diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index fc475990..4212abec 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,30 +1,49 @@
-# To get started with Dependabot version updates, you'll need to specify which
-# package ecosystems to update and where the package manifests are located.
-# Please see the documentation for all configuration options:
-# https://docs.github.com/en/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file
-
 version: 2
 updates:
   - package-ecosystem: "github-actions"
     directory: "/"
+    labels:
+      - "dependencies"
+      - "type: misc"
+    commit-message:
+      prefix: "ci(github)"
     schedule:
       interval: "weekly"
-  - package-ecosystem: "pip"
+      day: "monday"
+      time: "08:00"
+    groups:
+      actions:
+        patterns:
+          - "*"
+  - package-ecosystem: "uv"
+    target-branch: "main"
     directory: "/"
+    labels:
+      - "dependencies"
+      - "type: misc"
+    commit-message:
+      prefix: "build(deps)"
     schedule:
       interval: "daily"
-    allow:
-      - dependency-name: "ruff"
-      - dependency-name: "mypy"
-      - dependency-name: "pre-commit"
-      - dependency-name: "fastapi"
-      - dependency-name: "sqlmodel"
-      - dependency-name: "uvicorn"
-      - dependency-name: "pytest"
+      time: "08:00"
+    groups:
+      security:
+        patterns:
+          - "PyJWT"
+          - "passlib"
+          - "bcrypt"
+      quality:
+        patterns:
+          - "ruff"
+          - "ty"
+          - "prek"
+          - "types-*"
+          - "sqlalchemy-stubs"
   - package-ecosystem: "docker"
     directory: "/"
     schedule:
       interval: "daily"
+      time: "08:00"
     allow:
       - dependency-name: "ghcr.io/astral-sh/uv"
       - dependency-name: "localstack/localstack"
diff --git a/.github/labeler.yml b/.github/labeler.yml
index 617576be..919b12fb 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -89,7 +89,7 @@
 - changed-files:
   - any-glob-to-any-file:
     - pyproject.toml
-    - poetry.lock
+    - uv.lock
     - client/pyproject.toml
     - client/setup.py
 
diff --git a/.github/verify_deps_sync.py b/.github/verify_deps_sync.py
new file mode 100644
index 00000000..8f622000
--- /dev/null
+++ b/.github/verify_deps_sync.py
@@ -0,0 +1,143 @@
+# Copyright (C) 2025-2026, François-Guillaume Fernandez.
+
+# This program is licensed under the Apache License 2.0.
+# See LICENSE or go to <https://www.apache.org/licenses/LICENSE-2.0> for full license details.
+
+# /// script
+# requires-python = ">=3.11"
+# dependencies = [
+#     "pyyaml>=6.0",
+# ]
+# ///
+
+import logging
+import re
+import sys
+import tomllib
+from pathlib import Path
+from typing import Any
+
+import yaml
+
+DOCKERFILES = ["src/Dockerfile", "src/Dockerfile.test"]
+PRECOMMIT_CONFIG = ".pre-commit-config.yaml"
+PYPROJECTS = ["./pyproject.toml", "./client/pyproject.toml"]
+TRACKED_DEPS = ("uv", "ruff", "ty", "prek")
+
+logger = logging.getLogger(__name__)
+logger.setLevel(logging.DEBUG)
+stream_handler = logging.StreamHandler(sys.stdout)
+log_formatter = logging.Formatter("%(levelname)s:     %(message)s")
+stream_handler.setFormatter(log_formatter)
+logger.addHandler(stream_handler)
+
+
+def parse_dep_str(dep_str: str) -> dict[str, str]:
+    dep = dep_str.split(";", maxsplit=1)[0].strip()
+    if " @ " in dep:
+        pkg, version = dep.split(" @ ", maxsplit=1)
+        return {"pkg": pkg.strip(), "version": version.strip()}
+
+    version_match = re.search(r"(===|==|~=|!=|<=|>=|<|>).*$", dep)
+    version_idx = version_match.start() if version_match else len(dep)
+    pkg = dep[:version_idx].strip()
+    pkg = pkg.split("[", maxsplit=1)[0].strip()
+    return {"pkg": pkg, "version": dep[version_idx:].strip()}
+
+
+def add_dep(deps: dict[str, list[dict[str, str]]], dep: str, file: str, group: str) -> None:
+    parsed = parse_dep_str(dep)
+    pkg = parsed["pkg"].lower()
+    if pkg in deps and parsed["version"]:
+        deps[pkg].append({"file": file, "version": parsed["version"], "group": group})
+
+
+def add_pyproject_deps(deps: dict[str, list[dict[str, str]]], pyproject_path: str) -> None:
+    with Path(pyproject_path).open("rb") as f:
+        pyproject: dict[str, Any] = tomllib.load(f)
+
+    project = pyproject.get("project", {})
+    if isinstance(project, dict):
+        dependencies = project.get("dependencies", [])
+        if isinstance(dependencies, list):
+            for dep in dependencies:
+                add_dep(deps, dep, pyproject_path, "[project.dependencies]")
+
+        optional_dependencies = project.get("optional-dependencies", {})
+        if isinstance(optional_dependencies, dict):
+            for group, dependencies in optional_dependencies.items():
+                if isinstance(dependencies, list):
+                    for dep in dependencies:
+                        add_dep(deps, dep, pyproject_path, f"[project.optional-dependencies.{group}]")
+
+    dependency_groups = pyproject.get("dependency-groups", {})
+    if isinstance(dependency_groups, dict):
+        for group, dependencies in dependency_groups.items():
+            if isinstance(dependencies, list):
+                for dep in dependencies:
+                    add_dep(deps, dep, pyproject_path, f"[dependency-groups.{group}]")
+
+
+def main() -> None:
+    deps: dict[str, list[dict[str, str]]] = {dep: [] for dep in TRACKED_DEPS}
+
+    for dockerfile in DOCKERFILES:
+        dockerfile_content = Path(dockerfile).read_text(encoding="utf-8")
+        uv_versions = re.findall(r"ghcr\.io/astral-sh/uv:(\d+\.\d+\.\d+)", dockerfile_content)
+        deps["uv"].extend({"file": dockerfile, "version": f"=={version}", "group": "docker"} for version in uv_versions)
+
+    if Path(PRECOMMIT_CONFIG).exists():
+        with Path(PRECOMMIT_CONFIG).open("r", encoding="utf-8") as f:
+            precommit = yaml.safe_load(f)
+        for repo in precommit.get("repos", []):
+            repo_url = repo.get("repo")
+            if repo_url == "https://github.com/astral-sh/uv-pre-commit":
+                deps["uv"].append({
+                    "file": PRECOMMIT_CONFIG,
+                    "version": f"=={repo['rev'].lstrip('v')}",
+                    "group": "pre-commit",
+                })
+            elif repo_url == "https://github.com/charliermarsh/ruff-pre-commit":
+                deps["ruff"].append({
+                    "file": PRECOMMIT_CONFIG,
+                    "version": f"=={repo['rev'].lstrip('v')}",
+                    "group": "pre-commit",
+                })
+
+    for pyproject_path in PYPROJECTS:
+        add_pyproject_deps(deps, pyproject_path)
+
+    for workflow_file in Path(".github/workflows").glob("*.yml"):
+        with workflow_file.open("r", encoding="utf-8") as f:
+            workflow = yaml.safe_load(f) or {}
+        env = workflow.get("env", {})
+        if "UV_VERSION" in env:
+            deps["uv"].append({
+                "file": str(workflow_file),
+                "version": f"=={env['UV_VERSION'].lstrip('v')}",
+                "group": "workflow",
+            })
+
+    troubles = []
+    for dep, versions in deps.items():
+        if not versions:
+            troubles.append(f"{dep}: no tracked version found")
+            continue
+
+        version_values = {entry["version"] for entry in versions}
+        if len(version_values) > 1:
+            inv_dict = {version: set() for version in version_values}
+            for version in versions:
+                inv_dict[version["version"]].add(f"{version['file']} {version['group']}")
+            troubles.extend([
+                f"{dep}:",
+                "\n".join(f"- {version}: {', '.join(sorted(files))}" for version, files in sorted(inv_dict.items())),
+            ])
+
+    if troubles:
+        raise AssertionError("Some dependencies are out of sync:\n\n" + "\n".join(troubles))
+    logger.info("All dependencies are in sync!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/.github/workflows/builds.yml b/.github/workflows/builds.yml
index 6ab0b975..75309b93 100644
--- a/.github/workflows/builds.yml
+++ b/.github/workflows/builds.yml
@@ -8,9 +8,7 @@ on:
 
 env:
   PYTHON_VERSION: "3.11"
-  UV_VERSION: "0.5.13"
-  POETRY_VERSION: "1.8.3"
-
+  UV_VERSION: "0.11.14"
 
 jobs:
   docker:
@@ -21,11 +19,9 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
+      - uses: astral-sh/setup-uv@v7
         with:
-          poetry-version: ${{ env.POETRY_VERSION }}
-      - name: Resolve dependencies
-        run: poetry export -f requirements.txt --without-hashes --output requirements.txt
+          version: ${{ env.UV_VERSION }}
       - name: Build, run & check docker
         env:
           SUPERADMIN_LOGIN: dummy_login
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index f9ff68ef..7148ef2e 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -4,7 +4,7 @@ on:
     branches: main
 
 env:
-  UV_VERSION: "0.5.13"
+  UV_VERSION: "0.11.14"
 
 jobs:
   gh-pages:
@@ -38,6 +38,6 @@ jobs:
         uses: JamesIves/github-pages-deploy-action@v4.7.4
         with:
           branch: gh-pages
-          folder: 'client/docs/build'
-          commit-message: '[skip ci] Documentation updates'
+          folder: "client/docs/build"
+          commit-message: "[skip ci] Documentation updates"
           clean: true
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 6e98678e..145a957d 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -2,11 +2,11 @@ name: publish
 
 on:
   release:
-    types: [ published ]
+    types: [published]
 
 env:
   PYTHON_VERSION: "3.11"
-  UV_VERSION: "0.5.13"
+  UV_VERSION: "0.11.14"
 
 jobs:
   pypi:
@@ -35,7 +35,7 @@ jobs:
 
   pypi-check:
     if: "!github.event.release.prerelease"
-    needs: pypi-publish-client
+    needs: pypi
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
@@ -82,7 +82,7 @@ jobs:
 
   conda-check:
     if: "!github.event.release.prerelease"
-    needs: conda-publish-client
+    needs: conda
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
diff --git a/.github/workflows/pull_requests.yml b/.github/workflows/pull_requests.yml
index f9815207..06c879de 100644
--- a/.github/workflows/pull_requests.yml
+++ b/.github/workflows/pull_requests.yml
@@ -5,7 +5,7 @@ on:
     branches: main
 
 env:
-  UV_VERSION: "0.5.13"
+  UV_VERSION: "0.11.14"
 
 jobs:
   docs-client:
@@ -36,6 +36,6 @@ jobs:
       pull-requests: write
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/labeler@v6
-      with:
-        repo-token: "${{ secrets.GITHUB_TOKEN }}"
+      - uses: actions/labeler@v6
+        with:
+          repo-token: "${{ secrets.GITHUB_TOKEN }}"
diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 00043be8..aa0ab661 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -3,13 +3,13 @@ on:
   push:
     branches: main
     tags:
-      - 'v*'
+      - "v*"
 
 env:
   BACKEND_IMAGE_NAME: alert-api
   DOCKERHUB_USER: ${{ secrets.DOCKERHUB_LOGIN }}
   PYTHON_VERSION: "3.11"
-  POETRY_VERSION: "1.8.3"
+  UV_VERSION: "0.11.14"
 
 jobs:
   docker:
@@ -20,11 +20,9 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
+      - uses: astral-sh/setup-uv@v7
         with:
-          poetry-version: ${{ env.POETRY_VERSION }}
-      - name: Resolve dependencies
-        run: poetry export -f requirements.txt --without-hashes --output requirements.txt
+          version: ${{ env.UV_VERSION }}
       - name: Resolve image tag
         run: |
           if [[ "${GITHUB_REF}" == refs/tags/v* ]]; then
diff --git a/.github/workflows/scripts.yml b/.github/workflows/scripts.yml
index f2a89a7d..bcbb99e4 100644
--- a/.github/workflows/scripts.yml
+++ b/.github/workflows/scripts.yml
@@ -8,8 +8,7 @@ on:
 
 env:
   PYTHON_VERSION: "3.11"
-  UV_VERSION: "0.5.13"
-  POETRY_VERSION: "1.8.3"
+  UV_VERSION: "0.11.14"
 
 jobs:
   end-to-end:
@@ -20,16 +19,9 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
-        with:
-          poetry-version: ${{ env.POETRY_VERSION }}
       - uses: astral-sh/setup-uv@v7
         with:
           version: ${{ env.UV_VERSION }}
-      - name: Resolve dependencies
-        run: |
-          poetry export -f requirements.txt --without-hashes --output requirements.txt
-          uv pip install --system -r scripts/requirements.txt
       - name: Run the backend & the test
         env:
           SUPERUSER_LOGIN: dummy_login
@@ -39,4 +31,4 @@ jobs:
           POSTGRES_DB: dummy_pg_db
         run: |
           docker compose -f docker-compose.dev.yml up -d --build --wait
-          python scripts/test_e2e.py
+          uv run --group e2e python scripts/test_e2e.py
diff --git a/.github/workflows/style.yml b/.github/workflows/style.yml
index 10a9abb3..ed1a4ddc 100644
--- a/.github/workflows/style.yml
+++ b/.github/workflows/style.yml
@@ -8,8 +8,7 @@ on:
 
 env:
   PYTHON_VERSION: "3.11"
-  UV_VERSION: "0.5.13"
-  POETRY_VERSION: "1.8.3"
+  UV_VERSION: "0.11.14"
 
 jobs:
   ruff:
@@ -20,46 +19,15 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
-        with:
-          poetry-version: ${{ env.POETRY_VERSION }}
       - uses: astral-sh/setup-uv@v7
         with:
           version: ${{ env.UV_VERSION }}
-      - name: Install dependencies
-        run: |
-          poetry export -f requirements.txt --without-hashes --only quality --output requirements.txt
-          uv pip install --system -r requirements.txt
       - name: Run ruff
         run: |
-          ruff --version
-          ruff format --check --diff .
-          ruff check --diff .
-
-  mypy:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v6
-      - uses: actions/setup-python@v6
-        with:
-          python-version: ${{ env.PYTHON_VERSION }}
-          architecture: x64
-      - uses: abatilo/actions-poetry@v4
-        with:
-          poetry-version: ${{ env.POETRY_VERSION }}
-      - uses: astral-sh/setup-uv@v7
-        with:
-          version: ${{ env.UV_VERSION }}
-      - name: Install dependencies
-        run: |
-          poetry export -f requirements.txt --without-hashes --with quality --output requirements.txt
-          uv pip install --system -r requirements.txt
-      - name: Run mypy
-        run: |
-          mypy --version
-          mypy
+          uv run --group quality ruff --version
+          make ruff-check
 
-  mypy-client:
+  ty:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
@@ -70,11 +38,10 @@ jobs:
       - uses: astral-sh/setup-uv@v7
         with:
           version: ${{ env.UV_VERSION }}
-      - name: Install dependencies
-        run: uv pip install --system -e "client/.[quality]"
-      - name: Run mypy
+      - name: Run ty
         run: |
-          mypy --config-file client/pyproject.toml client/pyroclient
+          uv run --group quality ty --version
+          make typing-check
 
   precommit-hooks:
     runs-on: ubuntu-latest
@@ -84,19 +51,10 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
-        with:
-          poetry-version: ${{ env.POETRY_VERSION }}
       - uses: astral-sh/setup-uv@v7
         with:
           version: ${{ env.UV_VERSION }}
-      - name: Install dependencies
-        run: |
-          poetry export -f requirements.txt --without-hashes --only quality --output requirements.txt
-          uv pip install --system -r requirements.txt
-      - name: Run pre-commit hooks
+      - name: Run prek hooks
         run: |
-          git checkout -b temp
-          pre-commit install
-          pre-commit --version
-          pre-commit run --all-files
+          uv run --group quality prek --version
+          make precommit
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 421b2af4..9475dc32 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -8,8 +8,7 @@ on:
 
 env:
   PYTHON_VERSION: "3.11"
-  UV_VERSION: "0.5.13"
-  POETRY_VERSION: "1.8.3"
+  UV_VERSION: "0.11.14"
 
 jobs:
   pytest:
@@ -20,28 +19,27 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
+      - uses: astral-sh/setup-uv@v7
         with:
-          poetry-version: ${{ env.POETRY_VERSION }}
-      - name: Resolve dependencies
-        run: poetry export -f requirements.txt --without-hashes --with test --output requirements.txt
-      - name: Run the backend & the test
+          version: ${{ env.UV_VERSION }}
+      - name: Run backend tests
         env:
-          SUPERUSER_LOGIN: dummy_login
-          SUPERUSER_PWD: dummy&P@ssw0rd!
+          SUPERADMIN_LOGIN: dummy_login
+          SUPERADMIN_PWD: dummy&P@ssw0rd!
+          SUPERADMIN_ORG: dummyorga
           POSTGRES_USER: dummy_pg_user
           POSTGRES_PASSWORD: dummy_pg_pwd
           POSTGRES_DB: dummy_pg_db
         run: |
-          docker compose -f docker-compose.dev.yml up -d --build --wait
+          UV_GROUPS="server test" docker compose -f docker-compose.dev.yml up -d --build --wait
           docker compose -f docker-compose.dev.yml exec -T backend pytest --cov=app --cov-report xml tests/
           docker compose -f docker-compose.dev.yml cp backend:/app/coverage.xml ./coverage-src.xml
+          docker compose -f docker-compose.dev.yml down
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5
         with:
+          files: ./coverage-src.xml
           token: ${{ secrets.CODECOV_TOKEN }}
-          file: ./coverage-src.xml
-          flags: backend
           fail_ci_if_error: true
 
   pytest-client:
@@ -52,32 +50,26 @@ jobs:
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           architecture: x64
-      - uses: abatilo/actions-poetry@v4
-        with:
-          poetry-version: ${{ env.POETRY_VERSION }}
       - uses: astral-sh/setup-uv@v7
         with:
           version: ${{ env.UV_VERSION }}
-      - name: Resolve dependencies
-        run: |
-          poetry export -f requirements.txt --without-hashes --output requirements.txt
-          uv pip install --system -e "client/.[test]"
-      - name: Run the backend & the test
+      - name: Run client tests
         env:
-          SUPERUSER_LOGIN: dummy_login
-          SUPERUSER_PWD: dummy&P@ssw0rd!
+          SUPERADMIN_LOGIN: dummy_login
+          SUPERADMIN_PWD: dummy&P@ssw0rd!
+          SUPERADMIN_ORG: dummyorga
           POSTGRES_USER: dummy_pg_user
           POSTGRES_PASSWORD: dummy_pg_pwd
           POSTGRES_DB: dummy_pg_db
         run: |
           docker compose -f docker-compose.dev.yml up -d --build --wait
-          cd client && pytest --cov=pyroclient --cov-report xml tests/
+          SUPERADMIN_LOGIN=superadmin_login SUPERADMIN_PWD=superadmin_pwd uv run --group client-test pytest --cov=pyroclient --cov-report xml client/tests/
+          docker compose -f docker-compose.dev.yml down
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5
         with:
+          files: ./coverage.xml
           token: ${{ secrets.CODECOV_TOKEN }}
-          file: ./client/coverage.xml
-          flags: client
           fail_ci_if_error: true
 
   headers:
@@ -92,9 +84,9 @@ jobs:
       - name: Check the headers
         uses: frgfm/validate-python-headers@main
         with:
-          license: 'Apache-2.0'
-          owner: 'Pyronear'
+          license: "Apache-2.0"
+          owner: "Pyronear"
           starting-year: 2020
-          folders: 'src,client,.github'
-          ignore-files: 'version.py,__init__.py'
-          ignore-folders: 'client/tests/,src/tests/,src/migrations/versions/'
+          folders: "src,client,.github"
+          ignore-files: "version.py,__init__.py"
+          ignore-folders: "client/tests/,src/tests/,src/migrations/versions/"
diff --git a/.gitignore b/.gitignore
index 96ae21f0..dd269291 100644
--- a/.gitignore
+++ b/.gitignore
@@ -90,9 +90,6 @@ target/
 profile_default/
 ipython_config.py
 
-# pyenv
-.python-version
-
 # pipenv
 #   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
 #   However, in case of collaboration, if having platform-specific dependencies or dependencies
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9d9eb56a..916638cd 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,8 +1,8 @@
 default_language_version:
-    python: python3.11
+  python: python3.11
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-yaml
         exclude: .conda
@@ -14,18 +14,45 @@ repos:
       - id: check-json
       - id: check-merge-conflict
       - id: no-commit-to-branch
-        args: ['--branch', 'main']
+        args: ["--branch", "main"]
       - id: debug-statements
         language_version: python3
   - repo: https://github.com/compilerla/conventional-pre-commit
-    rev: 'v4.0.0'
+    rev: "v4.3.0"
     hooks:
       - id: conventional-pre-commit
         stages: [commit-msg]
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.11.9'
+  - repo: https://github.com/abravalheri/validate-pyproject
+    rev: v0.24.1
     hooks:
-      - id: ruff
-        args:
-          - --fix
+      - id: validate-pyproject
+        args: ["./pyproject.toml", "client/pyproject.toml"]
+  - repo: local
+    hooks:
+      - id: uv-lock
+        name: uv-lock
+        entry: make lock
+        files: ^(uv\.lock|pyproject\.toml|uv\.toml)$
+        language: system
+        stages: [pre-push]
+      - id: ruff-lint
+        name: ruff-lint
+        entry: make ruff-lint-fix
+        pass_filenames: false
+        require_serial: true
+        language: system
+        stages: [pre-push]
       - id: ruff-format
+        name: ruff-format
+        entry: make ruff-format-fix
+        pass_filenames: false
+        require_serial: true
+        language: system
+        stages: [pre-push]
+      - id: typing-check
+        name: check typing
+        entry: make typing-check
+        pass_filenames: false
+        require_serial: true
+        language: system
+        stages: [pre-push]
diff --git a/.python-version b/.python-version
new file mode 100644
index 00000000..2c073331
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.11
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index a37a957b..0c9ea6ad 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -84,7 +84,7 @@ If you are wondering how to do something with Pyro-API, or a more general questi
 - [Git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)
 - [Docker](https://docs.docker.com/engine/install/)
 - [Docker compose](https://docs.docker.com/compose/)
-- [Poetry](https://python-poetry.org/docs/)
+- [UV](https://docs.astral.sh/uv/)
 - [Make](https://www.gnu.org/software/make/) (optional)
 
 ### Configure your fork
@@ -102,14 +102,13 @@ git remote add upstream https://github.com/pyronear/pyro-api.git
 
 Let's install the different libraries:
 ```shell
-poetry export -f requirements.txt --without-hashes --with quality --output requirements.txt
-pip install -r requirements.txt
+make venv
 ```
 
 #### Pre-commit hooks
 Let's make your life easier by formatting & fixing lint on each commit:
 ```shell
-pre-commit install
+uv run --group quality prek install
 ```
 
 ### Environment configuration
diff --git a/Makefile b/Makefile
index 8e37d424..b6b861e0 100644
--- a/Makefile
+++ b/Makefile
@@ -1,70 +1,110 @@
-.PHONY: quality style lock build run stop migrate migrate-up test build-client test-client docs-client e2e
+PYTHON_VERSION ?= 3.11
+PYPROJECT := pyproject.toml
+BACKEND_IMAGE ?= pyronear/alert-api:latest
+COMPOSE_DEV := docker-compose.dev.yml
 
-# this target runs checks on all files
-quality:
-	ruff format --check .
-	ruff check .
-	mypy
+.PHONY: sync-deps venv install-backend install-quality install-test install-client-test install-docs install-e2e
+.PHONY: ruff-lint ruff-lint-fix ruff-format ruff-format-fix ruff-check ruff-fix typing-check deps-check quality style precommit
+.PHONY: lock build build-backend run run-dev stop migrate migrate-up test build-client test-client docs-client e2e uvicorn-backend
 
-# this target runs checks on all files and potentially modifies some of them
-style:
-	ruff format .
-	ruff check --fix .
+sync-deps: $(PYPROJECT)
+	uv sync --locked --all-groups --no-install-project
 
-# Pin the dependencies
-lock:
-	poetry lock
+venv: $(PYPROJECT)
+	uv venv --python $(PYTHON_VERSION) --allow-existing
+	$(MAKE) sync-deps
 
-# Build the docker
-build:
-	poetry export -f requirements.txt --without-hashes --output requirements.txt
-	docker build -f src/Dockerfile . -t pyronear/alert-api:latest
+install-backend: $(PYPROJECT)
+	uv sync --locked --only-group server --no-install-project
+
+install-quality: $(PYPROJECT)
+	uv sync --locked --group server --group client --group quality --no-install-project
+
+install-test: $(PYPROJECT)
+	uv sync --locked --group server --group test --no-install-project
+
+install-client-test: $(PYPROJECT)
+	uv sync --locked --group client-test --no-install-project
+
+install-docs: $(PYPROJECT)
+	uv sync --locked --group client-docs --no-install-project
+
+install-e2e: $(PYPROJECT)
+	uv sync --locked --group e2e --no-install-project
+
+ruff-lint: $(PYPROJECT)
+	uv run --group quality ruff check . --config $(PYPROJECT)
+
+ruff-lint-fix: $(PYPROJECT)
+	uv run --group quality ruff check --fix . --config $(PYPROJECT)
+
+ruff-format: $(PYPROJECT)
+	uv run --group quality ruff format --check . --config $(PYPROJECT)
+
+ruff-format-fix: $(PYPROJECT)
+	uv run --group quality ruff format . --config $(PYPROJECT)
+
+ruff-check: ruff-lint ruff-format
+
+ruff-fix: ruff-lint-fix ruff-format-fix
+
+typing-check: $(PYPROJECT)
+	uv run --group server --group client --group quality ty check src/app client/pyroclient
+
+deps-check: .github/verify_deps_sync.py
+	uv lock --check
+	uv run --script .github/verify_deps_sync.py
+
+quality: ruff-check typing-check deps-check
+
+style: precommit
+
+precommit: $(PYPROJECT) .pre-commit-config.yaml
+	uv run --group quality prek run --all-files --hook-stage=pre-push
+
+lock: $(PYPROJECT)
+	uv lock
+
+build: build-backend
+
+build-backend:
+	docker build -f src/Dockerfile . -t $(BACKEND_IMAGE)
 
-# Run the docker
 run:
-	poetry export -f requirements.txt --without-hashes --output requirements.txt
 	docker compose up -d --build --wait
 
-# Run the docker
+run-dev: run
+
 stop:
 	docker compose down
 
-# Generate a new alembic migration from the current models
-# Requires the stack to be running (make run). Usage: make migrate m="add foo column"
 migrate:
 	@if [ -z "$(m)" ]; then echo "Usage: make migrate m=\"short description\""; exit 1; fi
 	docker compose exec -T backend alembic revision --autogenerate -m "$(m)"
 
-# Apply pending alembic migrations to the running DB
 migrate-up:
 	docker compose exec -T backend alembic upgrade head
 
-# Run tests for the library
-# the "-" are used to launch the next command even if a command fail
 test:
-	poetry export -f requirements.txt --without-hashes --with test --output requirements.txt
-	docker compose -f docker-compose.dev.yml up -d --build --wait
-	- docker compose -f docker-compose.dev.yml exec -T backend pytest --cov=app
-	docker compose -f docker-compose.dev.yml down
+	UV_GROUPS="server test" docker compose -f $(COMPOSE_DEV) up -d --build --wait
+	- docker compose -f $(COMPOSE_DEV) exec -T backend pytest --cov=app
+	docker compose -f $(COMPOSE_DEV) down
 
 build-client:
-	pip install -e client/.
+	uv sync --locked --group client --no-install-project
 
-# Run tests for the Python client
-# the "-" are used to launch the next command even if a command fail
 test-client: build-client
-	poetry export -f requirements.txt --without-hashes --output requirements.txt
-	docker compose -f docker-compose.dev.yml up -d --build --wait
-	- cd client && pytest --cov=pyroclient tests/ && cd ..
-	docker compose -f docker-compose.dev.yml down
+	docker compose -f $(COMPOSE_DEV) up -d --build --wait
+	- SUPERADMIN_LOGIN=superadmin_login SUPERADMIN_PWD=superadmin_pwd uv run --group client-test pytest --cov=pyroclient client/tests/
+	docker compose -f $(COMPOSE_DEV) down
 
-# Check that docs can build for client
 docs-client:
-	sphinx-build client/docs/source client/docs/_build -a
-
+	uv run --group client-docs sphinx-build client/docs/source client/docs/_build -a
 
 e2e:
-	poetry export -f requirements.txt --without-hashes --output requirements.txt
-	docker compose -f docker-compose.dev.yml up -d --build --wait
-	- python scripts/test_e2e.py
-	docker compose -f docker-compose.dev.yml down
+	docker compose -f $(COMPOSE_DEV) up -d --build --wait
+	- uv run --group e2e python scripts/test_e2e.py
+	docker compose -f $(COMPOSE_DEV) down
+
+uvicorn-backend:
+	PYTHONPATH=src uv run --group server uvicorn app.main:app --reload --host 0.0.0.0 --port 5050 --proxy-headers
diff --git a/README.md b/README.md
index 70b3bf8b..8e39200d 100644
--- a/README.md
+++ b/README.md
@@ -35,7 +35,7 @@ The API stores access metadata (Users, Cameras, Organizations), the core wildfir
 
 Two ways to run the stack, depending on whether you just want to use the API or to develop against it.
 
-### As a user (no Poetry needed)
+### As a user (no local Python tooling needed)
 
 Pull the published `ghcr.io/pyronear/alert-api` image and start the stack:
 
@@ -52,13 +52,13 @@ To stop the service:
 docker compose down
 ```
 
-### As a contributor (builds locally, requires Poetry)
+### As a contributor (builds locally with UV)
 
 ```shell
 make run
 ```
 
-This regenerates `requirements.txt` from `poetry.lock` and builds the backend image locally, so it requires [Poetry](https://python-poetry.org/docs/) to be installed. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for the full developer setup, tests, and migration workflow.
+This builds the backend image from `uv.lock`. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for the full developer setup, tests, and migration workflow.
 
 To stop the service:
 ```shell
@@ -72,14 +72,16 @@ make stop
 - [Git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)
 - [Docker](https://docs.docker.com/engine/install/)
 - [Docker compose](https://docs.docker.com/compose/)
+- [UV](https://docs.astral.sh/uv/)
 
-Contributors building the image locally also need [Poetry](https://python-poetry.org/docs/); see [`CONTRIBUTING.md`](CONTRIBUTING.md).
+Contributors building the image locally also need UV; see [`CONTRIBUTING.md`](CONTRIBUTING.md).
 
 ### First-time setup
 
 ```shell
 git clone https://github.com/pyronear/pyro-api.git && cd pyro-api
 cp .env.example .env
+make venv
 ```
 
 Then run the stack as described in the [Quick Tour](#quick-tour) above.
diff --git a/client/README.md b/client/README.md
index 8f233a24..90b6c1e7 100644
--- a/client/README.md
+++ b/client/README.md
@@ -51,8 +51,8 @@ url = api_client.get_detection_url(detection_id)
 
 ```python
 cam_token = requests.post(urljoin(API_URL, f"cameras/{cam_id}/token"), headers=admin_headers, timeout=5).json()[
-        "access_token"
-    ]
+    "access_token"
+]
 
 camera_client = Client(cam_token, "http://localhost:5050", timeout=10)
 response = cam_client.create_detection(image, 123.2)
diff --git a/client/pyproject.toml b/client/pyproject.toml
index 9b03b947..93f984ab 100644
--- a/client/pyproject.toml
+++ b/client/pyproject.toml
@@ -28,19 +28,16 @@ classifiers = [
 ]
 dynamic = ["version"]
 dependencies = [
-    "requests>=2.31.0,<3.0.0",
+    "requests>=2.33.0,<3.0.0",
 ]
 
 [project.optional-dependencies]
 test = [
-    "pytest==8.3.4",
+    "pytest==9.0.3",
     "pytest-cov>=4.0.0,<5.0.0",
     "pytest-pretty>=1.0.0,<2.0.0",
     "types-requests>=2.0.0",
 ]
-quality = [
-    "mypy==1.10.0",
-]
 docs = [
     "sphinx>=3.0.0,!=3.5.0",
     "sphinxemoji>=0.1.8",
@@ -62,22 +59,5 @@ zip-safe = true
 [tool.setuptools.packages.find]
 exclude = ["docs*", "tests*"]
 
-[tool.mypy]
-python_version = "3.11"
-files = "pyroclient/"
-show_error_codes = true
-pretty = true
-warn_unused_ignores = true
-warn_redundant_casts = true
-no_implicit_optional = true
-check_untyped_defs = true
-implicit_reexport = false
-
-[[tool.mypy.overrides]]
-module = [
-    "requests.*",
-]
-ignore_missing_imports = true
-
 [tool.pytest.ini_options]
 testpaths = ["pyroclient/"]
diff --git a/client/tests/conftest.py b/client/tests/conftest.py
index 10c00e10..5e3a58f9 100644
--- a/client/tests/conftest.py
+++ b/client/tests/conftest.py
@@ -8,11 +8,15 @@
 API_URL = os.getenv("API_URL", "http://localhost:5050/api/v1/")
 SUPERADMIN_LOGIN = os.getenv("SUPERADMIN_LOGIN", "superadmin_login")
 SUPERADMIN_PWD = os.getenv("SUPERADMIN_PWD", "superadmin_pwd")
-SUPERADMIN_TOKEN = requests.post(
+superadmin_response = requests.post(
     urljoin(API_URL, "login/creds"),
     data={"username": SUPERADMIN_LOGIN, "password": SUPERADMIN_PWD},
     timeout=5,
-).json()["access_token"]
+)
+assert superadmin_response.status_code == 200, superadmin_response.text
+superadmin_payload = superadmin_response.json()
+assert "access_token" in superadmin_payload, superadmin_payload
+SUPERADMIN_TOKEN = superadmin_payload["access_token"]
 
 
 def pytest_configure():
diff --git a/client/tests/test_client.py b/client/tests/test_client.py
index 0c47b32c..ab8ef0ca 100644
--- a/client/tests/test_client.py
+++ b/client/tests/test_client.py
@@ -48,7 +48,7 @@ def test_create_pose_with_patrol_id(cam_id):
     response = admin_client.create_pose(camera_id=cam_id, azimuth=42.0, patrol_id=7)
     assert response.status_code == 201, response.__dict__
     pose = response.json()
-    assert pose["azimuth"] == 42.0
+    assert pose["azimuth"] == pytest.approx(42.0)
     assert pose["patrol_id"] == 7
     assert pose["active"] is True
 
@@ -58,7 +58,7 @@ def test_create_pose_without_patrol_id(cam_id):
     response = admin_client.create_pose(camera_id=cam_id, azimuth=55.0)
     assert response.status_code == 201, response.__dict__
     pose = response.json()
-    assert pose["azimuth"] == 55.0
+    assert pose["azimuth"] == pytest.approx(55.0)
     assert pose["patrol_id"] is None
     assert pose["active"] is True
 
@@ -69,7 +69,7 @@ def test_update_pose_camera(cam_token, cam_pose_id):
         cam_client.update_pose(cam_pose_id)
     response = cam_client.update_pose(cam_pose_id, azimuth=123.4)
     assert response.status_code == 200, response.__dict__
-    assert response.json()["azimuth"] == 123.4
+    assert response.json()["azimuth"] == pytest.approx(123.4)
 
 
 def test_update_pose_image_camera(cam_token, cam_pose_id, mock_img):
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
index 28a8e5ee..e571821a 100644
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -35,6 +35,8 @@ services:
     build:
       context: .
       dockerfile: ./src/Dockerfile
+      args:
+        UV_GROUPS: ${UV_GROUPS:-server}
     depends_on:
       db:
         condition: service_healthy
diff --git a/docker-compose.yml b/docker-compose.yml
index a1b79277..da728251 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -41,6 +41,8 @@ services:
     build:
       context: .
       dockerfile: ./src/Dockerfile
+      args:
+        UV_GROUPS: ${UV_GROUPS:-server}
     depends_on:
       db:
         condition: service_healthy
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 917c56f4..00000000
--- a/poetry.lock
+++ /dev/null
@@ -1,2646 +0,0 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
-
-[[package]]
-name = "aiosqlite"
-version = "0.22.0"
-description = "asyncio bridge to the standard sqlite3 module"
-optional = false
-python-versions = ">=3.9"
-groups = ["test"]
-files = [
-    {file = "aiosqlite-0.22.0-py3-none-any.whl", hash = "sha256:96007fac2ce70eda3ca1bba7a3008c435258a592b8fbf2ee3eeaa36d33971a09"},
-    {file = "aiosqlite-0.22.0.tar.gz", hash = "sha256:7e9e52d72b319fcdeac727668975056c49720c995176dc57370935e5ba162bb9"},
-]
-
-[package.extras]
-dev = ["attribution (==1.8.0)", "black (==25.11.0)", "build (>=1.2)", "coverage[toml] (==7.10.7)", "flake8 (==7.3.0)", "flake8-bugbear (==24.12.12)", "flit (==3.12.0)", "mypy (==1.19.0)", "ufmt (==2.8.0)", "usort (==1.0.8.post1)"]
-docs = ["sphinx (==8.1.3)", "sphinx-mdinclude (==0.6.2)"]
-
-[[package]]
-name = "alembic"
-version = "1.17.2"
-description = "A database migration tool for SQLAlchemy."
-optional = false
-python-versions = ">=3.10"
-groups = ["main"]
-files = [
-    {file = "alembic-1.17.2-py3-none-any.whl", hash = "sha256:f483dd1fe93f6c5d49217055e4d15b905b425b6af906746abb35b69c1996c4e6"},
-    {file = "alembic-1.17.2.tar.gz", hash = "sha256:bbe9751705c5e0f14877f02d46c53d10885e377e3d90eda810a016f9baa19e8e"},
-]
-
-[package.dependencies]
-Mako = "*"
-SQLAlchemy = ">=1.4.0"
-typing-extensions = ">=4.12"
-
-[package.extras]
-tz = ["tzdata"]
-
-[[package]]
-name = "annotated-doc"
-version = "0.0.4"
-description = "Document parameters, class attributes, return types, and variables inline, with Annotated."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"},
-    {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"},
-]
-
-[[package]]
-name = "annotated-types"
-version = "0.7.0"
-description = "Reusable constraint types to use with typing.Annotated"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
-    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
-]
-
-[[package]]
-name = "anyio"
-version = "4.12.0"
-description = "High-level concurrency and networking framework on top of asyncio or Trio"
-optional = false
-python-versions = ">=3.9"
-groups = ["main", "test"]
-files = [
-    {file = "anyio-4.12.0-py3-none-any.whl", hash = "sha256:dad2376a628f98eeca4881fc56cd06affd18f659b17a747d3ff0307ced94b1bb"},
-    {file = "anyio-4.12.0.tar.gz", hash = "sha256:73c693b567b0c55130c104d0b43a9baf3aa6a31fc6110116509f27bf75e21ec0"},
-]
-
-[package.dependencies]
-idna = ">=2.8"
-typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
-
-[package.extras]
-trio = ["trio (>=0.31.0) ; python_version < \"3.10\"", "trio (>=0.32.0) ; python_version >= \"3.10\""]
-
-[[package]]
-name = "asyncpg"
-version = "0.31.0"
-description = "An asyncio PostgreSQL driver"
-optional = false
-python-versions = ">=3.9.0"
-groups = ["main"]
-files = [
-    {file = "asyncpg-0.31.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:831712dd3cf117eec68575a9b50da711893fd63ebe277fc155ecae1c6c9f0f61"},
-    {file = "asyncpg-0.31.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0b17c89312c2f4ccea222a3a6571f7df65d4ba2c0e803339bfc7bed46a96d3be"},
-    {file = "asyncpg-0.31.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3faa62f997db0c9add34504a68ac2c342cfee4d57a0c3062fcf0d86c7f9cb1e8"},
-    {file = "asyncpg-0.31.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ea599d45c361dfbf398cb67da7fd052affa556a401482d3ff1ee99bd68808a1"},
-    {file = "asyncpg-0.31.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:795416369c3d284e1837461909f58418ad22b305f955e625a4b3a2521d80a5f3"},
-    {file = "asyncpg-0.31.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:a8d758dac9d2e723e173d286ef5e574f0b350ec00e9186fce84d0fc5f6a8e6b8"},
-    {file = "asyncpg-0.31.0-cp310-cp310-win32.whl", hash = "sha256:2d076d42eb583601179efa246c5d7ae44614b4144bc1c7a683ad1222814ed095"},
-    {file = "asyncpg-0.31.0-cp310-cp310-win_amd64.whl", hash = "sha256:9ea33213ac044171f4cac23740bed9a3805abae10e7025314cfbd725ec670540"},
-    {file = "asyncpg-0.31.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:eee690960e8ab85063ba93af2ce128c0f52fd655fdff9fdb1a28df01329f031d"},
-    {file = "asyncpg-0.31.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2657204552b75f8288de08ca60faf4a99a65deef3a71d1467454123205a88fab"},
-    {file = "asyncpg-0.31.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a429e842a3a4b4ea240ea52d7fe3f82d5149853249306f7ff166cb9948faa46c"},
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-    {file = "uvicorn-0.40.0.tar.gz", hash = "sha256:839676675e87e73694518b5574fd0f24c9d97b46bea16df7b8c05ea1a51071ea"},
-]
-
-[package.dependencies]
-click = ">=7.0"
-h11 = ">=0.8"
-
-[package.extras]
-standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
-
-[[package]]
-name = "virtualenv"
-version = "20.35.4"
-description = "Virtual Python Environment builder"
-optional = false
-python-versions = ">=3.8"
-groups = ["quality"]
-files = [
-    {file = "virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"},
-    {file = "virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c"},
-]
-
-[package.dependencies]
-distlib = ">=0.3.7,<1"
-filelock = ">=3.12.2,<4"
-platformdirs = ">=3.9.1,<5"
-
-[package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
-
-[metadata]
-lock-version = "2.1"
-python-versions = "^3.11"
-content-hash = "ebf43805c29443b88db3f151010b3c4d065ca764c169ba3786ac0b9851ed0333"
diff --git a/pyproject.toml b/pyproject.toml
index 634ab9b0..a01b37c4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,64 +1,76 @@
-[build-system]
-requires = ["poetry>=1.0"]
-build-backend = "poetry.masonry.api"
-
-[tool.poetry]
+[project]
 name = "pyro-api"
 version = "0.1.2.dev0"
 description = "Backend for wildfire prevention, detection and monitoring"
-authors = ["Pyronear <contact@pyronear.org>"]
-license = "Apache-2.0"
-
-[tool.poetry.dependencies]
-python = "^3.11"
-fastapi = ">=0.109.1,<1.0.0"
-sqlmodel = "^0.0.24"
-pydantic = ">=2.0.0,<3.0.0"
-pydantic-settings = ">=2.0.0,<3.0.0"
-requests = "^2.32.0"
-PyJWT = "^2.8.0"
-passlib = { version = "^1.7.4", extras = ["bcrypt"] }
-bcrypt = "3.1.7"
-uvicorn = ">=0.11.1,<1.0.0"
-asyncpg = ">=0.25.0,<1.0.0"
-alembic = "^1.8.1"
-sentry-sdk = { version = "^2.8.0", extras = ["fastapi"] }
-posthog = "^3.0.0"
-prometheus-fastapi-instrumentator = "^6.1.0"
-python-multipart = "==0.0.7"
-python-magic = "^0.4.17"
-boto3 = "^1.26.0"
-httpx = "^0.24.0"
-pyro-camera-api-client = {git = "https://github.com/pyronear/pyro-engine.git", subdirectory = "pyro_camera_api/client", branch = "main"}
-geopy = "^2.4.0"
-networkx = "^3.2.0"
-numpy = "^1.26.0"
-pandas = "^2.2.0"
-pyproj = "^3.6.0"
-shapely = "^2.0.0"
-
-[tool.poetry.group.quality]
-optional = true
-
-[tool.poetry.group.quality.dependencies]
-ruff = "==0.13.1"
-mypy = "==1.10.0"
-types-requests = ">=2.0.0"
-types-python-dateutil = "^2.8.0"
-sqlalchemy-stubs = "^0.4"
-types-passlib = ">=1.7.0"
-pre-commit = "^4.2.0"
-
-[tool.poetry.group.test]
-optional = true
-
-[tool.poetry.group.test.dependencies]
-pytest = "==8.3.5"
-pytest-asyncio = "==0.21.2"
-pytest-cov = "^4.0.0"
-pytest-pretty = "^1.0.0"
-httpx = ">=0.23.0"
-aiosqlite = ">=0.16.0,<1.0.0"
+authors = [{ name = "Pyronear", email = "contact@pyronear.org" }]
+license = { text = "Apache-2.0" }
+requires-python = ">=3.11,<4"
+dependencies = []
+
+[tool.uv]
+package = false
+
+[tool.uv.sources]
+pyroclient = { path = "client", editable = true }
+
+[dependency-groups]
+server = [
+    "fastapi>=0.109.1,<1.0.0",
+    "sqlmodel>=0.0.24,<0.0.25",
+    "pydantic>=2.0.0,<3.0.0",
+    "pydantic-settings>=2.0.0,<3.0.0",
+    "requests>=2.32.0,<3.0.0",
+    "PyJWT>=2.12.0,<3.0.0",
+    "passlib[bcrypt]>=1.7.4,<2.0.0",
+    "bcrypt==3.1.7",
+    "uvicorn>=0.11.1,<1.0.0",
+    "asyncpg>=0.25.0,<1.0.0",
+    "alembic>=1.8.1,<2.0.0",
+    "sentry-sdk[fastapi]>=2.8.0,<3.0.0",
+    "posthog>=3.0.0,<4.0.0",
+    "prometheus-fastapi-instrumentator>=6.1.0,<7.0.0",
+    "python-multipart==0.0.27",
+    "python-magic>=0.4.17,<0.5.0",
+    "boto3>=1.26.0,<1.36.0", # https://github.com/boto/boto3/issues/4435
+    "httpx>=0.24.0,<1.0.0",
+    "pyro-camera-api-client @ git+https://github.com/pyronear/pyro-engine.git@main#subdirectory=pyro_camera_api/client",
+    "geopy>=2.4.0,<3.0.0",
+    "networkx>=3.2.0,<4.0.0",
+    "numpy>=1.26.0,<2.0.0",
+    "pandas>=2.2.0,<3.0.0",
+    "pyproj>=3.6.0,<4.0.0",
+    "shapely>=2.0.0,<3.0.0",
+]
+quality = [
+    "ruff==0.15.12",
+    "ty==0.0.33",
+    "prek==0.3.12",
+    "types-requests>=2.0.0",
+    "types-python-dateutil>=2.8.0,<3.0.0",
+    "sqlalchemy-stubs>=0.4,<0.5",
+    "types-passlib>=1.7.0",
+]
+test = [
+    "pytest==9.0.3",
+    "pytest-asyncio==0.21.2",
+    "pytest-cov>=4.0.0,<5.0.0",
+    "pytest-pretty>=1.0.0,<2.0.0",
+    "httpx>=0.23.0",
+    "aiosqlite>=0.16.0,<1.0.0",
+]
+e2e = [
+    "requests>=2.33.0,<3.0.0",
+    "python-dotenv>=1.2.2,<2.0.0",
+]
+client = [
+    "pyroclient",
+]
+client-test = [
+    "pyroclient[test]",
+]
+client-docs = [
+    "pyroclient[docs]",
+]
 
 [tool.bandit.assert_used]
 skips = ["*/test_*.py", "*_test.py"]
@@ -156,43 +168,10 @@ known-third-party = ["fastapi"]
 quote-style = "double"
 indent-style = "space"
 
-[tool.mypy]
-python_version = "3.11"
-mypy_path = "src/"
-files = "src/app"
-show_error_codes = true
-pretty = true
-warn_unused_ignores = true
-warn_redundant_casts = true
-no_implicit_optional = true
-check_untyped_defs = true
-implicit_reexport = false
-explicit_package_bases = true
-plugins = ["pydantic.mypy"]
-[[tool.mypy.overrides]]
-module = [
-    "pandas",
-    "pandas.*",
-    "numpy",
-    "pyproj",
-    "shapely.*",
-    "geopy.*",
-    "passlib",
-    "passlib.*",
-    "requests",
-    "requests.*",
-]
-ignore_missing_imports = true
+[tool.ty.environment]
+python-version = "3.11"
+python-platform = "linux"
+root = ["src", "client"]
 
-[[tool.mypy.overrides]]
-module = [
-    "magic",
-    "boto3",
-    "botocore.*",
-    "databases",
-    "posthog",
-    "prometheus_fastapi_instrumentator",
-    "pydantic_settings",
-    "pyro_camera_api_client",
-]
-ignore_missing_imports = true
+[tool.ty.rules]
+unresolved-import = "warn"
diff --git a/src/Dockerfile b/src/Dockerfile
index 8627a527..b54d8cf1 100644
--- a/src/Dockerfile
+++ b/src/Dockerfile
@@ -1,28 +1,45 @@
-FROM python:3.11-slim
+FROM python:3.11-slim AS builder
 
 WORKDIR /app
 
-# set environment variables
 ENV PYTHONDONTWRITEBYTECODE=1
 ENV PYTHONUNBUFFERED=1
-ENV PYTHONPATH="/app"
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+ENV UV_PROJECT_ENVIRONMENT="/opt/venv"
+
+ARG UV_GROUPS="server"
 
-# Install curl
 RUN apt-get -y update \
-    && apt-get -y install curl git libmagic1 \
+    && apt-get -y install git libmagic1 \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
-# Install uv
-# Ref: https://docs.astral.sh/uv/guides/integration/docker/#installing-uv
-COPY --from=ghcr.io/astral-sh/uv:0.5.13 /uv /bin/uv
+COPY --from=ghcr.io/astral-sh/uv:0.11.14 /uv /bin/uv
+
+COPY pyproject.toml uv.lock /app/
+COPY client/pyproject.toml /app/client/pyproject.toml
+
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --locked --no-install-project --no-editable --no-dev \
+    $(for group in $UV_GROUPS; do printf " --only-group %s" "$group"; done)
+
+FROM python:3.11-slim AS runtime
+
+WORKDIR /app
+
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+ENV PYTHONPATH="/app"
+ENV PATH="/opt/venv/bin:$PATH"
+
+RUN apt-get -y update \
+    && apt-get -y install curl libmagic1 \
+    && apt-get clean \
+    && rm -rf /var/lib/apt/lists/*
 
-# copy requirements file
-COPY requirements.txt /tmp/requirements.txt
-# install dependencies
-RUN uv pip install --no-cache --system -r /tmp/requirements.txt
+COPY --from=builder /opt/venv /opt/venv
 
-# copy project
 COPY src/alembic.ini /app/alembic.ini
 COPY src/migrations /app/migrations
 COPY src/app /app/app
diff --git a/src/Dockerfile.test b/src/Dockerfile.test
new file mode 100644
index 00000000..ebe32b6b
--- /dev/null
+++ b/src/Dockerfile.test
@@ -0,0 +1,50 @@
+FROM python:3.11-slim AS builder
+
+WORKDIR /app
+
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+ENV UV_PROJECT_ENVIRONMENT="/opt/venv"
+
+RUN apt-get -y update \
+    && apt-get -y install git libmagic1 \
+    && apt-get clean \
+    && rm -rf /var/lib/apt/lists/* \
+    && mkdir -p client
+
+RUN --mount=from=ghcr.io/astral-sh/uv:0.11.14,source=/uv,target=/bin/uv \
+    --mount=type=cache,target=/root/.cache/uv \
+    --mount=type=bind,source=uv.lock,target=uv.lock \
+    --mount=type=bind,source=pyproject.toml,target=pyproject.toml \
+    --mount=type=bind,source=client/pyproject.toml,target=client/pyproject.toml \
+    uv sync --locked --no-install-project --no-editable --no-dev --only-group server --only-group test
+
+FROM python:3.11-slim AS runtime
+
+WORKDIR /app
+
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+ENV PYTHONPATH="/app"
+ENV PATH="/opt/venv/bin:$PATH"
+
+LABEL maintainer="Pyronear <support@pyronear.org>"
+
+RUN apt-get -y update \
+    && apt-get -y install curl libmagic1 \
+    && apt-get clean \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY --from=builder /opt/venv /opt/venv
+
+COPY pyproject.toml /app/pyproject.toml
+COPY src/app /app/app
+COPY src/tests /app/tests
+COPY src/migrations /app/migrations
+COPY src/alembic.ini /app/alembic.ini
+
+EXPOSE 8000
+HEALTHCHECK --interval=10s --timeout=3s --retries=5 CMD ["curl", "-f", "http://localhost:8000/health", "--max-time", "3"]
+CMD ["uvicorn", "app.main:app", "--host=0.0.0.0", "--port=8000", "--proxy-headers", "--use-colors", "--log-level=info"]
diff --git a/src/app/api/api_v1/endpoints/sequences.py b/src/app/api/api_v1/endpoints/sequences.py
index 8bc8c7e5..edb54f37 100644
--- a/src/app/api/api_v1/endpoints/sequences.py
+++ b/src/app/api/api_v1/endpoints/sequences.py
@@ -194,8 +194,9 @@ async def fetch_sequences_from_date(
     camera_ids = (
         await session.exec(select(Camera.id).where(Camera.organization_id == token_payload.organization_id))
     ).all()
+    classes: dict[int, str | None]
     if risk_score is not None:
-        classes: dict[int, Union[str, None]] = dict.fromkeys(camera_ids, risk_score)
+        classes = dict.fromkeys(camera_ids, risk_score)
     else:
         scores = await risk_service.get_scores_for_date(from_date, organization_id=token_payload.organization_id)
         classes = dict(scores)
diff --git a/src/app/crud/base.py b/src/app/crud/base.py
index 6b7b0876..e7a79482 100644
--- a/src/app/crud/base.py
+++ b/src/app/crud/base.py
@@ -120,7 +120,7 @@ async def update(self, entry_id: int, payload: UpdateSchemaType) -> ModelType:
 
     async def delete(self, entry_id: int) -> None:
         await self.get(entry_id, strict=True)
-        statement = delete(self.model).where(cast(Any, self.model).id == entry_id)
+        statement = delete(self.model).where(cast(Any, self.model).id == entry_id)  # ty: ignore[invalid-argument-type]
 
         await self.session.exec(statement=statement)  # type: ignore[call-overload]
         await self.session.commit()
diff --git a/src/app/db.py b/src/app/db.py
index 426a02a9..259902ac 100644
--- a/src/app/db.py
+++ b/src/app/db.py
@@ -5,10 +5,11 @@
 
 import asyncio
 import logging
+from collections.abc import AsyncGenerator
 from typing import Any
 
-from sqlalchemy.ext.asyncio import async_sessionmaker
-from sqlalchemy.ext.asyncio.engine import AsyncEngine
+from sqlalchemy.ext.asyncio import async_sessionmaker  # ty: ignore[unresolved-import]
+from sqlalchemy.ext.asyncio.engine import AsyncEngine  # ty: ignore[unresolved-import]
 from sqlmodel import create_engine, select
 from sqlmodel.ext.asyncio.session import AsyncSession
 
@@ -23,7 +24,7 @@
 engine = AsyncEngine(create_engine(settings.POSTGRES_URL, echo=False))
 
 
-async def get_session() -> AsyncSession:  # type: ignore[misc]
+async def get_session() -> AsyncGenerator[AsyncSession, None]:
     async_session = async_sessionmaker(bind=engine, class_=AsyncSession, expire_on_commit=False)
     async with async_session() as session:
         yield session
diff --git a/src/app/main.py b/src/app/main.py
index b20bd155..64632287 100644
--- a/src/app/main.py
+++ b/src/app/main.py
@@ -124,7 +124,7 @@ async def add_process_time_header(request: Request, call_next):
 
 if isinstance(settings.SENTRY_DSN, str):
     # Sentry middleware is compatible at runtime
-    app.add_middleware(SentryAsgiMiddleware)  # type: ignore[arg-type]
+    app.add_middleware(SentryAsgiMiddleware)  # ty: ignore[invalid-argument-type]
 
 
 # Overrides swagger to include favicon
@@ -161,7 +161,7 @@ def custom_openapi():
     return app.openapi_schema
 
 
-app.openapi = custom_openapi  # type: ignore[method-assign]
+app.openapi = custom_openapi  # ty: ignore[invalid-assignment]
 if settings.PROMETHEUS_ENABLED:
     Instrumentator(
         excluded_handlers=["/metrics", "/docs", ".*openapi.json"],
diff --git a/src/app/services/overlap.py b/src/app/services/overlap.py
index 02f03a8e..0e1d8c90 100644
--- a/src/app/services/overlap.py
+++ b/src/app/services/overlap.py
@@ -13,7 +13,7 @@
 from math import atan2, cos, radians, sin, sqrt
 from typing import Any, Dict, List, Optional, Tuple
 
-import networkx as nx  # type: ignore
+import networkx as nx
 import numpy as np
 import pandas as pd
 import pyproj
diff --git a/src/app/services/risk.py b/src/app/services/risk.py
index 21ccc245..487b7b5a 100644
--- a/src/app/services/risk.py
+++ b/src/app/services/risk.py
@@ -5,7 +5,7 @@
 
 import logging
 from datetime import date
-from typing import Literal, Union
+from typing import Literal, Union, cast
 
 import httpx
 
@@ -46,6 +46,7 @@ def _parse_scores_payload(payload: object) -> dict[int, str]:
     for item in payload:
         if not isinstance(item, dict):
             continue
+        item = cast(dict[str, object], item)
         cid = item.get("id") or item.get("camera_id")
         fwi = item.get("fwi_class")
         if isinstance(cid, int) and isinstance(fwi, str):
@@ -80,15 +81,18 @@ def min_confidence(self, camera_id: int) -> Union[float, None]:
         return min_confidence_for_class(self._scores.get(camera_id))
 
     async def _fetch(self, path: str, params: Union[dict, None] = None) -> object:
-        if not self.is_configured:
+        risk_api_url = settings.RISK_API_URL
+        risk_api_login = settings.RISK_API_LOGIN
+        risk_api_pwd = settings.RISK_API_PWD
+        if not (risk_api_url and risk_api_login and risk_api_pwd):
             return None
-        host = settings.RISK_API_URL.rstrip("/")  # type: ignore[union-attr]
+        host = risk_api_url.rstrip("/")
         try:
             async with httpx.AsyncClient(timeout=5.0) as client:
                 response = await client.get(
                     f"{host}/{path.lstrip('/')}",
                     params=params,
-                    auth=(settings.RISK_API_LOGIN, settings.RISK_API_PWD),  # type: ignore[arg-type]
+                    auth=(risk_api_login, risk_api_pwd),
                 )
                 response.raise_for_status()
                 return response.json()
diff --git a/src/app/services/storage.py b/src/app/services/storage.py
index 650ba66d..5039cf0d 100644
--- a/src/app/services/storage.py
+++ b/src/app/services/storage.py
@@ -6,7 +6,7 @@
 import hashlib
 import logging
 from mimetypes import guess_extension
-from typing import Any, Dict, Union
+from typing import Any, BinaryIO, Dict, Union
 
 import boto3
 import magic
@@ -56,7 +56,7 @@ def check_file_existence(self, bucket_key: str) -> bool:
             logger.warning(e)
             return False
 
-    def upload_file(self, bucket_key: str, file_binary: bytes) -> bool:
+    def upload_file(self, bucket_key: str, file_binary: BinaryIO) -> bool:
         """Upload a file to bucket and return whether the upload succeeded"""
         # https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/s3.html#S3.Bucket.upload_fileobj
         self._s3.upload_fileobj(file_binary, self.name, bucket_key)
@@ -172,7 +172,7 @@ async def upload_file(file: UploadFile, organization_id: int, camera_id: int) ->
     bucket_name = s3_service.resolve_bucket_name(organization_id)
     bucket = s3_service.get_bucket(bucket_name)
     # Upload the file
-    if not bucket.upload_file(bucket_key, file.file):  # type: ignore[arg-type]
+    if not bucket.upload_file(bucket_key, file.file):
         raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail="Failed upload")
     logger.info(f"File uploaded to bucket {bucket_name} with key {bucket_key}.")
 
diff --git a/src/tests/conftest.py b/src/tests/conftest.py
index aef86314..21dcf83d 100644
--- a/src/tests/conftest.py
+++ b/src/tests/conftest.py
@@ -8,7 +8,7 @@
 import pytest_asyncio
 import requests
 from botocore.exceptions import ClientError
-from httpx import AsyncClient
+from httpx import ASGITransport, AsyncClient
 from sqlalchemy.orm import sessionmaker
 from sqlmodel import SQLModel, text
 from sqlmodel.ext.asyncio.session import AsyncSession
@@ -236,8 +236,12 @@ def event_loop(request) -> Generator:
 
 @pytest_asyncio.fixture(scope="function")
 async def async_client() -> AsyncGenerator[AsyncClient, None]:
+    transport = ASGITransport(app=app)
     async with AsyncClient(
-        app=app, base_url=f"http://api.localhost:8050{settings.API_V1_STR}", follow_redirects=True, timeout=5
+        transport=transport,
+        base_url=f"http://api.localhost:8050{settings.API_V1_STR}",
+        follow_redirects=True,
+        timeout=5,
     ) as client:
         yield client
 
diff --git a/src/tests/services/test_sequence_confidence.py b/src/tests/services/test_sequence_confidence.py
index 0bbd3e9c..d4e47aa2 100644
--- a/src/tests/services/test_sequence_confidence.py
+++ b/src/tests/services/test_sequence_confidence.py
@@ -3,17 +3,19 @@
 # This program is licensed under the Apache License 2.0.
 # See LICENSE or go to <https://www.apache.org/licenses/LICENSE-2.0> for full license details.
 
+import pytest
+
 from app.services.sequence_confidence import max_conf_from_bboxes
 
 
 def test_max_conf_from_single_bbox():
-    assert max_conf_from_bboxes("[(.1,.1,.7,.8,.42)]") == 0.42
+    assert max_conf_from_bboxes("[(.1,.1,.7,.8,.42)]") == pytest.approx(0.42)
 
 
 def test_max_conf_picks_max_across_bboxes_and_strings():
     bbox = "[(.1,.1,.7,.8,.3)]"
     others = "[(.1,.1,.5,.5,.7),(.2,.2,.6,.6,.55)]"
-    assert max_conf_from_bboxes(bbox, others) == 0.7
+    assert max_conf_from_bboxes(bbox, others) == pytest.approx(0.7)
 
 
 def test_max_conf_handles_none_and_empty():
@@ -24,4 +26,4 @@ def test_max_conf_handles_none_and_empty():
 
 def test_max_conf_skips_unparseable():
     assert max_conf_from_bboxes("[invalid]") is None
-    assert max_conf_from_bboxes("[(.1,.1,.7,.8,.5)]", "[garbage]") == 0.5
+    assert max_conf_from_bboxes("[(.1,.1,.7,.8,.5)]", "[garbage]") == pytest.approx(0.5)
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new file mode 100644
index 00000000..e5e0904e
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