diff --git a/.github/workflows/test_suite.yml b/.github/workflows/test_suite.yml
index e8f99cd..5ce612e 100644
--- a/.github/workflows/test_suite.yml
+++ b/.github/workflows/test_suite.yml
@@ -18,20 +18,20 @@ jobs:
     strategy:
       matrix:
         browser: [chrome, firefox]
-        python-version: ["3.8", "3.9", "3.10"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
     steps:
       - name: Pull selenium-standalone:latest
-        run: podman pull selenium/standalone-${{ matrix.browser }}:4.9.0-20230421
+        run: podman pull selenium/standalone-${{ matrix.browser }}:4.9
 
       - name: Pull docker.io/library/nginx:alpine
         run: podman pull docker.io/library/nginx:alpine
 
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Set up Python-${{ matrix.python-version }}
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
 
@@ -43,24 +43,25 @@ jobs:
           pip install -e .[test]
           mkdir -p ${XDG_RUNTIME_DIR}/podman
           podman system service --time=0 unix://${XDG_RUNTIME_DIR}/podman/podman.sock &
-          pytest -n 3
+          pytest -n 5
 
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v1.0.13
+        uses: codecov/codecov-action@v4
         with:
           file: coverage.xml
           flags: unittests
           name: ${{ github.run_id }}-py-${{ matrix.python-version }}-${{ matrix.browser }}
+          token: ${{ secrets.CODECOV_TOKEN }}
 
   docs:
     name: Docs Build
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: "3.8"
 
@@ -84,14 +85,14 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [ubuntu-latest, windows-latest, macos-latest]
+        os: [windows-latest, macos-latest]    # We are running test on ubuntu linux.
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: "3.8"
           architecture: "x64"
@@ -107,10 +108,10 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: "3.8"
           architecture: "x64"
diff --git a/pyproject.toml b/pyproject.toml
index a754879..a1aeda8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,6 +6,8 @@ classifiers = [
   "Programming Language :: Python :: 3.8",
   "Programming Language :: Python :: 3.9",
   "Programming Language :: Python :: 3.10",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: Implementation :: CPython",
   "Programming Language :: Python :: Implementation :: PyPy",
   "Topic :: Software Development :: Libraries :: Python Modules",
diff --git a/testing/conftest.py b/testing/conftest.py
index 321b15f..04d87ed 100644
--- a/testing/conftest.py
+++ b/testing/conftest.py
@@ -57,7 +57,7 @@ def selenium_url(worker_id, browser_name, podman, pod):
     last_oktet = 1 if worker_id == "master" else int(worker_id.lstrip("gw")) + 1
     localhost_for_worker = f"127.0.0.{last_oktet}"
     container = podman.containers.create(
-        image=f"selenium/standalone-{browser_name}:4.9.0-20230421",
+        image=f"docker.io/selenium/standalone-{browser_name}:4.9",
         pod=pod.id,
         remove=True,
         name=f"selenium_{worker_id}",