diff --git a/Dockerfile b/Dockerfile
new file mode 100644
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--- /dev/null
+++ b/Dockerfile
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+# syntax=docker/dockerfile-upstream:master-labs
+
+FROM python:3.10-slim AS poetry
+RUN --mount=type=cache,target=/root/.cache <<EOF
+  pip install poetry
+EOF
+
+FROM poetry AS builder
+ADD . /app
+WORKDIR /app
+ENV POETRY_VIRTUALENVS_IN_PROJECT=true
+RUN poetry install --only main --no-interaction
+
+FROM python:3.10-slim AS runtime
+ENV PATH="/app/.venv/bin:$PATH"
+COPY --from=builder --link /app /app
+CMD ["atmosphere-operator"]