diff --git a/serverutil/http.go b/serverutil/http.go
index 81c9ae902ff30237d3a45c33edb7ab12fa809c9a..7797ae66014d20d00625e91639f9a727a44c3e39 100644
--- a/serverutil/http.go
+++ b/serverutil/http.go
@@ -103,16 +103,24 @@ func instrumentHandler(h http.Handler) http.Handler {
 
 // HTTP-related metrics.
 var (
+	// Since we instrument the root HTTP handler, we don't really
+	// have a good way to set the 'handler' label based on the
+	// request URL - but still, we'd like to set the label to
+	// match what the other Prometheus jobs do. So we just set it
+	// to 'all'.
 	totalRequests = prometheus.NewCounterVec(
 		prometheus.CounterOpts{
-			Name: "total_requests",
+			Name: "http_requests_total",
 			Help: "Total number of requests.",
+			ConstLabels: prometheus.Labels{
+				"handler": "all",
+			},
 		},
-		[]string{"code"},
+		[]string{"code", "method"},
 	)
 	inFlightRequests = prometheus.NewGauge(
 		prometheus.GaugeOpts{
-			Name: "inflight_requests",
+			Name: "http_requests_inflight",
 			Help: "Number of in-flight requests.",
 		},
 	)