diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 1114219..ae04238 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -11,26 +11,32 @@ jobs:
         python_version: [3.7, 3.8, 3.9, '3.10', '3.11']
 
     steps:
-    - uses: actions/checkout@v1
-    - name: Set up Python
-      uses: actions/setup-python@v1
-      with:
-        python-version: ${{ matrix.python_version }}
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.dev.txt
-    - name: Test with pytest
-      env:
-        CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
-      run: |
-        pytest --cov=fastapi_users_db_sqlmodel/
-        codecov
-    - name: Build and install it on system host
-      run: |
-        flit build
-        flit install --python $(which python)
-        python test_build.py
+      - uses: actions/checkout@v3
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python_version }}
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install hatch
+          hatch env create
+      - name: Lint and typecheck
+        run: |
+          hatch run lint-check
+      - name: Test
+        run: |
+          hatch run test-cov-xml
+      - uses: codecov/codecov-action@v3
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          fail_ci_if_error: true
+          verbose: true
+      - name: Build and install it on system host
+        run: |
+          hatch build
+          pip install dist/fastapi_users_db_sqlmodel-*.whl
+          python test_build.py
 
   release:
     runs-on: ubuntu-latest
@@ -38,18 +44,26 @@ jobs:
     if: startsWith(github.ref, 'refs/tags/')
 
     steps:
-    - uses: actions/checkout@v1
-    - name: Set up Python
-      uses: actions/setup-python@v1
-      with:
-        python-version: 3.7
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.dev.txt
-    - name: Release on PyPI
-      env:
-        FLIT_USERNAME: ${{ secrets.FLIT_USERNAME }}
-        FLIT_PASSWORD: ${{ secrets.FLIT_PASSWORD }}
-      run: |
-        flit publish
+      - uses: actions/checkout@v3
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: 3.7
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install hatch
+      - name: Build and publish on PyPI
+        env:
+          HATCH_INDEX_USER: ${{ secrets.HATCH_INDEX_USER }}
+          HATCH_INDEX_AUTH: ${{ secrets.HATCH_INDEX_AUTH }}
+        run: |
+          hatch build
+          hatch publish
+      - name: Create release
+        uses: ncipollo/release-action@v1
+        with:
+          draft: true
+          body: ${{ github.event.head_commit.message }}
+          artifacts: dist/*.whl,dist/*.tar.gz
+          token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/Makefile b/Makefile
deleted file mode 100644
index 91608b0..0000000
--- a/Makefile
+++ /dev/null
@@ -1,17 +0,0 @@
-isort:
-	isort ./fastapi_users_db_sqlmodel ./tests
-
-format: isort
-	black .
-
-test:
-	pytest --cov=fastapi_users_db_sqlmodel/ --cov-report=term-missing --cov-fail-under=100
-
-bumpversion-major:
-	bumpversion major
-
-bumpversion-minor:
-	bumpversion minor
-
-bumpversion-patch:
-	bumpversion patch
diff --git a/fastapi_users_db_sqlmodel/__init__.py b/fastapi_users_db_sqlmodel/__init__.py
index 9a7e486..902c368 100644
--- a/fastapi_users_db_sqlmodel/__init__.py
+++ b/fastapi_users_db_sqlmodel/__init__.py
@@ -75,7 +75,7 @@ async def get(self, id: ID) -> Optional[UP]:
 
     async def get_by_email(self, email: str) -> Optional[UP]:
         """Get a single user by email."""
-        statement = select(self.user_model).where(
+        statement = select(self.user_model).where(  # type: ignore
             func.lower(self.user_model.email) == func.lower(email)
         )
         results = self.session.exec(statement)
@@ -171,7 +171,7 @@ async def get(self, id: ID) -> Optional[UP]:
 
     async def get_by_email(self, email: str) -> Optional[UP]:
         """Get a single user by email."""
-        statement = select(self.user_model).where(
+        statement = select(self.user_model).where(  # type: ignore
             func.lower(self.user_model.email) == func.lower(email)
         )
         results = await self.session.execute(statement)
diff --git a/fastapi_users_db_sqlmodel/access_token.py b/fastapi_users_db_sqlmodel/access_token.py
index 7395a43..8a4519e 100644
--- a/fastapi_users_db_sqlmodel/access_token.py
+++ b/fastapi_users_db_sqlmodel/access_token.py
@@ -43,7 +43,7 @@ def __init__(self, session: Session, access_token_model: Type[AP]):
     async def get_by_token(
         self, token: str, max_age: Optional[datetime] = None
     ) -> Optional[AP]:
-        statement = select(self.access_token_model).where(
+        statement = select(self.access_token_model).where(  # type: ignore
             self.access_token_model.token == token
         )
         if max_age is not None:
@@ -90,7 +90,7 @@ def __init__(self, session: AsyncSession, access_token_model: Type[AP]):
     async def get_by_token(
         self, token: str, max_age: Optional[datetime] = None
     ) -> Optional[AP]:
-        statement = select(self.access_token_model).where(
+        statement = select(self.access_token_model).where(  # type: ignore
             self.access_token_model.token == token
         )
         if max_age is not None:
diff --git a/pyproject.toml b/pyproject.toml
index 1455110..971fac3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,30 +1,84 @@
+[tool.pytest.ini_options]
+asyncio_mode = "auto"
+addopts = "--ignore=test_build.py"
+
+[tool.ruff]
+extend-select = ["I"]
+
+[tool.hatch]
+
+[tool.hatch.metadata]
+allow-direct-references = true
+
+[tool.hatch.version]
+source = "regex_commit"
+commit_extra_args = ["-e"]
+path = "fastapi_users_db_sqlmodel/__init__.py"
+
+[tool.hatch.envs.default]
+dependencies = [
+    "aiosqlite",
+    "pytest",
+    "pytest-asyncio",
+    "black",
+    "mypy",
+    "pytest-cov",
+    "pytest-mock",
+    "httpx",
+    "asgi_lifespan",
+    "ruff",
+]
+
+[tool.hatch.envs.default.scripts]
+test = "pytest --cov=fastapi_users_db_sqlmodel/ --cov-report=term-missing --cov-fail-under=100"
+test-cov-xml = "pytest --cov=fastapi_users_db_sqlmodel/ --cov-report=xml --cov-fail-under=100"
+lint = [
+  "black . ",
+  "ruff --fix .",
+  "mypy fastapi_users_db_sqlmodel/",
+]
+lint-check = [
+  "black --check .",
+  "ruff .",
+  "mypy fastapi_users_db_sqlmodel/",
+]
+
+[tool.hatch.build.targets.sdist]
+support-legacy = true  # Create setup.py
+
 [build-system]
-requires = ["flit_core >=2,<3"]
-build-backend = "flit_core.buildapi"
-
-[tool.flit.metadata]
-module = "fastapi_users_db_sqlmodel"
-dist-name = "fastapi-users-db-sqlmodel"
-author = "François Voron"
-author-email = "fvoron@gmail.com"
-home-page = "https://github.com/fastapi-users/fastapi-users-db-sqlmodel"
+requires = ["hatchling", "hatch-regex-commit"]
+build-backend = "hatchling.build"
+
+[project]
+name = "fastapi-users-db-sqlmodel"
+authors = [
+    { name = "François Voron", email = "fvoron@gmail.com" },
+]
+description = "FastAPI Users database adapter for SQLModel"
+readme = "README.md"
+dynamic = ["version"]
 classifiers = [
     "License :: OSI Approved :: MIT License",
     "Development Status :: 5 - Production/Stable",
+    "Framework :: FastAPI",
     "Framework :: AsyncIO",
     "Intended Audience :: Developers",
     "Programming Language :: Python :: 3.7",
     "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3 :: Only",
     "Topic :: Internet :: WWW/HTTP :: Session",
 ]
-description-file = "README.md"
 requires-python = ">=3.7"
-requires = [
+dependencies = [
     "fastapi-users >= 10.0.2",
+    "greenlet",
     "sqlmodel",
 ]
 
-[tool.flit.metadata.urls]
+[project.urls]
 Documentation = "https://fastapi-users.github.io/fastapi-users"
+Source = "https://github.com/fastapi-users/fastapi-users-db-sqlmodel"
diff --git a/requirements.dev.txt b/requirements.dev.txt
deleted file mode 100644
index e8ebaaf..0000000
--- a/requirements.dev.txt
+++ /dev/null
@@ -1,18 +0,0 @@
--r requirements.txt
-
-flake8
-pytest
-requests
-isort
-pytest-asyncio
-flake8-docstrings
-black
-mypy
-codecov
-pytest-cov
-pytest-mock
-asynctest
-flit
-bumpversion
-httpx
-asgi_lifespan
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index df49004..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-aiosqlite >= 0.19.0
-fastapi-users >= 10
-sqlmodel
-greenlet
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index 03dd6e4..0000000
--- a/setup.cfg
+++ /dev/null
@@ -1,21 +0,0 @@
-[bumpversion]
-current_version = 0.2.0
-commit = True
-tag = True
-
-[bumpversion:file:fastapi_users_db_sqlmodel/__init__.py]
-search = __version__ = "{current_version}"
-replace = __version__ = "{new_version}"
-
-[flake8]
-exclude = docs
-max-line-length = 88
-docstring-convention = numpy
-ignore = D1
-
-[isort]
-profile = black
-
-[tool:pytest]
-addopts = --ignore=test_build.py
-asyncio_mode = strict