diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6d63e5d..900365e 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -28,15 +28,17 @@ jobs:
         run: pg_restore --no-owner -h localhost -U postgres -d test_db tests/rating.backup
         env:
           PGPASSWORD: postgres
+      - name: Install poetry
+        run: pipx install poetry
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
           python-version: 3.12
-          cache: 'pip'
-      - name: Install Dependencies
-        run: pip install -r requirements.txt
+          cache: 'poetry'
+      - name: Install dependencies
+        run: poetry install
       - name: Run tests
-        run: python -m unittest
+        run: poetry run python -m unittest
         env:
           DJANGO_POSTGRES_DB_PASSWORD: postgres
           DJANGO_POSTGRES_DB_HOST: localhost
@@ -46,4 +48,4 @@ jobs:
           DJANGO_SETTINGS_MODULE: dj.settings
           DJANGO_SECRET_KEY: dummy_value
       - name: Run Black formatter
-        run: python -m black . --check
+        run: poetry run python -m black . --check
diff --git a/Dockerfile b/Dockerfile
index 15e9723..2336bf8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -2,25 +2,28 @@ ARG PYTHON_VERSION=3.12-slim-bookworm
 
 FROM python:${PYTHON_VERSION}
 
-ENV PYTHONDONTWRITEBYTECODE 1
-ENV PYTHONUNBUFFERED 1
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
 
 RUN mkdir -p /app
 
 WORKDIR /app
 
-COPY requirements.txt /tmp/requirements.txt
-
 RUN apt-get update && \
     apt-get upgrade -y && \
     apt-get install -y curl && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-RUN set -ex && \
-    pip install --upgrade pip && \
-    pip install -r /tmp/requirements.txt && \
-    rm -rf /root/.cache/
+RUN curl -sSL https://install.python-poetry.org | python3 -
+
+ENV PATH="${PATH}:/root/.local/bin"
+
+COPY pyproject.toml poetry.lock /app/
+
+RUN poetry config virtualenvs.in-project true && \
+    poetry install --no-interaction --no-ansi && \
+    poetry cache clear --all -n pypi
 
 COPY . /app/
 
diff --git a/crontab b/crontab
index 82912b5..b4efb05 100644
--- a/crontab
+++ b/crontab
@@ -1,9 +1,9 @@
 # Calculate ratings for the past 5 weeks (takes about three minutes)
-10 1-23/4 * * * python /app/manage.py calc_all_releases --first_to_calc $(date -d "-5 weeks + $(( ( (3 - $(date  +%u)) % 7) + 1 )) days" +"%Y-%m-%d") && curl https://rating.maii.li/recreate_views/b && curl https://rating.maii.li/reset_cache
+10 1-23/4 * * * /app/.venv/bin/python /app/manage.py calc_all_releases --first_to_calc $(date -d "-5 weeks + $(( ( (3 - $(date  +%u)) % 7) + 1 )) days" +"%Y-%m-%d") && curl https://rating.maii.li/recreate_views/b && curl https://rating.maii.li/reset_cache
 
 # Recalculate all ratings, starting with the first release in September 2021
-30 1 * * * python /app/manage.py calc_all_releases --first_to_calc 2021-09-09 && curl https://rating.maii.li/recreate_views/b && curl https://rating.maii.li/reset_cache && curl https://rating.maii.li/recalculate_truedl/b
+30 1 * * * /app/.venv/bin/python /app/manage.py calc_all_releases --first_to_calc 2021-09-09 && curl https://rating.maii.li/recreate_views/b && curl https://rating.maii.li/reset_cache && curl https://rating.maii.li/recalculate_truedl/b
 
 # Calculate ratings for the past 2 weeks as soon as results are open
 # See also https://github.com/maii-chgk/rating-importer/commit/f5a70e2dde797d132538d995f11b034670cdaf23
-0 21 * * * python /app/manage.py calc_all_releases --first_to_calc $(date -d "$(( ( (3 - $(date  +%u)) % 7) + 1 )) days" +"%Y-%m-%d") && curl https://rating.maii.li/recreate_views/b && curl https://rating.maii.li/reset_cache
+0 21 * * * /app/.venv/bin/python /app/manage.py calc_all_releases --first_to_calc $(date -d "$(( ( (3 - $(date  +%u)) % 7) + 1 )) days" +"%Y-%m-%d") && curl https://rating.maii.li/recreate_views/b && curl https://rating.maii.li/reset_cache
diff --git a/fly.toml b/fly.toml
index 8d846d7..fc777ea 100644
--- a/fly.toml
+++ b/fly.toml
@@ -9,7 +9,7 @@ kill_signal = "SIGINT"
 kill_timeout = "5s"
 
 [deploy]
-  release_command = "python manage.py migrate"
+  release_command = "/app/.venv/bin/python manage.py migrate"
 
 [env]
   PORT = "8000"
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..493e40b
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,527 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "asgiref"
+version = "3.7.2"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "asgiref-3.7.2-py3-none-any.whl", hash = "sha256:89b2ef2247e3b562a16eef663bc0e2e703ec6468e2fa8a5cd61cd449786d4f6e"},
+    {file = "asgiref-3.7.2.tar.gz", hash = "sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed"},
+]
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
+[[package]]
+name = "black"
+version = "24.4.2"
+description = "The uncompromising code formatter."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "black-24.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dd1b5a14e417189db4c7b64a6540f31730713d173f0b63e55fabd52d61d8fdce"},
+    {file = "black-24.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e537d281831ad0e71007dcdcbe50a71470b978c453fa41ce77186bbe0ed6021"},
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+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+packaging = ">=22.0"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "click"
+version = "8.1.7"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
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+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+description = "Cross-platform colored terminal text."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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+]
+
+[[package]]
+name = "django"
+version = "5.0.7"
+description = "A high-level Python web framework that encourages rapid development and clean, pragmatic design."
+optional = false
+python-versions = ">=3.10"
+files = [
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+[package.dependencies]
+asgiref = ">=3.7.0,<4"
+sqlparse = ">=0.3.1"
+tzdata = {version = "*", markers = "sys_platform == \"win32\""}
+
+[package.extras]
+argon2 = ["argon2-cffi (>=19.1.0)"]
+bcrypt = ["bcrypt"]
+
+[[package]]
+name = "mmh3"
+version = "4.1.0"
+description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
+optional = false
+python-versions = "*"
+files = [
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+[[package]]
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+optional = false
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..5c627b1
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,29 @@
+[tool.poetry]
+name = "rating-b"
+version = "0.1.0"
+description = ""
+authors = ["MAII <it@maii.li>"]
+license = "GNU AGPL"
+readme = "README.md"
+package-mode = false
+
+[tool.poetry.dependencies]
+python = "~3.12.0"
+asgiref = "3.7.2"
+black = "24.4.2"
+django = "5.0.7"
+pandas = "2.1.4"
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+psycopg2-pool = "1.1"
+python-dateutil = "2.8.2"
+pytz = "2023.3.post1"
+six = "1.16.0"
+sqlparse = "0.4.4"
+python-dotenv = "1.0.0"
+mmh3 = "4.1.0"
+numpy = "1.26.1"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index db14bb9..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,13 +0,0 @@
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-black==24.4.2
-Django==5.0.7
-pandas==2.1.4
-psycopg2-binary==2.9.9
-psycopg2-pool==1.1
-python-dateutil==2.8.2
-pytz==2023.3.post1
-six==1.16.0
-sqlparse==0.4.4
-python-dotenv==1.0.0
-mmh3==4.1.0
-numpy==1.26.1