diff --git a/statistics/metrics.go b/statistics/metrics.go
new file mode 100644
index 000000000000..22a3d7c9641a
--- /dev/null
+++ b/statistics/metrics.go
@@ -0,0 +1,42 @@
+// Copyright 2017 PingCAP, Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package statistics
+
+import (
+	"github.com/prometheus/client_golang/prometheus"
+)
+
+var (
+	autoAnalyzeHistgram = prometheus.NewHistogram(
+		prometheus.HistogramOpts{
+			Namespace: "tidb",
+			Subsystem: "statistics",
+			Name:      "auto_analyze_duration",
+			Help:      "Bucketed histogram of processing time (s) of auto analyze.",
+			Buckets:   prometheus.ExponentialBuckets(0.01, 2, 20),
+		})
+
+	autoAnalyzeCounter = prometheus.NewCounterVec(
+		prometheus.CounterOpts{
+			Namespace: "tidb",
+			Subsystem: "statistics",
+			Name:      "auto_analyze_total",
+			Help:      "Counter of auto analyze.",
+		}, []string{"type"})
+)
+
+func init() {
+	prometheus.MustRegister(autoAnalyzeHistgram)
+	prometheus.MustRegister(autoAnalyzeCounter)
+}
diff --git a/statistics/update.go b/statistics/update.go
index 71fde6533676..53606d8231d0 100644
--- a/statistics/update.go
+++ b/statistics/update.go
@@ -181,8 +181,7 @@ func (h *Handle) HandleAutoAnalyze(is infoschema.InfoSchema) error {
 			if needAnalyzeTable(statsTbl, 20*h.Lease) {
 				sql := fmt.Sprintf("analyze table %s", tblName)
 				log.Infof("[stats] auto analyze table %s now", tblName)
-				_, _, err := h.ctx.(sqlexec.RestrictedSQLExecutor).ExecRestrictedSQL(h.ctx, sql)
-				return errors.Trace(err)
+				return errors.Trace(h.execAutoAnalyze(sql))
 			}
 			for _, idx := range tblInfo.Indices {
 				if idx.State != model.StatePublic {
@@ -191,11 +190,22 @@ func (h *Handle) HandleAutoAnalyze(is infoschema.InfoSchema) error {
 				if _, ok := statsTbl.Indices[idx.ID]; !ok {
 					sql := fmt.Sprintf("analyze table %s index `%s`", tblName, idx.Name.O)
 					log.Infof("[stats] auto analyze index `%s` for table %s now", idx.Name.O, tblName)
-					_, _, err := h.ctx.(sqlexec.RestrictedSQLExecutor).ExecRestrictedSQL(h.ctx, sql)
-					return errors.Trace(err)
+					return errors.Trace(h.execAutoAnalyze(sql))
 				}
 			}
 		}
 	}
 	return nil
 }
+
+func (h *Handle) execAutoAnalyze(sql string) error {
+	startTime := time.Now()
+	_, _, err := h.ctx.(sqlexec.RestrictedSQLExecutor).ExecRestrictedSQL(h.ctx, sql)
+	autoAnalyzeHistgram.Observe(time.Since(startTime).Seconds())
+	if err != nil {
+		autoAnalyzeCounter.WithLabelValues("failed").Inc()
+	} else {
+		autoAnalyzeCounter.WithLabelValues("succ").Inc()
+	}
+	return errors.Trace(err)
+}