diff --git a/cibuildwheel/resources/pypy3.6.patch b/cibuildwheel/resources/pypy3.6.patch
deleted file mode 100644
index b42d4bfd..00000000
--- a/cibuildwheel/resources/pypy3.6.patch
+++ /dev/null
@@ -1,7 +0,0 @@
---- a/lib_pypy/_sysconfigdata.py	Tue Jan 28 22:54:59 2020 +0200
-+++ b/lib_pypy/_sysconfigdata.py	Wed Jan 29 19:21:23 2020 +0200
-@@ -47,4 +47,5 @@
-     build_time_vars['CC'] += ' -arch %s' % (arch,)
-     if "CXX" in build_time_vars:
-         build_time_vars['CXX'] += ' -arch %s' % (arch,)
-+    build_time_vars['MACOSX_DEPLOYMENT_TARGET'] = '10.7'
diff --git a/cibuildwheel/windows.py b/cibuildwheel/windows.py
index 06efa255..a389fac9 100644
--- a/cibuildwheel/windows.py
+++ b/cibuildwheel/windows.py
@@ -198,9 +198,6 @@ def build(options: BuildOptions):
             virtualenv_env = env.copy()
 
             venv_script_path = os.path.join(venv_dir, 'Scripts')
-            if os.path.exists(os.path.join(venv_dir, 'bin')):
-                # pypy2.7 bugfix
-                venv_script_path = os.pathsep.join([venv_script_path, os.path.join(venv_dir, 'bin')])
             virtualenv_env['PATH'] = os.pathsep.join([
                 venv_script_path,
                 virtualenv_env['PATH'],