diff --git a/agent/server/http/http_server.go b/agent/server/http/http_server.go
index e5b681d..7cca6d7 100644
--- a/agent/server/http/http_server.go
+++ b/agent/server/http/http_server.go
@@ -223,8 +223,9 @@ func (h *httpServer) requestMiddleware(next http.Handler) http.Handler {
 		)
 		next.ServeHTTP(rec, r)
 		duration := time.Since(start)
-		h.requestCounter.WithLabelValues(r.Method, r.URL.Path, fmt.Sprintf("%d", rec.statusCode)).Inc()
-		h.requestLatency.WithLabelValues(r.Method, r.URL.Path, fmt.Sprintf("%d", rec.statusCode)).Observe(duration.Seconds())
+		path := metricPath(r)
+		h.requestCounter.WithLabelValues(r.Method, path, fmt.Sprintf("%d", rec.statusCode)).Inc()
+		h.requestLatency.WithLabelValues(r.Method, path, fmt.Sprintf("%d", rec.statusCode)).Observe(duration.Seconds())
 		h.logger.Info("<== HTTP request",
 			zap.String("method", r.Method),
 			zap.String("path", r.URL.Path),
@@ -236,6 +237,26 @@ func (h *httpServer) requestMiddleware(next http.Handler) http.Handler {
 	})
 }
 
+// unmatchedMetricPath is the "path" metric label used when a request has no
+// resolvable route template. It is a fixed value so it can never contribute to
+// unbounded label cardinality.
+const unmatchedMetricPath = "<unmatched>"
+
+// metricPath returns the value to use for the "path" label of the request
+// metrics. It uses the matched mux route template (e.g. "/webhook/" or
+// "/webhook/{id}") rather than the raw request path, so that requests carrying
+// unique path segments (webhook ids, resource ids, uuids, ...) collapse to a
+// single bounded series instead of leaking one permanent counter + histogram
+// per distinct URL.
+func metricPath(r *http.Request) string {
+	if route := mux.CurrentRoute(r); route != nil {
+		if tmpl, err := route.GetPathTemplate(); err == nil && tmpl != "" {
+			return tmpl
+		}
+	}
+	return unmatchedMetricPath
+}
+
 var defaultReadTimeout = time.Second
 
 func (h *httpServer) Start() (int, error) {
diff --git a/agent/server/http/http_server_metrics_test.go b/agent/server/http/http_server_metrics_test.go
new file mode 100644
index 0000000..a6b7729
--- /dev/null
+++ b/agent/server/http/http_server_metrics_test.go
@@ -0,0 +1,113 @@
+package http
+
+import (
+	"fmt"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/cortexapps/axon/config"
+	"github.com/gorilla/mux"
+	"github.com/prometheus/client_golang/prometheus"
+	"github.com/stretchr/testify/require"
+	"go.uber.org/zap"
+)
+
+// routeHandler registers a single route with the given pattern and always
+// responds 200. It lets tests drive the request middleware through mux the
+// same way production handlers do.
+type routeHandler struct {
+	register func(m *mux.Router, h http.Handler)
+}
+
+func (h *routeHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) {
+	w.WriteHeader(http.StatusOK)
+}
+
+func (h *routeHandler) RegisterRoutes(m *mux.Router) error {
+	h.register(m, h)
+	return nil
+}
+
+func newMetricsTestServer(t *testing.T, registry *prometheus.Registry, handlers ...RegisterableHandler) *httpServer {
+	t.Helper()
+	params := HttpServerParams{
+		Logger:   zap.NewNop(),
+		Config:   config.AgentConfig{},
+		Handlers: handlers,
+		Registry: registry,
+	}
+	srv := NewHttpServer(params).(*httpServer)
+	t.Cleanup(func() { _ = srv.Close() })
+	return srv
+}
+
+// pathLabelValues returns the "path" label value of every series of metricName.
+func pathLabelValues(t *testing.T, registry *prometheus.Registry, metricName string) []string {
+	t.Helper()
+	families, err := registry.Gather()
+	require.NoError(t, err)
+
+	var values []string
+	for _, fam := range families {
+		if fam.GetName() != metricName {
+			continue
+		}
+		for _, m := range fam.GetMetric() {
+			for _, lp := range m.GetLabel() {
+				if lp.GetName() == "path" {
+					values = append(values, lp.GetValue())
+				}
+			}
+		}
+	}
+	return values
+}
+
+// A PathPrefix route (the shape used by the webhook handler) is the source of
+// the cardinality explosion: each distinct /webhook/<id> URL used to create its
+// own permanent counter + histogram series. All distinct paths must collapse to
+// the single registered route template.
+func TestRequestMetricsCollapsePrefixRouteToTemplate(t *testing.T) {
+	registry := prometheus.NewRegistry()
+	srv := newMetricsTestServer(t, registry, &routeHandler{
+		register: func(m *mux.Router, h http.Handler) { m.PathPrefix("/webhook/").Handler(h) },
+	})
+
+	ts := httptest.NewServer(srv.mux)
+	defer ts.Close()
+
+	for i := 0; i < 25; i++ {
+		resp, err := http.Get(fmt.Sprintf("%s/webhook/id-%d", ts.URL, i))
+		require.NoError(t, err)
+		_ = resp.Body.Close()
+	}
+
+	for _, metric := range []string{"axon_http_requests", "axon_http_request_latency_seconds"} {
+		require.Equal(t, []string{"/webhook/"}, pathLabelValues(t, registry, metric),
+			"%s: distinct request paths must collapse to a single route-template series", metric)
+	}
+}
+
+// A route with a path variable must record the template (/webhook/{id}), not
+// each concrete value.
+func TestRequestMetricsCollapseVariableRouteToTemplate(t *testing.T) {
+	registry := prometheus.NewRegistry()
+	srv := newMetricsTestServer(t, registry, &routeHandler{
+		register: func(m *mux.Router, h http.Handler) { m.Handle("/webhook/{id}", h) },
+	})
+
+	ts := httptest.NewServer(srv.mux)
+	defer ts.Close()
+
+	for i := 0; i < 25; i++ {
+		resp, err := http.Get(fmt.Sprintf("%s/webhook/id-%d", ts.URL, i))
+		require.NoError(t, err)
+		_ = resp.Body.Close()
+	}
+
+	for _, metric := range []string{"axon_http_requests", "axon_http_request_latency_seconds"} {
+		require.Equal(t, []string{"/webhook/{id}"}, pathLabelValues(t, registry, metric),
+			"%s: distinct request paths must collapse to a single route-template series", metric)
+	}
+}