diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 945d235..c2e9752 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -26,12 +26,12 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        python-version: [3.6, 3.7, 3.8, 3.9, "pypy-3.6", "pypy-3.7"]
       fail-fast: false
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v2
       with:
         python-version: ${{ matrix.python-version }}
     - name: Install dependencies
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0ea271e..55ac5ba 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,7 @@
 # Changelog
 
+- PyPy support (#77)
+
 #### 0.19.0 - 2021-01-06
 - Generate empty lists when `maxItems > 0` but no elements are allowed (#75)
 - Correct handling of regex patterns which are invalid in Python (#75)
diff --git a/src/hypothesis_jsonschema/_encode.py b/src/hypothesis_jsonschema/_encode.py
index b0c8dbc..feb3e77 100644
--- a/src/hypothesis_jsonschema/_encode.py
+++ b/src/hypothesis_jsonschema/_encode.py
@@ -1,7 +1,7 @@
 """Canonical encoding for the JSONSchema semantics, where 1 == 1.0."""
 import json
 import math
-from json.encoder import _make_iterencode, encode_basestring_ascii  # type: ignore
+import platform
 from typing import Any, Dict, Tuple, Union
 
 # Mypy does not (yet!) support recursive type definitions.
@@ -9,30 +9,40 @@
 JSONType = Union[None, bool, float, str, list, Dict[str, Any]]
 
 
+def _floatstr(o: float) -> str:
+    # This is the bit we're overriding - integer-valued floats are
+    # encoded as integers, to support JSONschemas's uniqueness.
+    assert math.isfinite(o)
+    if o == int(o):
+        return repr(int(o))
+    return repr(o)
+
+
 class CanonicalisingJsonEncoder(json.JSONEncoder):
-    def iterencode(self, o: Any, _one_shot: bool = False) -> Any:
-        """Replace a stdlib method, so we encode integer-valued floats as ints."""
-
-        def floatstr(o: float) -> str:
-            # This is the bit we're overriding - integer-valued floats are
-            # encoded as integers, to support JSONschemas's uniqueness.
-            assert math.isfinite(o)
-            if o == int(o):
-                return repr(int(o))
-            return repr(o)
-
-        return _make_iterencode(
-            {},
-            self.default,
-            encode_basestring_ascii,
-            self.indent,
-            floatstr,
-            self.key_separator,
-            self.item_separator,
-            self.sort_keys,
-            self.skipkeys,
-            _one_shot,
-        )(o, 0)
+
+    if platform.python_implementation() == "PyPy":
+
+        def _JSONEncoder__floatstr(self, o: float) -> str:  # noqa: N802
+            return _floatstr(o)
+
+    else:
+
+        def iterencode(self, o: Any, _one_shot: bool = False) -> Any:
+            """Replace a stdlib method, so we encode integer-valued floats as ints."""
+            from json.encoder import _make_iterencode, encode_basestring_ascii  # type: ignore
+
+            return _make_iterencode(
+                {},
+                self.default,
+                encode_basestring_ascii,
+                self.indent,
+                _floatstr,
+                self.key_separator,
+                self.item_separator,
+                self.sort_keys,
+                self.skipkeys,
+                _one_shot,
+            )(o, 0)
 
 
 def encode_canonical_json(value: JSONType) -> str: