diff --git a/Dockerfile b/Dockerfile
index ff483b648..58594b787 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -16,11 +16,33 @@
 # * Install python3-venv for the built-in Python3 venv module (not installed by default).
 # * Install gcloud CLI from Google Cloud's apt repository.
 
+# Stage 1: Build
+FROM debian:12 AS build
+
+RUN apt-get update && apt-get install --no-install-recommends -y \
+    python3 \
+    python3-venv \
+    python3-pip && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
+
+RUN python3 -m venv /venv
+
+COPY requirements.txt /tmp/
+RUN /venv/bin/pip install --disable-pip-version-check -r /tmp/requirements.txt && \
+    rm -rf /root/.cache/pip
+
+
+#Stage 2: Runtime
 FROM debian:12
+# Set timezone to Australia/Sydney.
+
+ENV TZ='Australia/Sydney'
+SHELL ["/bin/bash", "-c"]
+
 # Install packages used by the Experiment. Python and Git are required for the experiment.
 # Curl, certs, and gnupg are required to install gcloud.
-RUN apt-get update && \
-    apt-get install --no-install-suggests --no-install-recommends --yes \
+RUN apt-get update && apt-get install --no-install-recommends -y \
+    python3 \
     python3-venv \
     gcc \
     libpython3-dev \
@@ -30,39 +52,40 @@ RUN apt-get update && \
     gnupg \
     curl \
     wget2 \
-    clang-format && \
-    python3 -m venv /venv
+    clang-format \
+    lsb-release && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
+
 # Install gcloud cli.
-RUN echo "deb https://packages.cloud.google.com/apt cloud-sdk main" | tee -a /etc/apt/sources.list.d/google-cloud-sdk.list && \
-    curl https://packages.cloud.google.com/apt/doc/apt-key.gpg | apt-key add - && \
+RUN install -m 0755 -d /etc/apt/keyrings && \
+    curl -fsSL https://packages.cloud.google.com/apt/doc/apt-key.gpg | gpg --dearmor -o /etc/apt/keyrings/cloud.google.gpg && \
+    chmod a+r /etc/apt/keyrings/cloud.google.gpg && \
+    echo "deb [signed-by=/etc/apt/keyrings/cloud.google.gpg] https://packages.cloud.google.com/apt cloud-sdk main" | \
+    tee /etc/apt/sources.list.d/google-cloud-sdk.list && \
     apt-get update -y && \
-    apt-get install google-cloud-cli -y
-# Set timezone to Australia/Sydney.
-ENV TZ='Australia/Sydney'
-
+    apt-get install --no-install-recommends -y google-cloud-cli && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
 
 # Install Docker for OSS-Fuzz.
 # Add Docker's official GPG key:
-RUN apt-get install ca-certificates curl gnupg && \
-    install -m 0755 -d /etc/apt/keyrings && \
-    curl -fsSL https://download.docker.com/linux/debian/gpg \
-    | gpg --dearmor -o /etc/apt/keyrings/docker.gpg && \
-    chmod a+r /etc/apt/keyrings/docker.gpg
 # Add the repository to Apt sources:
-RUN echo \
-    "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/debian \
-    $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
-    tee /etc/apt/sources.list.d/docker.list > /dev/null
-RUN apt-get update && \
-    apt-get install -y \
+RUN install -m 0755 -d /etc/apt/keyrings && \
+    curl -fsSL https://download.docker.com/linux/debian/gpg | gpg --dearmor -o /etc/apt/keyrings/docker.gpg && \
+    chmod a+r /etc/apt/keyrings/docker.gpg && \
+    echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/debian $(lsb_release -cs) stable" | \
+    tee /etc/apt/sources.list.d/docker.list > /dev/null && \
+    apt-get update && \
+    apt-get install --no-install-recommends -y \
     docker-ce \
     docker-ce-cli \
     containerd.io \
     docker-buildx-plugin \
-    docker-compose-plugin
-
+    docker-compose-plugin && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
 
 COPY . /experiment
 WORKDIR /experiment
-RUN /venv/bin/pip install --disable-pip-version-check -r requirements.txt
+
+COPY --from=build /venv /venv
+
 ENTRYPOINT ["/venv/bin/python3", "./report/docker_run.py"]