diff --git a/Dockerfile b/Dockerfile
index 894a533..7b99503 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -16,22 +16,23 @@ RUN set -eux \
 RUN set -eux \
 	&& python3 -m ensurepip
 
-# Ensure pip is up to date
-RUN set -eux \
-	&& python3 -m pip install -U pip setuptools wheel setuptools_rust
-
 # Copy pwncat source
 COPY . /pwncat
 
+# Setup virtual environment
+RUN set -eux \
+	&& python3 -m venv /opt/pwncat \
+	&& /opt/pwncat/bin/python3 -m pip install -U pip setuptools wheel setuptools_rust
+
 # Setup pwncat
 RUN set -eux \
 	&& cd /pwncat \
-	&& python3 setup.py install
+	&& /opt/pwncat/bin/python setup.py install
 
 # Cleanup
 RUN set -eux \
-	&& find /usr/lib -type f -name '*.pyc' -print0 | xargs -0 -n1 rm -rf || true \
-	&& find /usr/lib -type d -name '__pycache__' -print0 | xargs -0 -n1 rm -rf || true
+	&& find /opt/pwncat/lib -type f -name '*.pyc' -print0 | xargs -0 -n1 rm -rf || true \
+	&& find /opt/pwncat/lib -type d -name '__pycache__' -print0 | xargs -0 -n1 rm -rf || true
 
 
 FROM alpine:latest as final
@@ -43,11 +44,10 @@ RUN set -eux \
 	&& find /usr/lib -type d -name '__pycache__' -print0 | xargs -0 -n1 rm -rf || true \
 	&& mkdir /work
 
-COPY --from=builder /usr/bin/pwncat /usr/bin/pwncat
-COPY --from=builder /usr/lib/python3.8 /usr/lib/python3.8
+COPY --from=builder /opt/pwncat /opt/pwncat
 
-RUN python3 -m pwncat --download-plugins
+RUN /opt/pwncat/bin/python -m pwncat --download-plugins
 
 # Set working directory
 WORKDIR /work
-ENTRYPOINT ["/usr/bin/pwncat"]
+ENTRYPOINT ["/opt/pwncat/bin/pwncat"]