diff --git a/Dockerfile b/Dockerfile
index 4d7f302..a738e78 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,11 +1,14 @@
-FROM docker:24.0.8-dind
-
-RUN apk add --no-cache python3 python3-dev py3-pip gcc jq \
-	git curl build-base autoconf automake py3-cryptography rsync \
-	linux-headers musl-dev libffi-dev openssl-dev openssh-client
+FROM python:3.12-alpine AS builder
 
-RUN python3 -m venv --upgrade-deps /opt/venv
+RUN apk add --no-cache python3 python3-dev py3-pip gcc \
+	git curl build-base autoconf automake py3-cryptography \
+	linux-headers musl-dev libffi-dev openssl-dev
 
 COPY . /usr/local/src/ansible_collection_helper
-RUN /opt/venv/bin/pip install --no-cache-dir /usr/local/src/ansible_collection_helper &&\
-	rm -rf /usr/local/src/ansible_collection_helper
+RUN pip wheel --no-cache-dir --no-deps --wheel-dir /build/wheels /usr/local/src/ansible_collection_helper
+
+FROM docker:24.0.8-dind
+RUN apk add --no-cache python3 py3-pip jq py3-cryptography rsync openssh-client
+COPY --from=builder /build/wheels /wheels
+RUN python3 -m venv /opt/venv/
+RUN /opt/venv/bin/pip install --no-cache-dir /wheels/*