diff --git a/cibuildwheel/__main__.py b/cibuildwheel/__main__.py
index b3aaacf2..1e5b249b 100644
--- a/cibuildwheel/__main__.py
+++ b/cibuildwheel/__main__.py
@@ -159,6 +159,7 @@ def main():
     if platform == 'linux':
         manylinux_x86_64_image = os.environ.get('CIBW_MANYLINUX_X86_64_IMAGE', 'manylinux2010')
         manylinux_i686_image = os.environ.get('CIBW_MANYLINUX_I686_IMAGE', 'manylinux2010')
+        manylinux_pypy_x86_64_image = os.environ.get('CIBW_MANYLINUX_PYPY_X86_64_IMAGE', 'manylinux2010')
 
         default_manylinux_images_x86_64 = {'manylinux1': 'quay.io/pypa/manylinux1_x86_64',
                                            'manylinux2010': 'quay.io/pypa/manylinux2010_x86_64',
@@ -166,10 +167,12 @@ def main():
         default_manylinux_images_i686 = {'manylinux1': 'quay.io/pypa/manylinux1_i686',
                                          'manylinux2010': 'quay.io/pypa/manylinux2010_i686',
                                          'manylinux2014': 'quay.io/pypa/manylinux2014_i686'}
+        default_manylinux_images_pypy_x86_64 = {'manylinux2010': 'pypywheels/manylinux2010-pypy_x86_64'}
 
         build_options.update(
             manylinux_images={'x86_64': default_manylinux_images_x86_64.get(manylinux_x86_64_image) or manylinux_x86_64_image,
-                              'i686': default_manylinux_images_i686.get(manylinux_i686_image) or manylinux_i686_image},
+                              'i686': default_manylinux_images_i686.get(manylinux_i686_image) or manylinux_i686_image,
+                              'pypy_x86_64': default_manylinux_images_pypy_x86_64.get(manylinux_pypy_x86_64_image) or manylinux_pypy_x86_64_image},
         )
     elif platform == 'macos':
         pass
diff --git a/cibuildwheel/linux.py b/cibuildwheel/linux.py
index 24a034d6..e4e60913 100644
--- a/cibuildwheel/linux.py
+++ b/cibuildwheel/linux.py
@@ -27,6 +27,8 @@ def get_python_configurations(build_selector):
         PythonConfiguration(identifier='cp36-manylinux_i686', path='/opt/python/cp36-cp36m'),
         PythonConfiguration(identifier='cp37-manylinux_i686', path='/opt/python/cp37-cp37m'),
         PythonConfiguration(identifier='cp38-manylinux_i686', path='/opt/python/cp38-cp38'),
+        PythonConfiguration(identifier='pp271-manylinux_pypy_x86_64', path='/opt/python/pp271-pypy_41'),
+        PythonConfiguration(identifier='pp371-manylinux_pypy_x86_64', path='/opt/python/pp371-pypy3_71'),
     ]
 
     # skip builds as required
@@ -47,6 +49,7 @@ def build(project_dir, output_dir, test_command, test_requires, test_extras, bef
     platforms = [
         ('manylinux_x86_64', manylinux_images['x86_64']),
         ('manylinux_i686', manylinux_images['i686']),
+        ('manylinux_pypy_x86_64', manylinux_images['pypy_x86_64']),
     ]
 
     for platform_tag, docker_image in platforms:
diff --git a/test/shared/utils.py b/test/shared/utils.py
index 4d6b96d0..beb2f357 100644
--- a/test/shared/utils.py
+++ b/test/shared/utils.py
@@ -82,16 +82,21 @@ def expected_wheels(package_name, package_version, manylinux_versions=['manylinu
     python_abi_tags = ['cp27-cp27m', 'cp35-cp35m', 'cp36-cp36m', 'cp37-cp37m', 'cp38-cp38']
     if platform == 'linux':
         python_abi_tags.append('cp27-cp27mu')  # python 2.7 has 2 different ABI on manylinux
-        platform_tags = []
-        for architecture in ['x86_64', 'i686']:
-            for manylinux_version in manylinux_versions:
-                platform_tags.append('{manylinux_version}_{architecture}'.format(
-                    manylinux_version=manylinux_version, architecture=architecture
-                ))
+        # Starting out by adding PyPy support on Linux
+        python_abi_tags.extend(['pp271-pypy_41', 'pp371-pypy3_71'])
+        cp_architectures = ['x86_64', 'i686']
+        pp_architectures = ['x86_64']
 
         def get_platform_tags(python_abi_tag):
-            return platform_tags
-
+            if python_abi_tag.startswith('pp'):
+                architectures = pp_architectures
+            else:
+                architectures = cp_architectures
+            return ['{manylinux_version}_{architecture}'.format(
+                        manylinux_version=manylinux_version, architecture=architecture
+                    )
+                    for manylinux_version in manylinux_versions
+                    for architecture in architectures]
     elif platform == 'windows':
 
         def get_platform_tags(python_abi_tag):