feat: Bucket feature count labels in latency metrics

docs/reference/feature-servers/python-feature-server.md

@@ -368,7 +368,7 @@ thread from starting). All categories default to `true` except
 | `feast_feature_server_cpu_usage` | Gauge | — | `resource` | Process CPU usage % |
 | `feast_feature_server_memory_usage` | Gauge | — | `resource` | Process memory usage % |
 | `feast_feature_server_request_total` | Counter | `endpoint`, `status` | `request` | Total requests per endpoint |
-| `feast_feature_server_request_latency_seconds` | Histogram | `endpoint`, `feature_count`, `feature_view_count` | `request` | Request latency with p50/p95/p99 support |
+| `feast_feature_server_request_latency_seconds` | Histogram | `endpoint`, `feature_count`, `feature_view_count` | `request` | Request latency with p50/p95/p99 support (`feature_count` is bucketed, see below) |
 | `feast_online_features_request_total` | Counter | — | `online_features` | Total online feature retrieval requests |
 | `feast_online_features_entity_count` | Histogram | — | `online_features` | Entity rows per online feature request |
 | `feast_feature_server_online_store_read_duration_seconds` | Histogram | — | `online_features` | Online store read phase duration (sync and async) |
@@ -382,6 +382,28 @@ thread from starting). All categories default to `true` except
 | `feast_offline_store_request_latency_seconds` | Histogram | `method` | `offline_features` | Latency of offline store retrieval operations |
 | `feast_offline_store_row_count` | Histogram | `method` | `offline_features` | Rows returned by offline store retrieval |
 
+### Feature count bucketing
+
+The `feature_count` label on `feast_feature_server_request_latency_seconds`
+is bucketed rather than exact, to keep cardinality bounded for feature
+services that vary widely in how many features they request. By default,
+counts are grouped into `0`, `1-10`, `11-50`, `51-200`, and `201+`.
+
+Customize the bucket boundaries with `feature_count_bins` in the `metrics`
+block:
+
+```yaml
+feature_server:
+  type: local
+  metrics:
+    enabled: true
+    feature_count_bins: [5, 20]
+```
+
+This produces the labels `0`, `1-5`, `6-20`, and `21+`. Note that this only
+affects the Prometheus label; the `feature_count` field in audit logs (see
+below) always reports the exact count.
+
 ### Per-ODFV transformation metrics
 
 The `transformation_duration_seconds` and `write_transformation_duration_seconds`

sdk/python/feast/feature_server.py

@@ -59,6 +59,7 @@
 from feast.feature_view import FeatureViewState
 from feast.feature_view_utils import get_feature_view_from_feature_store
 from feast.filter_models import ComparisonFilter, CompoundFilter
+from feast.infra.feature_servers.base_config import MetricsConfig
 from feast.permissions.action import WRITE, AuthzedAction
 from feast.permissions.security_manager import (
     assert_permissions,
@@ -238,6 +239,21 @@ def _resolve_feature_counts(
     return str(feat_count), str(len(fv_names))
 
 
+def bin_feature_count(count: int, bins: List[int]) -> str:
+    """Map a raw feature count to an inclusive range label."""
+    if count == 0:
+        return "0"
+
+    lower = 1
+
+    for upper in bins:
+        if count <= upper:
+            return f"{lower}-{upper}"
+        lower = upper + 1
+
+    return f"{lower}+"
+
+
 def _emit_online_audit(
     request: GetOnlineFeaturesRequest,
     features: Union[List[str], "feast.FeatureService"],
@@ -632,6 +648,16 @@ async def lifespan(app: FastAPI):
 
         app.add_middleware(AuditLoggingMiddleware)
 
+    fs_cfg = getattr(store.config, "feature_server", None)
+    metrics_cfg = getattr(fs_cfg, "metrics", None)
+
+    default_feature_count_bins = MetricsConfig().feature_count_bins
+    feature_count_bins = (
+        getattr(metrics_cfg, "feature_count_bins", default_feature_count_bins)
+        if metrics_cfg is not None
+        else default_feature_count_bins
+    )
+
     @app.post(
         "/get-online-features",
         dependencies=[Depends(inject_user_details)],
@@ -643,7 +669,11 @@ async def get_online_features(request: GetOnlineFeaturesRequest) -> Any:
         ) as metrics_ctx:
             features = await _get_features(request, store)
             feat_count, fv_count = _resolve_feature_counts(features)
-            metrics_ctx.feature_count = feat_count
+
+            metrics_ctx.feature_count = bin_feature_count(
+                int(feat_count),
+                feature_count_bins,
+            )
             metrics_ctx.feature_view_count = fv_count
 
             entity_count = len(next(iter(request.entities.values()), []))
@@ -1288,6 +1318,7 @@ def start_server(
 
     fs_cfg = getattr(store.config, "feature_server", None)
     metrics_cfg = getattr(fs_cfg, "metrics", None)
+
     metrics_from_config = getattr(metrics_cfg, "enabled", False)
     metrics_active = metrics or metrics_from_config
     uses_gunicorn = sys.platform != "win32"

sdk/python/feast/infra/feature_servers/base_config.py

@@ -13,7 +13,7 @@
 # limitations under the License.
 from typing import Literal, Optional
 
-from pydantic import StrictBool, StrictInt
+from pydantic import Field, StrictBool, StrictInt, field_validator
 
 from feast.repo_config import FeastConfigBaseModel
 
@@ -59,6 +59,24 @@ class MetricsConfig(FeastConfigBaseModel):
     (feast_feature_server_request_total,
     feast_feature_server_request_latency_seconds)."""
 
+    feature_count_bins: list[int] = Field(default_factory=lambda: [10, 50, 200])
+    """Upper bounds used to bucket the ``feature_count`` label in request latency metrics.
+
+    For example, ``[10, 50, 200]`` produces labels
+    ``1-10``, ``11-50``, ``51-200``, and ``201+``.
+    """
+
+    @field_validator("feature_count_bins")
+    @classmethod
+    def validate_feature_count_bins(cls, bins: list[int]) -> list[int]:
+        if any(bound <= 0 for bound in bins):
+            raise ValueError("feature_count_bins must contain only positive integers")
+
+        if any(lower >= upper for lower, upper in zip(bins, bins[1:])):
+            raise ValueError("feature_count_bins must be strictly increasing")
+
+        return bins
+
     online_features: StrictBool = True
     """Emit online feature retrieval metrics
     (feast_online_features_request_total,

sdk/python/tests/unit/test_metrics.py

@@ -741,6 +741,82 @@ def test_feature_service(self):
         assert fv_count == "2"
 
 
+class TestBinFeatureCount:
+    @pytest.mark.parametrize(
+        ("count", "expected"),
+        [
+            (0, "0"),
+            (1, "1-10"),
+            (10, "1-10"),
+            (11, "11-50"),
+            (50, "11-50"),
+            (51, "51-200"),
+            (200, "51-200"),
+            (201, "201+"),
+        ],
+    )
+    def test_default_boundaries(self, count, expected):
+        from feast.feature_server import bin_feature_count
+
+        assert bin_feature_count(count, [10, 50, 200]) == expected
+
+    @pytest.mark.parametrize(
+        ("count", "expected"),
+        [
+            (1, "1-5"),
+            (5, "1-5"),
+            (6, "6-20"),
+            (20, "6-20"),
+            (21, "21+"),
+        ],
+    )
+    def test_custom_boundaries(self, count, expected):
+
+        from feast.feature_server import bin_feature_count
+
+        assert bin_feature_count(count, [5, 20]) == expected
+
+
+class TestMetricsConfig:
+    def test_feature_count_bins_default(self):
+        from feast.infra.feature_servers.base_config import MetricsConfig
+
+        config = MetricsConfig()
+        assert config.feature_count_bins == [10, 50, 200]
+
+    def test_feature_count_bins_custom(self):
+        from feast.infra.feature_servers.base_config import MetricsConfig
+
+        config = MetricsConfig(feature_count_bins=[5, 20])
+        assert config.feature_count_bins == [5, 20]
+
+    @pytest.mark.parametrize(
+        "bins",
+        [
+            [0, 10, 50],
+            [-1, 10, 50],
+        ],
+    )
+    def test_feature_count_bins_must_be_positive(self, bins):
+        from feast.infra.feature_servers.base_config import MetricsConfig
+
+        with pytest.raises(ValueError, match="positive"):
+            MetricsConfig(feature_count_bins=bins)
+
+    @pytest.mark.parametrize(
+        "bins",
+        [
+            [50, 10, 200],
+            [10, 10, 200],
+        ],
+    )
+    def test_feature_count_bins_must_be_strictly_increasing(self, bins):
+        from feast.infra.feature_servers.base_config import MetricsConfig
+
+        with pytest.raises(ValueError, match="strictly increasing"):
+            MetricsConfig(feature_count_bins=bins)
+
+
 class TestFeatureServerMetricsIntegration:
     """Test that feature server endpoints record metrics."""
 
@@ -751,6 +827,11 @@ def mock_fs_factory(self):
         def builder(**async_support):
             provider = FooProvider.with_async_support(**async_support)
             fs = MagicMock()
+
+            from feast.infra.feature_servers.base_config import MetricsConfig
+
+            fs.config.feature_server.metrics = MetricsConfig()
+
             fs._get_provider.return_value = provider
             from feast.online_response import OnlineResponse
             from feast.protos.feast.serving.ServingService_pb2 import (
@@ -798,20 +879,30 @@ def test_get_online_features_records_metrics(self, mock_fs_factory):
     @pytest.mark.parametrize(
         "features,expected_feat_count,expected_fv_count",
         [
-            (["fv1:a"], "1", "1"),
-            (["fv1:a", "fv1:b", "fv2:c"], "3", "2"),
+            (["fv1:a"], "1-10", "1"),
+            (["fv1:a", "fv1:b", "fv2:c"], "1-10", "2"),
             (
                 ["fv1:a", "fv1:b", "fv2:c", "fv2:d", "fv3:e"],
-                "5",
+                "1-10",
                 "3",
             ),
+            (
+                [f"fv1:f{i}" for i in range(11)],
+                "11-50",
+                "1",
+            ),
+        ],
+        ids=[
+            "1_feat_1_fv",
+            "3_feats_2_fvs",
+            "5_feats_3_fvs",
+            "11_feats_1_fv",
         ],
-        ids=["1_feat_1_fv", "3_feats_2_fvs", "5_feats_3_fvs"],
     )
     def test_latency_labels_with_varying_request_sizes(
         self, mock_fs_factory, features, expected_feat_count, expected_fv_count
     ):
-        """Verify feature_count and feature_view_count labels change with request size."""
+        """Verify feature_count is bucketed while feature_view_count remains exact."""
         from fastapi.testclient import TestClient
 
         from feast.feature_server import get_app
@@ -837,6 +928,35 @@ def test_latency_labels_with_varying_request_sizes(
         after_sum = request_latency.labels(**label_set)._sum.get()
         assert after_sum > before_sum
 
+    def test_latency_labels_use_custom_feature_count_bins(self, mock_fs_factory):
+        from fastapi.testclient import TestClient
+
+        from feast.feature_server import get_app
+        from feast.infra.feature_servers.base_config import MetricsConfig
+
+        fs = mock_fs_factory(online_read=False)
+        fs.config.feature_server.metrics = MetricsConfig(feature_count_bins=[2, 4])
+
+        client = TestClient(get_app(fs))
+
+        label_set = dict(
+            endpoint="/get-online-features",
+            feature_count="3-4",
+            feature_view_count="1",
+        )
+        before_sum = request_latency.labels(**label_set)._sum.get()
+
+        client.post(
+            "/get-online-features",
+            json={
+                "features": ["fv:a", "fv:b", "fv:c"],
+                "entities": {"id": [1]},
+            },
+        )
+
+        after_sum = request_latency.labels(**label_set)._sum.get()
+        assert after_sum > before_sum
+
     def test_push_records_metrics(self, mock_fs_factory):
         from fastapi.testclient import TestClient