diff --git a/.drone.jsonnet b/.drone.jsonnet
index e1819dd7..cb9f440a 100644
--- a/.drone.jsonnet
+++ b/.drone.jsonnet
@@ -140,11 +140,7 @@ local Unit(db) = cachedPipeline(
 // PIPELINE 4: runs integration tests
 // It installs a local instance an run integration test with Python scripts
 // that use Selenium (located in scripts/browser_test).
-local Integration(db) = {
-    volumes: [
-        { name: 'webdriver-socket', temp: {}, },
-    ]
-} + basePipeline(
+local Integration(db) = basePipeline(
     "integration-" + db,
     [
         restoreCache,
@@ -153,9 +149,6 @@ local Integration(db) = {
             name: 'selenium',
             image: 'elgalu/selenium:latest',
             detach: true,
-            volumes: [
-                { name: 'webdriver-socket', path: '/wd' },
-            ]
         },
         {
             name: "integration-" + db,
@@ -164,9 +157,6 @@ local Integration(db) = {
                 BROWSER: "firefox",
                 DATABASE_URL: if db == "postgres" then "postgres://plume:password@start-db/plume" else "plume.db",
             },
-            volumes: [
-                { name: 'webdriver-socket', path: '/wd' },
-            ],
             commands: [
                 // Install the front-end
                 "cargo web deploy -p plume-front",
diff --git a/script/browser_test/utils.py b/script/browser_test/utils.py
index df07eb1f..c80584a6 100644
--- a/script/browser_test/utils.py
+++ b/script/browser_test/utils.py
@@ -13,7 +13,8 @@ class Browser(unittest.TestCase):
             raise Exception("No browser was requested")
         capabilities['acceptSslCerts'] = True
         self.driver = webdriver.Remote(
-            command_executor='http://localhost:24444/wd/hub',
+            # The "selenium" address is set up by Drone CI and "points" to the container running selenium
+            command_executor='http://selenium:24444/wd/hub',
             desired_capabilities=capabilities)
     def tearDown(self):
         self.driver.close()