diff --git a/Dockerfile b/Dockerfile
index 911fe69..22790dd 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,28 +1,27 @@
-FROM python:3.7-alpine as build
+FROM python:3.7-slim-bullseye as build
 WORKDIR /wheels
-RUN apk add --no-cache \
-    g++ \
-    gcc \
-    git \
-    libxml2 \
-    libxml2-dev \
-    libxslt-dev \
-    linux-headers
+
+RUN apt-get update && apt-get install -y build-essential
+
 COPY requirements.txt /opt/sherlock/
 RUN pip3 wheel -r /opt/sherlock/requirements.txt
 
 
-FROM python:3.7-alpine
+FROM python:3.7-slim-bullseye
 WORKDIR /opt/sherlock
+
 ARG VCS_REF
 ARG VCS_URL="https://github.com/sherlock-project/sherlock"
+
 LABEL org.label-schema.vcs-ref=$VCS_REF \
       org.label-schema.vcs-url=$VCS_URL
+
 COPY --from=build /wheels /wheels
 COPY . /opt/sherlock/
-RUN pip3 install -r requirements.txt -f /wheels \
-  && rm -rf /wheels \
-  && rm -rf /root/.cache/pip/*
+
+RUN pip3 install --no-cache-dir -r requirements.txt -f /wheels \
+  && rm -rf /wheels
+
 WORKDIR /opt/sherlock/sherlock
 
 ENTRYPOINT ["python", "sherlock.py"]