diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml
index e0c906c4d8885..00040c5d40ddf 100644
--- a/.github/workflows/ci-python.yml
+++ b/.github/workflows/ci-python.yml
@@ -100,8 +100,6 @@ jobs:
       fail-fast: false
       matrix:
         include:
-          - browser: safari
-            os: macos
           - browser: chrome
             os: ubuntu
           - browser: edge
@@ -116,3 +114,21 @@ jobs:
       run: |
         bazel test --local_test_jobs 1 --flaky_test_attempts 3 //py:common-${{ matrix.browser }}-bidi
         bazel test --local_test_jobs 1 --flaky_test_attempts 3 //py:test-${{ matrix.browser }}
+
+  safari-tests:
+    name: Browser Tests
+    needs: build
+    uses: ./.github/workflows/bazel.yml
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - browser: safari
+            os: macos
+    with:
+      name: Integration Tests (${{ matrix.browser }}, ${{ matrix.os }})
+      browser: ${{ matrix.browser }}
+      os: ${{ matrix.os }}
+      cache-key: py-browser-${{ matrix.browser }}
+      run: |
+        bazel test --local_test_jobs 1 --flaky_test_attempts 3 //py:test-${{ matrix.browser }}
diff --git a/py/requirements.txt b/py/requirements.txt
index 5f4dc4d646d0b..ab36a657d16d1 100644
--- a/py/requirements.txt
+++ b/py/requirements.txt
@@ -3,6 +3,7 @@ attrs==23.2.0
 certifi==2023.11.17
 cffi==1.16.0
 cryptography==42.0.8
+secretstorage==3.3.3
 debugpy==1.8.7
 filetype==1.2.0
 h11==0.14.0
diff --git a/py/requirements_lock.txt b/py/requirements_lock.txt
index 2da2d212d25cf..4b1abe117b69f 100644
--- a/py/requirements_lock.txt
+++ b/py/requirements_lock.txt
@@ -208,6 +208,7 @@ cryptography==42.0.8 \
     # via
     #   -r py/requirements.txt
     #   pyopenssl
+    #   secretstorage
 debugpy==1.8.7 \
     --hash=sha256:11ad72eb9ddb436afb8337891a986302e14944f0f755fd94e90d0d71e9100bba \
     --hash=sha256:171899588bcd412151e593bd40d9907133a7622cd6ecdbdb75f89d1551df13c2 \
@@ -288,6 +289,10 @@ jaraco-classes==3.3.0 \
     --hash=sha256:10afa92b6743f25c0cf5f37c6bb6e18e2c5bb84a16527ccfc0040ea377e7aaeb \
     --hash=sha256:c063dd08e89217cee02c8d5e5ec560f2c8ce6cdc2fcdc2e68f7b2e5547ed3621
     # via keyring
+jeepney==0.8.0 \
+    --hash=sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806 \
+    --hash=sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755
+    # via secretstorage
 keyring==24.3.0 \
     --hash=sha256:4446d35d636e6a10b8bce7caa66913dd9eca5fd222ca03a3d42c38608ac30836 \
     --hash=sha256:e730ecffd309658a08ee82535a3b5ec4b4c8669a9be11efb66249d8e0aeb9a25
@@ -512,6 +517,10 @@ rich==13.7.0 \
     --hash=sha256:5cb5123b5cf9ee70584244246816e9114227e0b98ad9176eede6ad54bf5403fa \
     --hash=sha256:6da14c108c4866ee9520bbffa71f6fe3962e193b7da68720583850cd4548e235
     # via twine
+secretstorage==3.3.3 \
+    --hash=sha256:2403533ef369eca6d2ba81718576c5e0f564d5cca1b58f73a8b23e7d4eeebd77 \
+    --hash=sha256:f356e6628222568e3af06f2eba8df495efa13b3b63081dafd4f7d9a7b7bc9f99
+    # via -r py/requirements.txt
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
diff --git a/py/selenium/webdriver/remote/webdriver.py b/py/selenium/webdriver/remote/webdriver.py
index c2dc89551d6ba..eace710c20310 100644
--- a/py/selenium/webdriver/remote/webdriver.py
+++ b/py/selenium/webdriver/remote/webdriver.py
@@ -1057,6 +1057,12 @@ def start_devtools(self):
                     raise WebDriverException("Unable to find url to connect to from capabilities")
 
                 devtools = cdp.import_devtools(version)
+                if self.caps["browserName"].lower() == "firefox":
+                    warnings.warn(
+                        "CDP support for Firefox is deprecated and will be removed in future versions. Please switch to WebDriver BiDi.",
+                        DeprecationWarning,
+                        stacklevel=2,
+                    )
             self._websocket_connection = WebSocketConnection(ws_url)
             targets = self._websocket_connection.execute(devtools.target.get_targets())
             target_id = targets[0].target_id
diff --git a/py/test/selenium/webdriver/common/devtools_tests.py b/py/test/selenium/webdriver/common/devtools_tests.py
index b4b3bcbce361a..de194cddbcddf 100644
--- a/py/test/selenium/webdriver/common/devtools_tests.py
+++ b/py/test/selenium/webdriver/common/devtools_tests.py
@@ -21,9 +21,18 @@
 
 @pytest.mark.xfail_safari
 def test_check_console_messages(driver, pages):
-    devtools, connection = driver.start_devtools()
+    with pytest.warns(None) as record:
+        devtools, connection = driver.start_devtools()
     console_api_calls = []
 
+    if driver.caps["browserName"].lower() == "firefox":
+        assert (
+            record[0].message.args[0]
+            == "CDP support for Firefox is deprecated and will be removed in future versions. Please switch to WebDriver BiDi."
+        )
+    else:
+        assert len(record) == 0
+
     connection.execute(devtools.runtime.enable())
     connection.on(devtools.runtime.ConsoleAPICalled, console_api_calls.append)
     driver.execute_script("console.log('I love cheese')")
diff --git a/py/test/selenium/webdriver/firefox/firefox_service_tests.py b/py/test/selenium/webdriver/firefox/firefox_service_tests.py
index 2a57d0341acee..509a138d375d5 100644
--- a/py/test/selenium/webdriver/firefox/firefox_service_tests.py
+++ b/py/test/selenium/webdriver/firefox/firefox_service_tests.py
@@ -27,7 +27,9 @@ def test_log_output_as_filename() -> None:
     log_file = "geckodriver.log"
     service = Service(log_output=log_file)
     try:
-        driver = Firefox(service=service)
+        with pytest.warns(None) as record:
+            driver = Firefox(service=service)
+        assert len(record) == 0
         with open(log_file) as fp:
             assert "geckodriver\tINFO\tListening" in fp.readline()
     finally:
diff --git a/py/test/selenium/webdriver/remote/remote_firefox_profile_tests.py b/py/test/selenium/webdriver/remote/remote_firefox_profile_tests.py
index 70f756e91726f..6d5c1d0cb54df 100644
--- a/py/test/selenium/webdriver/remote/remote_firefox_profile_tests.py
+++ b/py/test/selenium/webdriver/remote/remote_firefox_profile_tests.py
@@ -22,7 +22,9 @@
 
 @pytest.fixture
 def driver(options):
-    driver = webdriver.Remote(options=options)
+    with pytest.warns(None) as record:
+        driver = webdriver.Remote(options=options)
+    assert len(record) == 0
     yield driver
     driver.quit()