diff --git a/velox/docker/adapters_build.dockerfile b/velox/docker/adapters_build.dockerfile
index 7397c7dd..9824bd8b 100644
--- a/velox/docker/adapters_build.dockerfile
+++ b/velox/docker/adapters_build.dockerfile
@@ -1,4 +1,4 @@
-FROM velox-adapters-deps:centos9
+FROM ghcr.io/facebookincubator/velox-dev:adapters
 
 # Build-time configuration, these may be overridden in the docker compose yaml,
 # environment variables, or via the docker build command
@@ -18,7 +18,6 @@ ARG SCCACHE_DISABLE_DIST=ON
 ENV VELOX_DEPENDENCY_SOURCE=SYSTEM \
     GTest_SOURCE=BUNDLED \
     cudf_SOURCE=BUNDLED \
-    simdjson_SOURCE=BUNDLED \
     faiss_SOURCE=BUNDLED \
     CUDA_VERSION=${CUDA_VERSION} \
     TREAT_WARNINGS_AS_ERRORS=${TREAT_WARNINGS_AS_ERRORS} \
@@ -48,8 +47,7 @@ ${BUILD_BASE_DIR}/${BUILD_TYPE}/_deps/rapids_logger-build:\
 ${BUILD_BASE_DIR}/${BUILD_TYPE}/_deps/kvikio-build:\
 ${BUILD_BASE_DIR}/${BUILD_TYPE}/_deps/nvcomp_proprietary_binary-src/lib64" \
     ENABLE_SCCACHE=${ENABLE_SCCACHE} \
-    SCCACHE_DISABLE_DIST=${SCCACHE_DISABLE_DIST} \
-    CCACHE_DIR=/ccache
+    SCCACHE_DISABLE_DIST=${SCCACHE_DISABLE_DIST}
 
 WORKDIR /workspace/velox
 
@@ -94,7 +92,6 @@ COPY velox-testing/velox/docker/sccache/sccache_auth/ /sccache_auth/
 
 # Build in Release mode into ${BUILD_BASE_DIR}
 RUN --mount=type=bind,source=velox,target=/workspace/velox,ro \
-    --mount=type=cache,target=/ccache \
     set -euxo pipefail && \
     # Configure sccache if enabled
     if [ "$ENABLE_SCCACHE" = "ON" ]; then \
diff --git a/velox/docker/adapters_deps.dockerfile b/velox/docker/adapters_deps.dockerfile
deleted file mode 100644
index 15542a36..00000000
--- a/velox/docker/adapters_deps.dockerfile
+++ /dev/null
@@ -1,13 +0,0 @@
-FROM ghcr.io/facebookincubator/velox-dev:adapters
-
-ARG CUDA_VERSION=12.8
-
-# Copy and run CentOS adapters setup script
-COPY velox/scripts/ /scripts
-
-RUN set -euxo pipefail && \
-    if ! dnf list installed cuda-nvcc-$(echo ${CUDA_VERSION} | tr '.' '-') 1>/dev/null || \
-       ! dnf list installed libnvjitlink-devel-$(echo ${CUDA_VERSION} | tr '.' '-') 1>/dev/null; then \
-       bash -c "source /scripts/setup-centos-adapters.sh &&  install_cuda ${CUDA_VERSION}"; \
-    fi && \
-    pip install cmake==3.30.4
diff --git a/velox/docker/docker-compose.adapters.build.yml b/velox/docker/docker-compose.adapters.build.yml
index e251f99d..62c48101 100644
--- a/velox/docker/docker-compose.adapters.build.yml
+++ b/velox/docker/docker-compose.adapters.build.yml
@@ -1,10 +1,4 @@
 services:
-  velox-adapters-deps:
-    container_name: velox-adapters-deps
-    image: velox-adapters-deps:centos9
-    build:
-      context: ../../..
-      dockerfile: velox-testing/velox/docker/adapters_deps.dockerfile
   velox-adapters-build:
     container_name: velox-adapters-build
     image: velox-adapters-build:latest
diff --git a/velox/scripts/build_centos_deps_image.sh b/velox/scripts/build_centos_deps_image.sh
index fbe0632a..7c169c87 100755
--- a/velox/scripts/build_centos_deps_image.sh
+++ b/velox/scripts/build_centos_deps_image.sh
@@ -1,8 +1,11 @@
 #!/bin/bash
 
 set -e
-container_name="velox-adapters-deps"
-compose_file="../docker/docker-compose.adapters.build.yml"
-docker compose -f "${compose_file}" up "${container_name}"
-docker compose -f "${compose_file}" down "${container_name}"
+
+echo "Building Velox dependencies/run-time container image..."
+
+pushd ../../../velox
+docker compose -f docker-compose.yml --progress plain build adapters-cpp
+popd
+
 echo "Velox dependencies/run-time container image built!"
diff --git a/velox/scripts/build_velox.sh b/velox/scripts/build_velox.sh
index bea55fcf..15bde946 100755
--- a/velox/scripts/build_velox.sh
+++ b/velox/scripts/build_velox.sh
@@ -40,7 +40,6 @@ cleanup_sccache_auth() {
 
 trap cleanup_sccache_auth EXIT SIGTERM SIGINT SIGQUIT
 
-
 print_help() {
   cat <<EOF
 Usage: $(basename "$0") [OPTIONS]
@@ -253,8 +252,6 @@ DOCKER_BUILD_OPTS+=(--build-arg NUM_THREADS="${NUM_THREADS}")
 DOCKER_BUILD_OPTS+=(--build-arg VELOX_ENABLE_BENCHMARKS="${VELOX_ENABLE_BENCHMARKS}")
 DOCKER_BUILD_OPTS+=(--build-arg TREAT_WARNINGS_AS_ERRORS="${TREAT_WARNINGS_AS_ERRORS}")
 DOCKER_BUILD_OPTS+=(--build-arg BUILD_TYPE="${BUILD_TYPE}")
-export DOCKER_BUILDKIT=1 
-export COMPOSE_DOCKER_CLI_BUILD=1 
 
 # Create sccache auth directory unconditionally, it is expected by dockerfile
 mkdir -p ../docker/sccache/sccache_auth/
diff --git a/velox/scripts/fetch_centos_deps_image.sh b/velox/scripts/fetch_centos_deps_image.sh
index 770c58d7..02a9c9e2 100755
--- a/velox/scripts/fetch_centos_deps_image.sh
+++ b/velox/scripts/fetch_centos_deps_image.sh
@@ -5,7 +5,7 @@ set -e
 source ./config.sh
 source ../../scripts/fetch_docker_image_from_s3.sh
 
-IMAGE_NAME="velox-adapters-deps:centos9"
+IMAGE_NAME="ghcr.io/facebookincubator/velox-dev:adapters"
 
 ARCH=$(uname -m)
 BUCKET_SUBDIR="velox-docker-images"