diff --git a/.github/actions/test-setup/action.yml b/.github/actions/test-setup/action.yml
new file mode 100644
index 0000000..f6413e5
--- /dev/null
+++ b/.github/actions/test-setup/action.yml
@@ -0,0 +1,87 @@
+name: test-setup
+author: Matthias Valvekens
+description: Perform set-up for python-pkcs11 CI
+inputs:
+  os:
+    description: OS to target
+    required: true
+  python-version:
+    description: Python version to target
+    required: true
+  dependency-group:
+    description: UV dependency group to install
+    required: true
+  pkcs11-platform:
+    description: PKCS#11 platform to target
+    required: true
+  token-label:
+    description: Label assigned to the token
+    required: true
+  token-user-pin:
+    description: User PIN to configure on the token
+    required: true
+  token-so-pin:
+    description: Security officer PIN to configure on the token
+    required: true
+outputs:
+  module:
+    description: Path to PKCS#11 module
+    value: ${{ steps.install-result.outputs.module }}
+  module2:
+    description: Path to alternative PKCS#11 module ('multi' only)
+    value: ${{ steps.install-result.outputs.module2 }}
+runs:
+  using: "composite"
+  steps:
+    - name: Setup Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ inputs.python-version }}
+    - uses: ./.github/actions/install-softhsm
+      if: inputs.pkcs11-platform == 'softhsm' || inputs.pkcs11-platform == 'multi'
+      id: softhsm
+      with:
+        os: ${{ inputs.os }}
+        token-label: ${{ inputs.token-label }}
+        token-so-pin: ${{ inputs.token-so-pin }}
+        token-user-pin: ${{ inputs.token-user-pin }}
+    - uses: ./.github/actions/install-opencryptoki
+      # only run opencryptoki tests on ubuntu
+      # (macos and windows don't seem to be supported)
+      if: inputs.pkcs11-platform == 'opencryptoki' || inputs.pkcs11-platform == 'multi'
+      id: opencryptoki
+      with:
+        os: ${{ inputs.os }}
+        token-label: ${{ inputs.token-label }}
+        token-so-pin: ${{ inputs.token-so-pin }}
+        token-user-pin: ${{ inputs.token-user-pin }}
+    - name: Set module path
+      id: install-result
+      shell: bash
+      run: |
+        if [[ "$PLATFORM" == 'opencryptoki' ]]; then
+          echo "module=${{ steps.opencryptoki.outputs.module }}" >> "$GITHUB_OUTPUT"
+        elif [[ "$PLATFORM" == 'softhsm' ]]; then
+          echo "module=${{ steps.softhsm.outputs.module }}" >> "$GITHUB_OUTPUT"
+        elif [[ "$PLATFORM" == 'multi' ]]; then
+          # NOTE: the 'multi' platform is only used for testing the code that
+          # swaps between multiple PKCS#11 implementations. As such, any two
+          # PKCS#11 implementations will do. If we add a 3rd platform
+          # to the CI at a later stage that is faster to install than opencryptoki,
+          # switching is an option.
+          echo "module=${{ steps.softhsm.outputs.module }}" >> "$GITHUB_OUTPUT"
+          echo "module2=${{ steps.opencryptoki.outputs.module }}" >> "$GITHUB_OUTPUT"
+        else
+          echo "$PLATFORM is not a valid PKCS#11 platform choice"
+          exit 1
+        fi
+      env:
+        PLATFORM: ${{ inputs.pkcs11-platform }}
+    - name: Install uv
+      uses: astral-sh/setup-uv@v4
+      with:
+        enable-cache: true
+        python-version: ${{ inputs.python-version }}
+    - name: Install testing dependencies
+      shell: bash
+      run: uv sync --no-dev --exact --group "${{ inputs.dependency-group }}"
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
new file mode 100644
index 0000000..6d35450
--- /dev/null
+++ b/.github/workflows/coverage.yml
@@ -0,0 +1,99 @@
+name: Coverage
+on:
+  pull_request: {}
+  workflow_dispatch: {}
+env:
+  UV_PYTHON_PREFERENCE: only-system
+  UV_NO_SYNC: "1"
+  PKCS11_TOKEN_LABEL: "TEST"
+  PKCS11_TOKEN_PIN: "1234"
+  PKCS11_TOKEN_SO_PIN: "5678"
+jobs:
+  # For now, we run the coverage as a separate job.
+  # At the time of writing, the latest version of Cython's line tracing
+  # seems to lead to segfaults in Python 3.13 -> TODO: investigate
+  pytest-coverage:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        pkcs11-platform:
+          - softhsm
+          - opencryptoki
+    steps:
+      - name: Acquire sources
+        uses: actions/checkout@v4
+      - name: Arm coverage-only compiler directives
+        # Unfortunately, it doesn't seem to be possible to pass directives
+        # to Cython through environment variables: https://github.com/cython/cython/issues/3930
+        # Doing it here is still better than introducing a non-declarative setup.py into the
+        # build again.
+        run: sed -i 's/#coverage#cython/#cython/g' pkcs11/*.pyx
+      - uses: ./.github/actions/test-setup
+        id: setup
+        with:
+          os: ubuntu-latest
+          python-version: "3.12"
+          dependency-group: coverage
+          token-label: ${{ env.PKCS11_TOKEN_LABEL }}
+          token-so-pin: ${{ env.PKCS11_TOKEN_SO_PIN }}
+          token-user-pin: ${{ env.PKCS11_TOKEN_PIN }}
+          pkcs11-platform: ${{ matrix.pkcs11-platform }}
+        env:
+          CFLAGS: "-DCYTHON_TRACE_NOGIL=1"
+          EXT_BUILD_DEBUG: "1"
+      - name: Run tests
+        run: uv run pytest -v --cov=pkcs11 --cov-branch --cov-report=xml:${{ matrix.pkcs11-platform }}-coverage.xml
+        env:
+          PKCS11_MODULE: ${{ steps.setup.outputs.module }}
+      - name: Stash coverage report
+        uses: actions/upload-artifact@v4
+        with:
+          name: coverage-${{ strategy.job-index }}
+          path: "*-coverage.xml"
+  pytest-coverage-multilib:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Acquire sources
+        uses: actions/checkout@v4
+      - uses: ./.github/actions/test-setup
+        id: setup
+        with:
+          os: ubuntu-latest
+          pkcs11-platform: multi
+          token-label: ${{ env.PKCS11_TOKEN_LABEL }}
+          token-so-pin: ${{ env.PKCS11_TOKEN_SO_PIN }}
+          token-user-pin: ${{ env.PKCS11_TOKEN_PIN }}
+          python-version: "3.12"
+          dependency-group: coverage
+      - name: Run tests
+        run: uv run pytest -v --cov=pkcs11 --cov-branch --cov-report=xml:multilib-coverage.xml tests/test_multilib.py
+        env:
+          PKCS11_MODULE: ${{ steps.setup.outputs.module }}
+          PKCS11_MODULE2: ${{ steps.setup.outputs.module2 }}
+      - name: Stash coverage report
+        uses: actions/upload-artifact@v4
+        with:
+          name: coverage-multilib
+          path: "*-coverage.xml"
+  codecov-upload:
+    permissions:
+      actions: write
+      contents: read
+    runs-on: ubuntu-latest
+    needs: [pytest-coverage]
+    steps:
+      # checkout necessary to ensure the uploaded report contains the correct paths
+      - uses: actions/checkout@v4
+      - name: Retrieve coverage reports
+        uses: actions/download-artifact@v4
+        with:
+          pattern: coverage-*
+          path: ./reports/
+      - name: Upload all coverage reports to Codecov
+        uses: codecov/codecov-action@v5
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          directory: ./reports/
+          flags: unittests
+          env_vars: OS,PYTHON
+          name: codecov-umbrella
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 7aab7c0..6fe1ea9 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -11,7 +11,7 @@ env:
   PKCS11_TOKEN_PIN: "1234"
   PKCS11_TOKEN_SO_PIN: "5678"
 jobs:
-  run:
+  tests:
     runs-on: ${{ matrix.os }}
     strategy:
       # Our test suite is pretty fast, so fail-fast: false allows for better troubleshooting.
@@ -27,46 +27,59 @@ jobs:
           - "3.11"
           - "3.12"
           - "3.13"
+        pkcs11-platform:
+          - softhsm
+          - opencryptoki
+        exclude:
+          # only run opencryptoki tests on ubuntu
+          # (macos and windows don't seem to be supported)
+          - pkcs11-platform: opencryptoki
+            os: windows-latest
+          - pkcs11-platform: opencryptoki
+            os: macos-latest
     steps:
       - name: Acquire sources
         uses: actions/checkout@v4
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: ${{ matrix.python-version }}
-      - uses: ./.github/actions/install-softhsm
-        id: softhsm
+      - uses: ./.github/actions/test-setup
+        id: setup
         with:
           os: ${{ matrix.os }}
           token-label: ${{ env.PKCS11_TOKEN_LABEL }}
           token-so-pin: ${{ env.PKCS11_TOKEN_SO_PIN }}
           token-user-pin: ${{ env.PKCS11_TOKEN_PIN }}
-      - uses: ./.github/actions/install-opencryptoki
-        # only run opencryptoki tests on ubuntu
-        # (macos and windows don't seem to be supported)
-        if: matrix.os == 'ubuntu-latest'
-        id: opencryptoki
+          python-version: ${{ matrix.python-version }}
+          pkcs11-platform: ${{ matrix.pkcs11-platform }}
+          dependency-group: testing
+      - name: Run tests
+        run: uv run pytest -v
+        env:
+          PKCS11_MODULE: ${{ steps.setup.outputs.module }}
+  multilib-tests:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version:
+          - "3.9"
+          - "3.10"
+          - "3.11"
+          - "3.12"
+          - "3.13"
+    steps:
+      - name: Acquire sources
+        uses: actions/checkout@v4
+      - uses: ./.github/actions/test-setup
+        id: setup
         with:
-          os: ${{ matrix.os }}
+          os: ubuntu-latest
+          pkcs11-platform: multi
           token-label: ${{ env.PKCS11_TOKEN_LABEL }}
           token-so-pin: ${{ env.PKCS11_TOKEN_SO_PIN }}
           token-user-pin: ${{ env.PKCS11_TOKEN_PIN }}
-      - name: Install uv
-        uses: astral-sh/setup-uv@v4
-        with:
-          enable-cache: true
           python-version: ${{ matrix.python-version }}
-      - name: Install testing dependencies
-        run: uv sync --no-dev --exact --group testing
-      - name: Run tests with SoftHSM
-        run: uv run pytest -v
-        env:
-          PKCS11_MODULE: ${{ steps.softhsm.outputs.module }}
-      - name: Run tests with opencryptoki
-        if: matrix.os == 'ubuntu-latest'
-        run: uv run pytest -v
+          dependency-group: testing
+      - name: Run tests
+        run: uv run pytest -v tests/test_multilib.py
         env:
-          PKCS11_MODULE: ${{ steps.opencryptoki.outputs.module }}
-          # For testing logic around swapping PKCS#11 libs
-          PKCS11_MODULE2: ${{ steps.softhsm.outputs.module }}
+          PKCS11_MODULE: ${{ steps.setup.outputs.module }}
+          PKCS11_MODULE2: ${{ steps.setup.outputs.module2 }}
diff --git a/.gitignore b/.gitignore
index 881d4d3..d2b97a8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,4 +6,7 @@ __pycache__
 /dist/
 /docs/_build
 /python_pkcs11.egg-info/
-/.eggs/
\ No newline at end of file
+/.eggs/
+.coverage
+*coverage.xml
+*.html
diff --git a/pkcs11/_pkcs11.pxd b/pkcs11/_pkcs11.pxd
index dcba317..ba1903d 100644
--- a/pkcs11/_pkcs11.pxd
+++ b/pkcs11/_pkcs11.pxd
@@ -4,7 +4,6 @@ Definitions imported from PKCS11 C headers.
 
 from cython.view cimport array
 
-from pkcs11.defaults import *
 from pkcs11.exceptions import *
 
 cdef extern from '../extern/cryptoki.h':
@@ -638,10 +637,11 @@ cdef inline CK_ULONG_buffer(length):
     return array(shape=(length,), itemsize=sizeof(CK_ULONG), format='L')
 
 
-cdef inline object map_rv_to_error(
-        CK_RV rv
-):
+# Note: this `cdef inline` declaration doesn't seem to be consistently labelled
+# as executed by Cython's line tracing, so we flag it as nocover
+# to avoid noise in the metrics.
 
+cdef inline object map_rv_to_error(CK_RV rv):  # pragma: nocover
     if rv == CKR_ATTRIBUTE_TYPE_INVALID:
         exc = AttributeTypeInvalid()
     elif rv == CKR_ATTRIBUTE_VALUE_INVALID:
diff --git a/pkcs11/_pkcs11.pyx b/pkcs11/_pkcs11.pyx
index feb43c0..84b5973 100644
--- a/pkcs11/_pkcs11.pyx
+++ b/pkcs11/_pkcs11.pyx
@@ -1,5 +1,5 @@
-#!python
 #cython: language_level=3
+#coverage#cython: linetrace=True
 """
 High-level Python PKCS#11 Wrapper.
 
diff --git a/pyproject.toml b/pyproject.toml
index e4faa48..2be60df 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -67,12 +67,35 @@ archs = ["universal2"]
 [tool.setuptools.packages.find]
 include = ["pkcs11*"]
 
+[tool.coverage.run]
+plugins = ["Cython.Coverage"]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "pragma: nocover",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "raise MemoryError",
+    "raise TypeError",
+    "TYPE_CHECKING",
+    "^\\s*\\.\\.\\.",
+    "noqa"
+]
+precision = 2
+
 [dependency-groups]
 testing = [
     "cryptography>=44.0.0",
     "parameterized>=0.9.0",
     "pytest>=8.3.4",
 ]
+coverage = [
+    { include-group = "testing" },
+    "coverage>=7.9.1",
+    "pytest-cov>=4.0,<6.3",
+    "cython",
+]
 docs = [
     "sphinx>=7.4.7",
     "sphinx-rtd-theme>=3.0.2",
diff --git a/tests/test_multilib.py b/tests/test_multilib.py
new file mode 100644
index 0000000..ba52f97
--- /dev/null
+++ b/tests/test_multilib.py
@@ -0,0 +1,26 @@
+"""
+PKCS#11 Slots and Tokens
+"""
+
+import os
+import unittest
+
+import pkcs11
+
+from . import LIB
+
+
+@unittest.skipUnless("PKCS11_MODULE2" in os.environ, "Requires an additional PKCS#11 module")
+class MultilibTests(unittest.TestCase):
+    def test_double_initialise_different_libs(self):
+        lib1 = pkcs11.lib(LIB)
+        lib2 = pkcs11.lib(os.environ["PKCS11_MODULE2"])
+        self.assertIsNotNone(lib1)
+        self.assertIsNotNone(lib2)
+        self.assertIsNot(lib1, lib2)
+
+        slots1 = lib1.get_slots()
+        slots2 = lib2.get_slots()
+
+        self.assertGreaterEqual(len(slots1), 1)
+        self.assertGreaterEqual(len(slots2), 1)
diff --git a/tests/test_slots_and_tokens.py b/tests/test_slots_and_tokens.py
index a513b41..37defd1 100644
--- a/tests/test_slots_and_tokens.py
+++ b/tests/test_slots_and_tokens.py
@@ -2,7 +2,6 @@
 PKCS#11 Slots and Tokens
 """
 
-import os
 import unittest
 
 import pkcs11
@@ -23,20 +22,6 @@ def test_nonexistent_lib(self):
         with self.assertRaises(RuntimeError):
             pkcs11.lib("thislibdoesntexist.so")
 
-    @unittest.skipUnless("PKCS11_MODULE2" in os.environ, "Requires an additional PKCS#11 module")
-    def test_double_initialise_different_libs(self):
-        lib1 = pkcs11.lib(LIB)
-        lib2 = pkcs11.lib(os.environ["PKCS11_MODULE2"])
-        self.assertIsNotNone(lib1)
-        self.assertIsNotNone(lib2)
-        self.assertIsNot(lib1, lib2)
-
-        slots1 = lib1.get_slots()
-        slots2 = lib2.get_slots()
-
-        self.assertGreaterEqual(len(slots1), 1)
-        self.assertGreaterEqual(len(slots2), 1)
-
     def test_double_initialise_nonexistent_lib(self):
         self.assertIsNotNone(pkcs11.lib(LIB))
         with self.assertRaises(RuntimeError):
diff --git a/uv.lock b/uv.lock
index a4bf1ed..9ce7ddb 100644
--- a/uv.lock
+++ b/uv.lock
@@ -211,6 +211,85 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "coverage"
+version = "7.9.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e7/e0/98670a80884f64578f0c22cd70c5e81a6e07b08167721c7487b4d70a7ca0/coverage-7.9.1.tar.gz", hash = "sha256:6cf43c78c4282708a28e466316935ec7489a9c487518a77fa68f716c67909cec", size = 813650, upload-time = "2025-06-13T13:02:28.627Z" }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/98/db/e91b9076f3a888e3b4ad7972ea3842297a52cc52e73fd1e529856e473510/coverage-7.9.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:16aa0830d0c08a2c40c264cef801db8bc4fc0e1892782e45bcacbd5889270509", size = 212420, upload-time = "2025-06-13T13:00:34.027Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/d0/2b3733412954576b0aea0a16c3b6b8fbe95eb975d8bfa10b07359ead4252/coverage-7.9.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cf95981b126f23db63e9dbe4cf65bd71f9a6305696fa5e2262693bc4e2183f5b", size = 241529, upload-time = "2025-06-13T13:00:35.786Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/00/5e2e5ae2e750a872226a68e984d4d3f3563cb01d1afb449a17aa819bc2c4/coverage-7.9.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f05031cf21699785cd47cb7485f67df619e7bcdae38e0fde40d23d3d0210d3c3", size = 239403, upload-time = "2025-06-13T13:00:37.399Z" },
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+]
+
+[package.optional-dependencies]
+toml = [
+    { name = "tomli", marker = "python_full_version <= '3.11'" },
+]
+
 [[package]]
 name = "cryptography"
 version = "45.0.4"
@@ -520,6 +599,20 @@ wheels = [
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 ]
 
+[[package]]
+name = "pytest-cov"
+version = "6.2.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "coverage", extra = ["toml"] },
+    { name = "pluggy" },
+    { name = "pytest" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/18/99/668cade231f434aaa59bbfbf49469068d2ddd945000621d3d165d2e7dd7b/pytest_cov-6.2.1.tar.gz", hash = "sha256:25cc6cc0a5358204b8108ecedc51a9b57b34cc6b8c967cc2c01a4e00d8a67da2", size = 69432, upload-time = "2025-06-12T10:47:47.684Z" }
+wheels = [
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+]
+
 [[package]]
 name = "python-pkcs11"
 source = { editable = "." }
@@ -528,6 +621,14 @@ dependencies = [
 ]
 
 [package.dev-dependencies]
+coverage = [
+    { name = "coverage" },
+    { name = "cryptography" },
+    { name = "cython" },
+    { name = "parameterized" },
+    { name = "pytest" },
+    { name = "pytest-cov" },
+]
 dev = [
     { name = "cryptography" },
     { name = "cython" },
@@ -572,6 +673,14 @@ testing = [
 requires-dist = [{ name = "asn1crypto", specifier = ">=1.5.1" }]
 
 [package.metadata.requires-dev]
+coverage = [
+    { name = "coverage", specifier = ">=7.9.1" },
+    { name = "cryptography", specifier = ">=44.0.0" },
+    { name = "cython" },
+    { name = "parameterized", specifier = ">=0.9.0" },
+    { name = "pytest", specifier = ">=8.3.4" },
+    { name = "pytest-cov", specifier = ">=4.0,<6.3" },
+]
 dev = [
     { name = "cryptography", specifier = ">=44.0.0" },
     { name = "cython" },