diff --git a/CHANGELOG.md b/CHANGELOG.md
index 66306d3ce5..62f9af32f6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,6 +10,7 @@ This project adheres to [Semantic Versioning](http://semver.org/).
 
 ### Fixed
   - Fixed regression introduced in version 5.0.0 where pandas/numpy arrays with `dtype` of Object were being converted to `list` values when added to a Figure ([#3292](https://github.com/plotly/plotly.py/issues/3292), [#3293](https://github.com/plotly/plotly.py/pull/3293))
+  - Better detection of Chrome and Chromium browsers in the Renderers framework, especially on Linux ([#3278](https://github.com/plotly/plotly.py/pull/3278)) with thanks to [@c-chaitanya](https://github.com/c-chaitanya) for the contribution
 
 ## [5.1.0] - 2021-06-28
 
diff --git a/packages/python/plotly/plotly/io/_base_renderers.py b/packages/python/plotly/plotly/io/_base_renderers.py
index 66befb8bec..7f1f8e7f25 100644
--- a/packages/python/plotly/plotly/io/_base_renderers.py
+++ b/packages/python/plotly/plotly/io/_base_renderers.py
@@ -669,15 +669,21 @@ def open_html_in_browser(html, using=None, new=0, autoraise=True):
     if isinstance(html, six.string_types):
         html = html.encode("utf8")
 
-    if isinstance(using, tuple):
-        try:
-            using = [i for i in webbrowser._browsers.keys() if i in using][0]
-        except IndexError:
-            raise ValueError(
-                """
-Unable to find the given browser.
-Try one among the following 'chrome', 'chromium', 'firefox' or 'default' """
-            )
+    browser = None
+
+    if using is None:
+        browser = webbrowser.get()
+    else:
+        if not isinstance(using, tuple):
+            using = (using,)
+        for browser_key in using:
+            try:
+                browser = webbrowser.get(browser_key)
+            except webbrowser.Error:
+                pass
+
+        if browser is None:
+            raise ValueError("Can't locate a browser with key in " + str(using))
 
     class OneShotRequestHandler(BaseHTTPRequestHandler):
         def do_GET(self):
@@ -694,7 +700,7 @@ def log_message(self, format, *args):
             pass
 
     server = HTTPServer(("127.0.0.1", 0), OneShotRequestHandler)
-    webbrowser.get(using).open(
+    browser.open(
         "http://127.0.0.1:%s" % server.server_port, new=new, autoraise=autoraise
     )