diff --git a/Makefile b/Makefile
index a1b688ced5a..5d31b2ed88e 100644
--- a/Makefile
+++ b/Makefile
@@ -19,6 +19,7 @@ ANTCTL_BINARY_NAME ?= antctl
 OVS_VERSION        := $(shell head -n 1 build/images/deps/ovs-version)
 GO_VERSION         := $(shell head -n 1 build/images/deps/go-version)
 CNI_BINARIES_VERSION := $(shell head -n 1 build/images/deps/cni-binaries-version)
+BGP_VERSION	   := $(go list -m all | grep github.com/osrg/gobgp/v3 | cut -d " " -f2 | cut -c 2-)
 GIT_HOOKS          := $(shell find hack/git_client_side_hooks -type f -print)
 DOCKER_NETWORK     ?= default
 TRIVY_TARGET_IMAGE ?=
diff --git a/build/images/base/Dockerfile b/build/images/base/Dockerfile
index 9f10ebddc0c..b801b518774 100644
--- a/build/images/base/Dockerfile
+++ b/build/images/base/Dockerfile
@@ -13,6 +13,27 @@
 # limitations under the License.
 
 ARG BUILD_TAG
+
+FROM ubuntu:22.04 AS bgp
+
+ARG BGP_VERSION
+
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends wget ca-certificates
+
+RUN set -eux; \
+    dpkgArch="$(dpkg --print-architecture)"; \
+    case "${dpkgArch##*-}" in \
+         amd64) pluginsArch='amd64' ;; \
+         armhf) pluginsArch='arm' ;; \
+         arm64) pluginsArch='arm64' ;; \
+         *) pluginsArch=''; echo >&2; echo >&2 "unsupported architecture '$dpkgArch'"; echo >&2 ; exit 1 ;; \
+         esac; \
+	 mkdir -p /opt/bgp; \
+         wget -q -O - https://github.com/osrg/gobgp/releases/download/v$BGP_VERSION/gobgp_${BGP_VERSION}_linux_${pluginsArch}.tar.gz | tar xz -C /opt/bgp; \
+         find /opt/bgp -type f ! -name 'gobgp' -delete
+
+
 FROM ubuntu:22.04 AS cni-binaries
 
 ARG CNI_BINARIES_VERSION
@@ -22,7 +43,6 @@ RUN apt-get update && \
 
 # Leading dot is required for the tar command below
 ENV CNI_PLUGINS="./host-local ./loopback ./portmap ./bandwidth"
-
 # Download containernetworking plugin binaries for the correct architecture
 RUN set -eux; \
     dpkgArch="$(dpkg --print-architecture)"; \
@@ -57,3 +77,4 @@ RUN apt-get update && apt-get install -y --no-install-recommends ipset jq inotif
     /iptables-wrapper-installer.sh
 
 COPY --from=cni-binaries /opt/cni/bin /opt/cni/bin
+COPY --from=bgp /opt/bgp /opt/bgp
diff --git a/build/images/base/Dockerfile.ubi b/build/images/base/Dockerfile.ubi
index 0c101c89bbd..27bd51b6fd2 100644
--- a/build/images/base/Dockerfile.ubi
+++ b/build/images/base/Dockerfile.ubi
@@ -13,6 +13,26 @@
 # limitations under the License.
 
 ARG BUILD_TAG
+
+FROM ubuntu:22.04 AS bgp
+
+ARG BGP_VERSION
+
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends wget ca-certificates
+
+RUN set -eux; \
+    dpkgArch="$(dpkg --print-architecture)"; \
+    case "${dpkgArch##*-}" in \
+         amd64) pluginsArch='amd64' ;; \
+         armhf) pluginsArch='arm' ;; \
+         arm64) pluginsArch='arm64' ;; \
+         *) pluginsArch=''; echo >&2; echo >&2 "unsupported architecture '$dpkgArch'"; echo >&2 ; exit 1 ;; \
+         esac; \
+	 mkdir -p /opt/bgp; \
+	 wget -q -O - https://github.com/osrg/gobgp/releases/download/v$BGP_VERSION/gobgp_${BGP_VERSION}_linux_${pluginsArch}.tar.gz | tar xz -C /opt/bgp; \
+	 find /opt/bgp -type f ! -name 'gobgp' -delete
+
 FROM ubuntu:22.04 AS cni-binaries
 
 ARG CNI_BINARIES_VERSION
@@ -33,7 +53,7 @@ RUN set -eux; \
          *) pluginsArch=''; echo >&2; echo >&2 "unsupported architecture '$dpkgArch'"; echo >&2 ; exit 1 ;; \
     esac; \
     mkdir -p /opt/cni/bin; \
-    wget -q -O - https://github.com/containernetworking/plugins/releases/download/$CNI_BINARIES_VERSION/cni-plugins-linux-${pluginsArch}-$CNI_BINARIES_VERSION.tgz | tar xz -C /opt/cni/bin $CNI_PLUGINS
+    wget -q -O - https://github.com/containernetworking/plugins/releases/download/$CNI_BINARIES_VERSION/cni-plugins-linux-${pluginsArch}-$CNI_BINARIES_VERSION.tgz | tar xz -C /opt/cni/bin $CNI_PLUGINS;
 
 FROM antrea/openvswitch-ubi:${BUILD_TAG}
 
@@ -50,3 +70,4 @@ RUN yum install ipset jq yum-plugin-copr -y && \
     yum remove yum-plugin-copr -y && yum clean all
 
 COPY --from=cni-binaries /opt/cni/bin /opt/cni/bin
+COPY --from=bgp /opt/bgp /opt/bgp
diff --git a/build/images/base/build.sh b/build/images/base/build.sh
index 10ed579e0f1..eae55d4840e 100755
--- a/build/images/base/build.sh
+++ b/build/images/base/build.sh
@@ -110,6 +110,7 @@ fi
 pushd $THIS_DIR > /dev/null
 
 CNI_BINARIES_VERSION=$(head -n 1 ../deps/cni-binaries-version)
+BGP_VERSION=$(go list -m all | grep github.com/osrg/gobgp/v3 | cut -d " " -f2 | cut -c 2-)
 SURICATA_VERSION=$(head -n 1 ../deps/suricata-version)
 
 BUILD_CACHE_TAG=$(../build-tag.sh)
@@ -152,8 +153,7 @@ fi
 function docker_build_and_push() {
     local image="$1"
     local dockerfile="$2"
-    local build_args="--build-arg CNI_BINARIES_VERSION=$CNI_BINARIES_VERSION --build-arg SURICATA_VERSION=$SURICATA_VERSION --build-arg BUILD_TAG=$BUILD_TAG"
-    local cache_args=""
+    local build_args="--build-arg CNI_BINARIES_VERSION=$CNI_BINARIES_VERSION --build-arg BGP_VERSION=$BGP_VERSION --build-arg SURICATA_VERSION=$SURICATA_VERSION --build-arg BUILD_TAG=$BUILD_TAG"
     if $PUSH; then
         cache_args="$cache_args --cache-to type=registry,ref=$image-cache:$BUILD_CACHE_TAG,mode=max"
     fi
diff --git a/hack/build-antrea-linux-all.sh b/hack/build-antrea-linux-all.sh
index f0eb68dd8d2..5b71ec5face 100755
--- a/hack/build-antrea-linux-all.sh
+++ b/hack/build-antrea-linux-all.sh
@@ -126,6 +126,7 @@ fi
 
 CNI_BINARIES_VERSION=$(head -n 1 build/images/deps/cni-binaries-version)
 GO_VERSION=$(head -n 1 build/images/deps/go-version)
+BGP_VERSION=$(go list -m all | grep github.com/osrg/gobgp/v3 | cut -d " " -f2 | cut -c 2-)
 
 if [ "$BUILD_TAG" != "" ]; then
     ARGS="$ARGS --build-tag $BUILD_TAG"