diff --git a/cheroot/_compat.py b/cheroot/_compat.py
index 7f7a380a1a..f879e5eee6 100644
--- a/cheroot/_compat.py
+++ b/cheroot/_compat.py
@@ -1,3 +1,4 @@
+# pylint: disable=unused-import
 """Compatibility code for using Cheroot with various versions of Python."""
 
 from __future__ import absolute_import, division, print_function
@@ -11,7 +12,10 @@
 try:
     import selectors  # lgtm [py/unused-import]
 except ImportError:
-    import selectors2 as selectors  # noqa: F401  # lgtm [py/unused-import]
+    try:
+        import selectors2 as selectors  # noqa: F401  # lgtm [py/unused-import]
+    except ImportError:
+        import selectors34 as selectors  # noqa: F401 # lgtm [py/unused-import]
 
 try:
     import ssl
diff --git a/setup.cfg b/setup.cfg
index cf2df16f9a..e56717d9e1 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -65,7 +65,8 @@ setup_requires =
 # These are required in actual runtime:
 install_requires =
     backports.functools_lru_cache; python_version < '3.3'
-    selectors2; python_version< '3.4'
+    selectors2; python_version < '3.4' and (sys_platform != "win32" or (sys_platform == "win32" and python_version >= '3.0'))
+    selectors34; python_version < '3.0' and sys_platform == "win32"
     six>=1.11.0
     more_itertools>=2.6
     jaraco.functools