diff --git a/.sampo/changesets/canonical-group-key-bucketing.md b/.sampo/changesets/canonical-group-key-bucketing.md
new file mode 100644
index 000000000..67fe94098
--- /dev/null
+++ b/.sampo/changesets/canonical-group-key-bucketing.md
@@ -0,0 +1,5 @@
+---
+posthog: patch
+---
+
+Use canonical numeric group keys for local feature-flag bucketing and fall back to remote evaluation for unsupported key types.
diff --git a/posthog/client.py b/posthog/client.py
index d74ea56e3..235eae728 100644
--- a/posthog/client.py
+++ b/posthog/client.py
@@ -76,6 +76,7 @@
 from posthog.feature_flags import (
     InconclusiveMatchError,
     RequiresServerEvaluation,
+    _group_key_to_string,
     match_feature_flag_properties,
     resolve_bucketing_value,
 )
@@ -3582,7 +3583,7 @@ def _compute_flag_locally(
                     f"Flag has no group properties for group '{group_name}'"
                 )
             focused_group_properties = group_properties[group_name]
-            group_key = groups[group_name]
+            group_key = _group_key_to_string(groups[group_name])
             return match_feature_flag_properties(
                 feature_flag,
                 group_key,
diff --git a/posthog/feature_flags.py b/posthog/feature_flags.py
index 87da025b5..bc87faca4 100644
--- a/posthog/feature_flags.py
+++ b/posthog/feature_flags.py
@@ -444,7 +444,7 @@ def match_feature_flag_properties(
                         is_inconclusive = True
                         continue
                     effective_properties = group_properties[group_name]
-                    effective_bucketing = groups[group_name]
+                    effective_bucketing = _group_key_to_string(groups[group_name])
                 else:
                     effective_properties = properties
                     effective_bucketing = bucketing_value
@@ -613,6 +613,14 @@ def _json_value_to_string(value) -> str:
     )
 
 
+def _group_key_to_string(value) -> str:
+    if isinstance(value, str):
+        return value
+    if isinstance(value, (int, float)) and not isinstance(value, bool):
+        return _json_value_to_string(value)
+    raise InconclusiveMatchError("Group keys must be strings or finite numbers")
+
+
 def _value_to_string(value) -> str:
     if isinstance(value, str):
         return value
diff --git a/posthog/test/test_feature_flags.py b/posthog/test/test_feature_flags.py
index a126a0092..257992bef 100644
--- a/posthog/test/test_feature_flags.py
+++ b/posthog/test/test_feature_flags.py
@@ -118,6 +118,86 @@ def test_missing_nested_cohort_always_requires_server_evaluation(self):
                     )
 
 
+class TestGroupKeyBucketing(unittest.TestCase):
+    def setUp(self):
+        self.client = Client(FAKE_TEST_API_KEY, send=False)
+        self.client.group_type_mapping = {"0": "company"}
+
+    def tearDown(self):
+        self.client.shutdown()
+
+    def set_group_flag(self, mixed=False, rollout=50):
+        condition = {"properties": [], "rollout_percentage": rollout}
+        filters = {"groups": [condition]}
+        if mixed:
+            condition["aggregation_group_type_index"] = 0
+        else:
+            filters["aggregation_group_type_index"] = 0
+        self.client.feature_flags = [
+            {"id": 1, "key": "group-beta", "active": True, "filters": filters}
+        ]
+
+    @parameterized.expand([(False,), (True,)])
+    @mock.patch("posthog.client.flags")
+    def test_numeric_group_keys_use_server_representation(self, mixed, patch_flags):
+        self.set_group_flag(mixed)
+        # For this flag, "0.00001" hashes below 50%, but Python's "1e-05"
+        # hashes above it. Integer keys should keep their existing bucketing.
+        for group_key in (0.00001, "0.00001", 42, "42"):
+            with self.subTest(group_key=group_key):
+                self.assertTrue(
+                    self.client.get_feature_flag(
+                        "group-beta",
+                        "user-1",
+                        groups={"company": group_key},
+                        only_evaluate_locally=True,
+                        send_feature_flag_events=False,
+                    )
+                )
+                flags = self.client.evaluate_flags(
+                    "user-1",
+                    groups={"company": group_key},
+                    only_evaluate_locally=True,
+                )
+                self.assertTrue(flags.get_flag("group-beta"))
+        patch_flags.assert_not_called()
+
+    @parameterized.expand([(False,), (True,)])
+    @mock.patch("posthog.client.flags")
+    def test_unsupported_group_keys_require_remote_evaluation(self, mixed, patch_flags):
+        self.set_group_flag(mixed, rollout=100)
+        patch_flags.return_value = {"featureFlags": {"group-beta": "remote"}}
+        for group_key in (True, False, None, [], {}, float("inf"), float("nan")):
+            with self.subTest(group_key=group_key):
+                self.assertIsNone(
+                    self.client.get_feature_flag(
+                        "group-beta",
+                        "user-1",
+                        groups={"company": group_key},
+                        only_evaluate_locally=True,
+                        send_feature_flag_events=False,
+                    )
+                )
+                flags = self.client.evaluate_flags(
+                    "user-1",
+                    groups={"company": group_key},
+                    only_evaluate_locally=True,
+                )
+                self.assertNotIn("group-beta", flags.keys)
+                patch_flags.assert_not_called()
+                self.assertEqual(
+                    self.client.get_feature_flag(
+                        "group-beta",
+                        "user-1",
+                        groups={"company": group_key},
+                        send_feature_flag_events=False,
+                    ),
+                    "remote",
+                )
+                patch_flags.assert_called_once()
+                patch_flags.reset_mock()
+
+
 class TestLocalEvaluation(unittest.TestCase):
     @classmethod
     def setUpClass(cls):