diff --git a/docker/Dockerfile.win32 b/docker/Dockerfile.win32
index 1973066c..640acbca 100644
--- a/docker/Dockerfile.win32
+++ b/docker/Dockerfile.win32
@@ -1,30 +1,35 @@
 ARG IMAGE
-FROM $IMAGE
+FROM $IMAGE AS base
 
-ARG RELEASE=master
-ARG BUILD
-ARG HOST
+USER opam
 
-WORKDIR /tmp
+ENV OPAM_MXE_DEPS=ao-windows,ffmpeg-windows,portaudio-windows,samplerate-windows,ssl-windows,srt-windows,winsvc-windows
 
-USER opam
+RUN eval `opam config env` && opam repository remove windows --all && \
+  cd /home/opam/ && rm -rf opam-cross-windows && \
+  git clone https://github.com/ocaml-cross/opam-cross-windows.git && \
+  cd /home/opam/opam-cross-windows/ && \
+  opam repository add windows . && \
+  opam list --short --recursive --external --vars os-distribution=mxe,os-family=mingw --required-by=$OPAM_MXE_DEPS > /home/opam/mxe-deps
 
-ENV CC ""
+USER root
 
-RUN eval `opam config env` && opam update && opam reinstall -y pandoc `echo $OPAM_DEPS | sed -e 's#,# #g'`
+# We had pick our own HEAD for mxe
+RUN cd /usr/src/mxe/ && \
+    git remote add savonet https://github.com/savonet/mxe.git && \
+    git fetch savonet && \
+    git reset --hard 5b255aa669ac479aebfd00377eb5ef95c1c6622f
 
-RUN git clone --recursive https://github.com/savonet/liquidsoap.git && \
-    cd liquidsoap && git checkout $RELEASE && ./bootstrap
+RUN cd /usr/src/mxe/ && \
+    cat /home/opam/mxe-deps | xargs make curl fdk-aac
 
-RUN eval `opam config env` && cd /tmp/liquidsoap && \
-  ./configure --enable-custom-path --host=$HOST OCAMLFIND_TOOLCHAIN=windows && \
-  env OCAMLFIND_TOOLCHAIN=windows make
+FROM base AS build
 
-RUN mkdir /tmp/win32
+USER opam
+
+ENV PKG_CONFIG_PATH /usr/src/mxe/usr/x86_64-w64-mingw32.static/lib/pkgconfig
 
-COPY --chown=opam:root win32 /tmp/win32
+RUN export OPAMSOLVERTIMEOUT=320 && eval `opam config env` && opam update && opam reinstall -y --verbose pandoc `echo $OPAM_MXE_DEPS | sed -e 's#,# #g'`
 
-RUN eval `opam config env` && mv /tmp/win32 /tmp/liquidsoap-$BUILD && \
-  cd /tmp/liquidsoap-$BUILD && cp /tmp/liquidsoap/src/liquidsoap.exe . && cp /tmp/liquidsoap/libs/*.liq libs && \
-  cp -rf `ocamlfind -toolchain windows ocamlc -where`/../../share/camomile . && \
-  cd .. && zip -r liquidsoap-$BUILD.zip liquidsoap-$BUILD 
+FROM $IMAGE
+COPY --from=build / /
diff --git a/docker/Dockerfile.win32-deps b/docker/Dockerfile.win32-deps
deleted file mode 100644
index 133eb72a..00000000
--- a/docker/Dockerfile.win32-deps
+++ /dev/null
@@ -1,46 +0,0 @@
-ARG IMAGE
-FROM $IMAGE AS base
-
-USER opam
-
-ENV OPAM_MXE_DEPS=ao-windows,camomile-windows,cry-windows,dtools-windows,duppy-windows,ffmpeg-windows,menhir-windows,mm-windows,ocurl-windows,re-windows,portaudio-windows,samplerate-windows,sedlex-windows,ssl-windows,srt-windows,taglib-windows,winsvc-windows
-
-RUN git config --global user.email "savonet@rastageeks.org" && git config --global user.name "Romain Beauxis"
-
-RUN eval `opam config env` && opam repository remove windows --all && \
-  cd /home/opam/ && rm -rf opam-cross-windows && \
-  git clone https://github.com/ocaml-cross/opam-cross-windows.git && \
-  cd /home/opam/opam-cross-windows/ && \
-  opam repository add windows . && \
-  opam list --short --recursive --external --vars os-distribution=mxe,os-family=mingw --required-by=$OPAM_MXE_DEPS > /home/opam/mxe-deps
-
-USER root
-
-RUN apt-get -y update && apt-get -y install python3-mako
-
-# This is until all cherry-picks below are removed.
-RUN cd /usr/src/mxe/ && git config --global user.email "savonet@rastageeks.org" && git config --global user.name "Romain Beauxis" && git remote add savonet https://github.com/savonet/mxe.git && git fetch savonet
-
-RUN cd /usr/src/mxe/ && git reset --hard 5b255aa669ac479aebfd00377eb5ef95c1c6622f
-
-RUN cd /usr/src/mxe/ && \
-    cat /home/opam/mxe-deps | xargs make curl fdk-aac
-
-FROM base AS build
-
-USER root
-
-RUN apt-get install -y wine64
-
-USER opam
-
-ENV CC ""
-
-ENV PKG_CONFIG_PATH /usr/src/mxe/usr/x86_64-w64-mingw32.static/lib/pkgconfig
-
-ENV TOOLPREF64=/usr/src/mxe/usr/bin/x86_64-w64-mingw32.static-
-
-RUN export OPAMSOLVERTIMEOUT=320 && eval `opam config env` && opam update && opam reinstall -y --verbose pandoc `echo $OPAM_MXE_DEPS | sed -e 's#,# #g' | sed -e 's#ffmpeg-windows##' | sed -e 's#ocurl-windows##' | sed -e 's#src-windows##'`
-
-FROM $IMAGE
-COPY --from=build / /
diff --git a/docker/build-win32.sh b/docker/build-win32.sh
index f9770c0c..530e9a01 100755
--- a/docker/build-win32.sh
+++ b/docker/build-win32.sh
@@ -1,39 +1,17 @@
 #!/bin/sh
 
-BUILD=$1
-RELEASE=$2
-SYSTEM=$3
-OCAML_VERSION=$4
-
-if [ -z "${RELEASE}" ]; then
-  RELEASE="main"
-fi
-
-if [ -z "${SYSTEM}" ]; then
-  SYSTEM="x64"
-fi
-
-if [ -z "${OCAML_VERSION}" ]; then
-  OCAML_VERSION=4.12.0
-fi
-
+SYSTEM="x64"
+OCAML_VERSION=4.14.1
 BASE_IMAGE="ocamlcross/windows-${SYSTEM}-base:${OCAML_VERSION}"
-DEPS_IMAGE="savonet/liquidsoap-win32-deps-${SYSTEM}"
 IMAGE="savonet/liquidsoap-win32-${SYSTEM}"
-
-if [ "${SYSTEM}" = "x64" ]; then
-  HOST="x86_64-w64-mingw32.static"
-else
-  HOST="i686-w64-mingw32.static"
-fi
-
-echo docker build -f Dockerfile.win32-deps -t ${DEPS_IMAGE} \
-  --build-arg IMAGE=${BASE_IMAGE} .
-
-exit 0
-
-docker build -f Dockerfile.win32 -t ${IMAGE} --no-cache --build-arg RELEASE=${RELEASE} \
-  --build-arg IMAGE=${DEPS_IMAGE} --build-arg HOST=${HOST} --build-arg BUILD=${BUILD} .
-id=$(docker create ${IMAGE})
-docker cp ${id}:/tmp/liquidsoap-${BUILD}.zip .
-docker rm -v ${id}
+HOST="x86_64-w64-mingw32.static"
+
+depot build \
+  -f Dockerfile.win32 \
+  -t ${IMAGE} \
+  --platform linux/amd64 \
+  --build-arg RELEASE=${RELEASE} \
+  --build-arg IMAGE=${BASE_IMAGE} \
+  --build-arg HOST=${HOST} \
+  --build-arg BUILD=${BUILD} \
+  .