diff --git a/env/publish/Dockerfile b/env/publish/Dockerfile
index 629d4cde..e3dfae8f 100644
--- a/env/publish/Dockerfile
+++ b/env/publish/Dockerfile
@@ -9,7 +9,6 @@ RUN apt-get update \
         ca-certificates \
         curl \
     && apt-get clean
-
 RUN mkdir -p /opt/quarto \
     && curl -o quarto.tar.gz -L "https://github.com/quarto-dev/quarto-cli/releases/download/v${QUARTO_VERSION}/quarto-${QUARTO_VERSION}-linux-${TARGETARCH}.tar.gz" \
     && tar -zxvf quarto.tar.gz -C /opt/quarto/ --strip-components=1 \
@@ -18,22 +17,24 @@ RUN mkdir -p /opt/quarto \
 #
 # Second stage: Conda environment
 #
-FROM condaforge/miniforge3:24.7.1-0
-LABEL org.opencontainers.image.authors="erik.fasterius@nbis.se"
-LABEL org.opencontainers.image.description="Dockerfile for the Tools for Reproducible Research NBIS / Elixir workshop"
-COPY --from=quarto /opt/quarto /opt/quarto
-ENV PATH="${PATH}:/opt/quarto/bin"
+FROM condaforge/miniforge3:24.7.1-0 AS conda
 RUN apt-get update \
     && apt-get install -y --no-install-recommends \
         pkg-config \
     && apt-get clean
-
-# Copy and install the Conda environment
 COPY environment.yml ./
 RUN conda config --set channel_priority strict \
     && conda env update --name base --file environment.yml \
     && conda clean --all --force-pkgs-dirs --yes
 
+#
+# Third stage: Final image
+#
+FROM ubuntu:20.04
+COPY --from=quarto /opt/quarto /opt/quarto
+COPY --from=conda /opt/conda /opt/conda/
+ENV PATH="${PATH}:/opt/quarto/bin:/opt/conda/bin"
+
 # Use bash as shell
 SHELL ["/bin/bash", "-c"]
 
@@ -42,3 +43,6 @@ WORKDIR /work
 
 # Start Bash shell by default
 CMD /bin/bash
+
+LABEL org.opencontainers.image.authors="erik.fasterius@nbis.se"
+LABEL org.opencontainers.image.description="Dockerfile for the Tools for Reproducible Research NBIS / Elixir workshop"