diff --git a/.ci/docker/build.sh b/.ci/docker/build.sh
index a45516f46a22..426f4698c2b0 100755
--- a/.ci/docker/build.sh
+++ b/.ci/docker/build.sh
@@ -366,7 +366,7 @@ if [[ "$image" == *cuda*  && ${OS} == "ubuntu" ]]; then
 fi
 
 # Build image
-DOCKER_BUILDKIT=1 docker build \
+docker build \
        --no-cache \
        --progress=plain \
        --build-arg "BUILD_ENVIRONMENT=${image}" \
diff --git a/Dockerfile b/Dockerfile
index 83e9fd93f0c0..b8ff65fdd1e9 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,12 +1,10 @@
-# syntax = docker/dockerfile:experimental
+# syntax=docker/dockerfile:1
+
+# NOTE: Building this image require's docker version >= 23.0.
 #
-# NOTE: To build this you will need a docker version > 18.06 with
-#       experimental enabled and DOCKER_BUILDKIT=1
-#
-#       If you do not use buildkit you are not going to have a good time
-#
-#       For reference:
-#           https://docs.docker.com/develop/develop-images/build_enhancements/
+# For reference:
+# - https://docs.docker.com/build/dockerfile/frontend/#stable-channel
+
 ARG BASE_IMAGE=ubuntu:22.04
 ARG PYTHON_VERSION=3.11
 
diff --git a/docker.Makefile b/docker.Makefile
index 62ba7168d9ba..e8e0d1a46713 100644
--- a/docker.Makefile
+++ b/docker.Makefile
@@ -57,8 +57,7 @@ PUSH_FLAG                 = --push
 endif
 endif
 
-DOCKER_BUILD              = DOCKER_BUILDKIT=1 \
-							docker $(BUILD) \
+DOCKER_BUILD              = docker $(BUILD) \
 								--progress=$(BUILD_PROGRESS) \
 								$(EXTRA_DOCKER_BUILD_FLAGS) \
 								$(PLATFORMS_FLAG) \