
-    yum install -y \
-        gcc \
-        gcc-c++ \
-        make \
-        autoconf \
-        automake \
-        libtool \
-        pkgconfig \
-        wget \
-        openssl-devel \
-        zlib-devel \
-    && yum clean all && rm -rf /var/cache/yum
-
-# Build and install SSL-enabled curl (used by Git and CMake)
-ARG CURL_VERSION=7.78.0
-RUN cd /tmp && \
-    wget https://curl.se/download/curl-${CURL_VERSION}.tar.gz && \
-    tar -xzf curl-${CURL_VERSION}.tar.gz && \
-    cd curl-${CURL_VERSION} && \
-    ./configure --prefix=/usr/local --with-ssl --with-zlib && \
-    make -j"$(nproc)" && \
-    make install && \
-    ln -sf /usr/local/bin/curl /usr/bin/curl && \
-    echo "/usr/local/lib" > /etc/ld.so.conf.d/usr-local.conf && ldconfig && \
-    cd / && rm -rf /tmp/curl-*
-
-# Verify curl SSL support
-RUN curl --version
-
-# Build and install Git (compile from source with CURL support)
-ARG GIT_VERSION=2.34.1
-RUN cd /tmp && \
-    wget https://github.com/git/git/archive/v${GIT_VERSION}.tar.gz && \
-    tar -xzf v${GIT_VERSION}.tar.gz && \
-    cd git-${GIT_VERSION} && \
-    make configure && \
-    ./configure --prefix=/usr/local --with-curl=/usr/local && \
-    make -j"$(nproc)" \
-        NO_GETTEXT=YesPlease \
-        NO_EXPAT=YesPlease \
-        NO_PERL=YesPlease \
-        NO_TCLTK=YesPlease && \
-    make install \
-        NO_GETTEXT=YesPlease \
-        NO_EXPAT=YesPlease \
-        NO_PERL=YesPlease \
-        NO_TCLTK=YesPlease && \
-    ln -sf /usr/local/bin/git /usr/bin/git && \
-    cd / && rm -rf /tmp/git-* /tmp/v${GIT_VERSION}.tar.gz
-
-# Verify gcc and git versions
-RUN gcc --version && git --version
-
-# Build and install CMake using system curl
-ARG CMAKE_VERSION=3.12.4
-RUN cd /tmp && \
-    wget https://cmake.org/files/v3.12/cmake-${CMAKE_VERSION}.tar.gz && \
-    tar -xzf cmake-${CMAKE_VERSION}.tar.gz && \
-    cd cmake-${CMAKE_VERSION} && \
-    ./configure --prefix=/usr/local --system-curl && \
-    make -j"$(nproc)" && \
-    make install && \
-    ln -sf /usr/local/bin/cmake /usr/bin/cmake && \
-    ln -sf /usr/local/bin/ctest /usr/bin/ctest && \
-    ln -sf /usr/local/bin/cpack /usr/bin/cpack && \
-    cd / && rm -rf /tmp/cmake-*
-
-# Verify CMake version
-RUN cmake --version
-
-# Copy and setup build script from docker directory
-COPY build_docker.sh /usr/local/bin/build_docker.sh
-RUN chmod +x /usr/local/bin/build_docker.sh
-
-# Set entrypoint to build script
-ENTRYPOINT ["/usr/local/bin/build_docker.sh"]
\ No newline at end of file
diff --git a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/docker/README-Docker.md b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/docker/README-Docker.md
deleted file mode 100644
index ee5a1a8a80f..00000000000
--- a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp/docker/README-Docker.md
+++ /dev/null
@@ -1,55 +0,0 @@
-# DataProxy SDK C++ Docker Compile Environment
-
-Docker image providing GCC, CMake, and Git environment for compiling C++ dataproxy SDK.
-
-## Environment
-
-- **OS**: CentOS 7
-- **GCC**: System default (4.8.5)
-- **CMake**: 3.12.4
-- **Git**: 2.34.1
-- **Curl**: 7.78.0
-- **Tools**: gcc, gcc-c++, make, autoconf, automake, libtool, pkgconfig, openssl-devel, zlib-devel
-
-## Build Docker Image
-
-Navigate to the `dataproxy-sdk-cpp/docker` directory and build the image:
-
-```bash
-cd docker
-docker build -t inlong/dataproxy-cpp-compile .
-```
-
-## Usage
-
-### Basic Usage
-
-Run from the `dataproxy-sdk-cpp` directory:
-
-```bash
-docker run -v $(pwd):/dataproxy-sdk-cpp inlong/dataproxy-cpp-compile
-```
-
-### Example
-
-```bash
-# Navigate to the dataproxy-sdk-cpp directory
-cd /path/to/inlong/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp
-
-# Run the build
-docker run -v $(pwd):/dataproxy-sdk-cpp inlong/dataproxy-cpp-compile
-```
-
-### Alternative Usage
-
-You can also run from any directory by specifying the full path:
-
-```bash
-docker run -v /path/to/dataproxy-sdk-cpp:/dataproxy-sdk-cpp inlong/dataproxy-cpp-compile
-```
-
-## Output
-
-Build artifacts will be available in the following directories of your source code:
-- `build/` - CMake build directory with object files and intermediate artifacts
-- `release/` - Final release artifacts and libraries
\ No newline at end of file
diff --git a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker/Dockerfile b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker/Dockerfile
new file mode 100644
index 00000000000..638e3a7170a
--- /dev/null
+++ b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker/Dockerfile
@@ -0,0 +1,152 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+FROM centos:7
+
+ARG PYTHON_VERSION=3.8.0
+ARG CMAKE_VERSION=3.12.4
+ARG CURL_VERSION=7.78.0
+ARG OPENSSL_VERSION=1.1.1w
+ARG GIT_VERSION=2.34.1
+
+WORKDIR /workspace
+
+RUN sed -e 's|^mirrorlist=|#mirrorlist=|g' \
+        -e 's|^#baseurl=http://mirror.centos.org|baseurl=https://mirrors.tencent.com|g' \
+        -i.bak /etc/yum.repos.d/CentOS-*.repo && \
+    yum clean all && \
+    yum makecache && \
+    yum update -y && \
+    yum install -y \
+        gcc \
+        gcc-c++ \
+        make \
+        autoconf \
+        automake \
+        libtool \
+        pkgconfig \
+        wget \
+        openssl-devel \
+        zlib-devel \
+        glibc-devel \
+        glibc-headers \
+        kernel-headers \
+        libffi-devel \
+        curl-devel \
+        expat-devel \
+        gettext-devel \
+        perl-CPAN \
+        perl-devel \
+        && \
+    yum clean all && \
+    rm -rf /var/cache/yum
+
+# Build and install Git, Curl and CMake
+RUN cd /tmp && \
+    # Build Git \
+    wget https://mirrors.edge.kernel.org/pub/software/scm/git/git-${GIT_VERSION}.tar.gz && \
+    tar -xzf git-${GIT_VERSION}.tar.gz && \
+    cd git-${GIT_VERSION} && \
+    make prefix=/usr/local all -j"$(nproc)" && \
+    make prefix=/usr/local install && \
+    cd /tmp && \
+    rm -rf git-* && \
+    # Build Curl \
+    wget https://curl.se/download/curl-${CURL_VERSION}.tar.gz && \
+    tar -xzf curl-${CURL_VERSION}.tar.gz && \
+    cd curl-${CURL_VERSION} && \
+    ./configure \
+        --prefix=/usr/local \
+        --with-ssl \
+        --with-zlib \
+        && \
+    make -j"$(nproc)" && \
+    make install && \
+    ln -sf /usr/local/bin/curl /usr/bin/curl && \
+    echo "/usr/local/lib" > /etc/ld.so.conf.d/usr-local.conf && \
+    ldconfig && \
+    cd /tmp && \
+    rm -rf curl-* && \
+    # Install CMake \
+    wget https://cmake.org/files/v3.12/cmake-${CMAKE_VERSION}-Linux-x86_64.tar.gz && \
+    tar -xzf cmake-${CMAKE_VERSION}-Linux-x86_64.tar.gz -C /usr/local --strip-components=1 && \
+    cd / && \
+    rm -rf /tmp/*
+
+# Build and install OpenSSL
+RUN cd /tmp && \
+    wget https://www.openssl.org/source/openssl-${OPENSSL_VERSION}.tar.gz && \
+    tar -xzf openssl-${OPENSSL_VERSION}.tar.gz && \
+    cd openssl-${OPENSSL_VERSION} && \
+    ./config \
+        --prefix=/usr/local/openssl \
+        --openssldir=/usr/local/openssl \
+        shared \
+        zlib \
+        enable-ec_nistp_64_gcc_128 \
+        -Wl,-rpath=/usr/local/openssl/lib \
+        && \
+    make -j$(nproc) && \
+    make install && \
+    echo "/usr/local/openssl/lib" > /etc/ld.so.conf.d/openssl-1.1.1.conf && \
+    ldconfig && \
+    cd / && \
+    rm -rf /tmp/*
+
+# Set OpenSSL environment variables
+ENV LDFLAGS="-L/usr/local/openssl/lib -Wl,-rpath,/usr/local/openssl/lib" \
+    CPPFLAGS="-I/usr/local/openssl/include" \
+    PKG_CONFIG_PATH="/usr/local/openssl/lib/pkgconfig:${PKG_CONFIG_PATH}" \
+    PATH="/usr/local/bin:${PATH}"
+
+# Build and install Python
+RUN cd /tmp && \
+    wget https://www.python.org/ftp/python/${PYTHON_VERSION}/Python-${PYTHON_VERSION}.tgz && \
+    tar -xzf Python-${PYTHON_VERSION}.tgz && \
+    cd Python-${PYTHON_VERSION} && \
+    ./configure \
+        --prefix=/usr/local \
+        --enable-shared \
+        --with-openssl=/usr/local/openssl \
+        --with-openssl-rpath=auto \
+        --with-ssl-default-suites=openssl \
+        --with-system-ffi \
+        --with-computed-gotos \
+        --enable-loadable-sqlite-extensions \
+        && \
+    make -j"$(nproc)" && \
+    make altinstall && \
+    PYTHON_MAJOR_MINOR=$(echo ${PYTHON_VERSION} | cut -d. -f1,2) && \
+    ln -sf /usr/local/bin/python${PYTHON_MAJOR_MINOR} /usr/local/bin/python && \
+    ln -sf /usr/local/bin/python${PYTHON_MAJOR_MINOR} /usr/local/bin/python3 && \
+    ln -sf /usr/local/bin/pip${PYTHON_MAJOR_MINOR} /usr/local/bin/pip && \
+    ln -sf /usr/local/bin/pip${PYTHON_MAJOR_MINOR} /usr/local/bin/pip3 && \
+    echo "/usr/local/lib" >> /etc/ld.so.conf.d/usr-local.conf && \
+    ldconfig && \
+    cd / && \
+    rm -rf /tmp/*
+
+# Verify installations and create environment info
+RUN gcc --version && \
+    cmake --version && \
+    git --version && \
+    python --version && \
+    pip --version
+
+CMD ["/bin/bash"]
\ No newline at end of file
diff --git a/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker/README.md b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker/README.md
new file mode 100644
index 00000000000..b7569c405d0
--- /dev/null
+++ b/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker/README.md
@@ -0,0 +1,64 @@
+## Docker Image for Building DataProxy SDK
+
+This image provides a complete build environment for compiling InLong DataProxy C++ and Python SDKs.
+
+### Requirements
+
+- [Docker](https://docs.docker.com/engine/install/) 19.03.1+
+
+### Pull Image
+
+```bash
+docker pull inlong/dataproxy-sdk-build:latest
+```
+
+### Build SDKs
+
+This image supports building both InLong Dataproxy C++ and Python SDKs. Python SDK is a wrapper over the C++ SDK and requires C++ SDK to be built first.
+
+#### Option 1: Interactive Build
+
+```bash
+# Run container
+docker run -it inlong/dataproxy-sdk-build:latest
+
+# Inside container: clone and build C++ SDK
+git clone https://github.com/apache/inlong.git
+cd inlong/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp
+./build_third_party.sh && ./build.sh
+
+# [Optional] Build Python SDK (requires C++ SDK built first)
+cd ../dataproxy-sdk-python
+./build.sh
+# Verify: python -c "import inlong_dataproxy"
+```
+
+#### Option 2: Mount Source Code
+
+```bash
+# Mount your local InLong source code
+docker run -it -v /path/to/inlong:/workspace/inlong inlong/dataproxy-sdk-build:latest bash
+
+# Inside container: build C++ SDK
+cd /workspace/inlong/inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-cpp
+./build_third_party.sh && ./build.sh
+
+# [Optional] Build Python SDK
+cd ../dataproxy-sdk-python
+./build.sh
+```
+
+### Build Your Own Image
+
+#### Basic Build
+
+```bash
+cd inlong-sdk/dataproxy-sdk-twins/dataproxy-sdk-docker
+docker build -t inlong/dataproxy-sdk-build:latest .
+```
+
+#### Custom Python Version
+
+```bash
+docker build --build-arg PYTHON_VERSION=3.9.18 -t inlong/dataproxy-sdk-build:py39 .
+```