diff --git a/bridge.go b/bridge.go
index 89447d0..bfb61de 100644
--- a/bridge.go
+++ b/bridge.go
@@ -7,86 +7,132 @@
 package main
 
 import (
+	"bytes"
+	"encoding/binary"
 	"fmt"
+	"hash/fnv"
 	"log"
 	"net"
 	"regexp"
 	"strconv"
 	"strings"
 
+	"github.com/prometheus/client_golang/model"
 	"github.com/prometheus/client_golang/prometheus"
 )
 
+const (
+	defaultHelp = "Metric autogenerated by statsd_bridge."
+	regErrF     = "A change of configuration created inconsistent metrics for " +
+		"%q. You have to restart the statsd_bridge, and you should " +
+		"consider the effects on your monitoring setup. Error: %s"
+)
+
 var (
 	illegalCharsRE = regexp.MustCompile(`[^a-zA-Z0-9_]`)
+
+	hash   = fnv.New64a()
+	strBuf bytes.Buffer // Used for hashing.
+	intBuf = make([]byte, 8)
 )
 
+// hashNameAndLabels returns a hash value of the provided name string and all
+// the label names and values in the provided labels map.
+//
+// Not safe for concurrent use! (Uses a shared buffer and hasher to save on
+// allocations.)
+func hashNameAndLabels(name string, labels prometheus.Labels) uint64 {
+	hash.Reset()
+	strBuf.Reset()
+	strBuf.WriteString(name)
+	hash.Write(strBuf.Bytes())
+	binary.BigEndian.PutUint64(intBuf, model.LabelsToSignature(labels))
+	hash.Write(intBuf)
+	return hash.Sum64()
+}
+
 type CounterContainer struct {
-	Elements map[string]prometheus.Counter
+	Elements map[uint64]prometheus.Counter
 }
 
 func NewCounterContainer() *CounterContainer {
 	return &CounterContainer{
-		Elements: make(map[string]prometheus.Counter),
+		Elements: make(map[uint64]prometheus.Counter),
 	}
 }
 
-func (c *CounterContainer) Get(metricName string) prometheus.Counter {
-	counter, ok := c.Elements[metricName]
+func (c *CounterContainer) Get(metricName string, labels prometheus.Labels) prometheus.Counter {
+	hash := hashNameAndLabels(metricName, labels)
+	counter, ok := c.Elements[hash]
 	if !ok {
-		counter = prometheus.NewCounter()
-		c.Elements[metricName] = counter
-		prometheus.Register(metricName, "", prometheus.NilLabels, counter)
+		counter = prometheus.NewCounter(prometheus.CounterOpts{
+			Name:        metricName,
+			Help:        defaultHelp,
+			ConstLabels: labels,
+		})
+		c.Elements[hash] = counter
+		if _, err := prometheus.Register(counter); err != nil {
+			log.Fatalf(regErrF, metricName, err)
+		}
 	}
 	return counter
 }
 
 type GaugeContainer struct {
-	Elements map[string]prometheus.Gauge
+	Elements map[uint64]prometheus.Gauge
 }
 
 func NewGaugeContainer() *GaugeContainer {
 	return &GaugeContainer{
-		Elements: make(map[string]prometheus.Gauge),
+		Elements: make(map[uint64]prometheus.Gauge),
 	}
 }
 
-func (c *GaugeContainer) Get(metricName string) prometheus.Gauge {
-	gauge, ok := c.Elements[metricName]
+func (c *GaugeContainer) Get(metricName string, labels prometheus.Labels) prometheus.Gauge {
+	hash := hashNameAndLabels(metricName, labels)
+	gauge, ok := c.Elements[hash]
 	if !ok {
-		gauge = prometheus.NewGauge()
-		c.Elements[metricName] = gauge
-		prometheus.Register(metricName, "", prometheus.NilLabels, gauge)
+		gauge = prometheus.NewGauge(prometheus.GaugeOpts{
+			Name:        metricName,
+			Help:        defaultHelp,
+			ConstLabels: labels,
+		})
+		c.Elements[hash] = gauge
+		if _, err := prometheus.Register(gauge); err != nil {
+			log.Fatalf(regErrF, metricName, err)
+		}
 	}
 	return gauge
 }
 
 type SummaryContainer struct {
-	Elements map[string]prometheus.Histogram
+	Elements map[uint64]prometheus.Summary
 }
 
 func NewSummaryContainer() *SummaryContainer {
 	return &SummaryContainer{
-		Elements: make(map[string]prometheus.Histogram),
+		Elements: make(map[uint64]prometheus.Summary),
 	}
 }
 
-func (c *SummaryContainer) Get(metricName string) prometheus.Histogram {
-	summary, ok := c.Elements[metricName]
+func (c *SummaryContainer) Get(metricName string, labels prometheus.Labels) prometheus.Summary {
+	hash := hashNameAndLabels(metricName, labels)
+	summary, ok := c.Elements[hash]
 	if !ok {
-		summary = prometheus.NewDefaultHistogram()
-		c.Elements[metricName] = summary
-		prometheus.Register(metricName, "", prometheus.NilLabels, summary)
+		summary = prometheus.NewSummary(
+			prometheus.SummaryOpts{
+				Name:        metricName,
+				Help:        defaultHelp,
+				ConstLabels: labels,
+			})
+		c.Elements[hash] = summary
+		if _, err := prometheus.Register(summary); err != nil {
+			log.Fatalf(regErrF, metricName, err)
+		}
 	}
 	return summary
 }
 
-func (c *SummaryContainer) Flush() {
-	for _, summary := range c.Elements {
-		summary.ResetAll()
-	}
-}
-
 type Event interface {
 	MetricName() string
 	Value() float64
@@ -141,7 +187,7 @@ func (b *Bridge) Listen(e <-chan Events) {
 		events := <-e
 		for _, event := range events {
 			metricName := ""
-			prometheusLabels := map[string]string{}
+			prometheusLabels := prometheus.Labels{}
 
 			labels, present := b.mapper.getMapping(event.MetricName())
 			if present {
@@ -157,32 +203,35 @@ func (b *Bridge) Listen(e <-chan Events) {
 
 			switch event.(type) {
 			case *CounterEvent:
-				counter := b.Counters.Get(metricName + "_counter")
-				counter.IncrementBy(prometheusLabels, event.Value())
+				counter := b.Counters.Get(
+					metricName+"_counter",
+					prometheusLabels,
+				)
+				counter.Add(event.Value())
 
-				eventStats.Increment(map[string]string{"type": "counter"})
+				eventStats.WithLabelValues("counter").Inc()
 
 			case *GaugeEvent:
-				gauge := b.Gauges.Get(metricName + "_gauge")
-				gauge.Set(prometheusLabels, event.Value())
+				gauge := b.Gauges.Get(
+					metricName+"_gauge",
+					prometheusLabels,
+				)
+				gauge.Set(event.Value())
 
-				eventStats.Increment(map[string]string{"type": "gauge"})
+				eventStats.WithLabelValues("gauge").Inc()
 
 			case *TimerEvent:
-				summary := b.Summaries.Get(metricName + "_timer")
-				summary.Add(prometheusLabels, event.Value())
+				summary := b.Summaries.Get(
+					metricName+"_timer",
+					prometheusLabels,
+				)
+				summary.Observe(event.Value())
 
-				sum := b.Counters.Get(metricName + "_timer_total")
-				sum.IncrementBy(prometheusLabels, event.Value())
-
-				count := b.Counters.Get(metricName + "_timer_count")
-				count.Increment(prometheusLabels)
-
-				eventStats.Increment(map[string]string{"type": "timer"})
+				eventStats.WithLabelValues("timer").Inc()
 
 			default:
 				log.Println("Unsupported event type")
-				eventStats.Increment(map[string]string{"type": "illegal"})
+				eventStats.WithLabelValues("illegal").Inc()
 			}
 		}
 	}
@@ -247,7 +296,7 @@ func (l *StatsDListener) handlePacket(packet []byte, e chan<- Events) {
 
 		elements := strings.Split(line, ":")
 		if len(elements) < 2 {
-			networkStats.Increment(map[string]string{"type": "malformed_line"})
+			networkStats.WithLabelValues("malformed_line").Inc()
 			log.Println("Bad line from StatsD:", line)
 			continue
 		}
@@ -257,7 +306,7 @@ func (l *StatsDListener) handlePacket(packet []byte, e chan<- Events) {
 			components := strings.Split(sample, "|")
 			samplingFactor := 1.0
 			if len(components) < 2 || len(components) > 3 {
-				networkStats.Increment(map[string]string{"type": "malformed_component"})
+				networkStats.WithLabelValues("malformed_component").Inc()
 				log.Println("Bad component on line:", line)
 				continue
 			}
@@ -265,25 +314,25 @@ func (l *StatsDListener) handlePacket(packet []byte, e chan<- Events) {
 			value, err := strconv.ParseFloat(valueStr, 64)
 			if err != nil {
 				log.Printf("Bad value %s on line: %s", valueStr, line)
-				networkStats.Increment(map[string]string{"type": "malformed_value"})
+				networkStats.WithLabelValues("malformed_value").Inc()
 				continue
 			}
 
 			if len(components) == 3 {
 				if statType != "c" {
 					log.Println("Illegal sampling factor for non-counter metric on line", line)
-					networkStats.Increment(map[string]string{"type": "illegal_sample_factor"})
+					networkStats.WithLabelValues("illegal_sample_factor").Inc()
 				}
 				samplingStr := components[2]
 				if samplingStr[0] != '@' {
 					log.Printf("Invalid sampling factor %s on line %s", samplingStr, line)
-					networkStats.Increment(map[string]string{"type": "invalid_sample_factor"})
+					networkStats.WithLabelValues("invalid_sample_factor").Inc()
 					continue
 				}
 				samplingFactor, err = strconv.ParseFloat(samplingStr[1:], 64)
 				if err != nil {
 					log.Printf("Invalid sampling factor %s on line %s", samplingStr, line)
-					networkStats.Increment(map[string]string{"type": "invalid_sample_factor"})
+					networkStats.WithLabelValues("invalid_sample_factor").Inc()
 					continue
 				}
 				if samplingFactor == 0 {
@@ -297,11 +346,11 @@ func (l *StatsDListener) handlePacket(packet []byte, e chan<- Events) {
 			event, err := buildEvent(statType, metric, value)
 			if err != nil {
 				log.Printf("Error building event on line %s: %s", line, err)
-				networkStats.Increment(map[string]string{"type": "illegal_event"})
+				networkStats.WithLabelValues("illegal_event").Inc()
 				continue
 			}
 			events = append(events, event)
-			networkStats.Increment(map[string]string{"type": "legal"})
+			networkStats.WithLabelValues("legal").Inc()
 		}
 	}
 	e <- events
diff --git a/main.go b/main.go
index ed6c76a..bacd52c 100644
--- a/main.go
+++ b/main.go
@@ -12,23 +12,20 @@ import (
 	"net"
 	"net/http"
 	"strconv"
-	"time"
 
 	"github.com/howeyc/fsnotify"
 	"github.com/prometheus/client_golang/prometheus"
-	"github.com/prometheus/client_golang/prometheus/exp"
 )
 
 var (
 	listeningAddress       = flag.String("listeningAddress", ":8080", "The address on which to expose generated Prometheus metrics.")
 	statsdListeningAddress = flag.String("statsdListeningAddress", ":9125", "The UDP address on which to receive statsd metric lines.")
 	mappingConfig          = flag.String("mappingConfig", "", "Metric mapping configuration file name.")
-	summaryFlushInterval   = flag.Duration("summaryFlushInterval", 15*time.Minute, "How frequently to reset all summary metrics.")
 )
 
 func serveHTTP() {
-	exp.Handle(prometheus.ExpositionResource, prometheus.DefaultHandler)
-	http.ListenAndServe(*listeningAddress, exp.DefaultCoarseMux)
+	http.Handle("/metrics", prometheus.Handler())
+	http.ListenAndServe(*listeningAddress, nil)
 }
 
 func udpAddrFromString(addr string) *net.UDPAddr {
@@ -75,10 +72,10 @@ func watchConfig(fileName string, mapper *metricMapper) {
 			err = mapper.initFromFile(fileName)
 			if err != nil {
 				log.Println("Error reloading config:", err)
-				configLoads.Increment(map[string]string{"outcome": "failure"})
+				configLoads.WithLabelValues("failure").Inc()
 			} else {
 				log.Println("Config reloaded successfully")
-				configLoads.Increment(map[string]string{"outcome": "success"})
+				configLoads.WithLabelValues("success").Inc()
 			}
 			// Re-add the file watcher since it can get lost on some changes. E.g.
 			// saving a file with vim results in a RENAME-MODIFY-DELETE event
@@ -119,10 +116,5 @@ func main() {
 		go watchConfig(*mappingConfig, mapper)
 	}
 	bridge := NewBridge(mapper)
-	go func() {
-		for _ = range time.Tick(*summaryFlushInterval) {
-			bridge.Summaries.Flush()
-		}
-	}()
 	bridge.Listen(events)
 }
diff --git a/mapper.go b/mapper.go
index 12162b2..37e58c1 100644
--- a/mapper.go
+++ b/mapper.go
@@ -25,7 +25,7 @@ var (
 
 type metricMapping struct {
 	regex  *regexp.Regexp
-	labels map[string]string
+	labels prometheus.Labels
 }
 
 type metricMapper struct {
@@ -45,7 +45,7 @@ func (m *metricMapper) initFromString(fileContents string) error {
 	state := SEARCHING
 
 	parsedMappings := []metricMapping{}
-	currentMapping := metricMapping{labels: map[string]string{}}
+	currentMapping := metricMapping{labels: prometheus.Labels{}}
 	for i, line := range lines {
 		line := strings.TrimSpace(line)
 
@@ -78,7 +78,7 @@ func (m *metricMapper) initFromString(fileContents string) error {
 				parsedMappings = append(parsedMappings, currentMapping)
 
 				state = SEARCHING
-				currentMapping = metricMapping{labels: map[string]string{}}
+				currentMapping = metricMapping{labels: prometheus.Labels{}}
 				continue
 			}
 
@@ -100,7 +100,7 @@ func (m *metricMapper) initFromString(fileContents string) error {
 	defer m.mutex.Unlock()
 	m.mappings = parsedMappings
 
-	mappingsCount.Set(prometheus.NilLabels, float64(len(parsedMappings)))
+	mappingsCount.Set(float64(len(parsedMappings)))
 
 	return nil
 }
@@ -113,7 +113,7 @@ func (m *metricMapper) initFromFile(fileName string) error {
 	return m.initFromString(string(mappingStr))
 }
 
-func (m *metricMapper) getMapping(statsdMetric string) (labels map[string]string, present bool) {
+func (m *metricMapper) getMapping(statsdMetric string) (labels prometheus.Labels, present bool) {
 	m.mutex.Lock()
 	defer m.mutex.Unlock()
 
@@ -123,7 +123,7 @@ func (m *metricMapper) getMapping(statsdMetric string) (labels map[string]string
 			continue
 		}
 
-		labels := map[string]string{}
+		labels := prometheus.Labels{}
 		for label, valueExpr := range mapping.labels {
 			value := mapping.regex.ExpandString([]byte{}, valueExpr, statsdMetric, matches)
 			labels[label] = string(value)
diff --git a/telemetry.go b/telemetry.go
index 6c7bb3d..e13591e 100644
--- a/telemetry.go
+++ b/telemetry.go
@@ -11,16 +11,36 @@ import (
 )
 
 var (
-	eventStats    = prometheus.NewCounter()
-	networkStats  = prometheus.NewCounter()
-	configLoads   = prometheus.NewCounter()
-	mappingsCount = prometheus.NewGauge()
+	eventStats = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Name: "statsd_bridge_events_total",
+			Help: "The total number of StatsD events seen.",
+		},
+		[]string{"type"},
+	)
+	networkStats = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Name: "statsd_bridge_packets_total",
+			Help: "The total number of StatsD packets seen.",
+		},
+		[]string{"type"},
+	)
+	configLoads = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Name: "statsd_bridge_config_reloads_total",
+			Help: "The number of configuration reloads.",
+		},
+		[]string{"outcome"},
+	)
+	mappingsCount = prometheus.NewGauge(prometheus.GaugeOpts{
+		Name: "statsd_bridge_loaded_mappings_count",
+		Help: "The number of configured metric mappings.",
+	})
 )
 
 func init() {
-	prometheus.Register("statsd_bridge_events_count", "The total number of StatsD events seen.", prometheus.NilLabels, eventStats)
-	prometheus.Register("statsd_bridge_packets_count", "The total number of StatsD packets seen.", prometheus.NilLabels, networkStats)
-	prometheus.Register("statsd_bridge_config_reloads_count", "The number of configuration reloads.", prometheus.NilLabels, configLoads)
-	prometheus.Register("statsd_bridge_loaded_mappings_count", "The number of configured metric mappings.", prometheus.NilLabels, mappingsCount)
-
+	prometheus.MustRegister(eventStats)
+	prometheus.MustRegister(networkStats)
+	prometheus.MustRegister(configLoads)
+	prometheus.MustRegister(mappingsCount)
 }