diff --git a/cmd/go-tpc/ch_benchmark.go b/cmd/go-tpc/ch_benchmark.go
index 6ed5661..21f221a 100644
--- a/cmd/go-tpc/ch_benchmark.go
+++ b/cmd/go-tpc/ch_benchmark.go
@@ -20,8 +20,8 @@ import (
 var chConfig ch.Config
 var (
 	apConnParams string
-	apHost       string
-	apPort       int
+	apHosts      []string
+	apPorts      []int
 )
 
 func registerCHBenchmark(root *cobra.Command) {
@@ -70,22 +70,20 @@ func registerCHBenchmark(root *cobra.Command) {
 	var cmdRun = &cobra.Command{
 		Use:   "run",
 		Short: "Run workload",
+		PreRun: func(cmd *cobra.Command, args []string) {
+			if len(apConnParams) == 0 {
+				apConnParams = connParams
+			}
+			if len(apHosts) == 0 {
+				apHosts = hosts
+			}
+			if len(apPorts) == 0 {
+				apPorts = ports
+			}
+		},
 		Run: func(cmd *cobra.Command, _ []string) {
-			executeCH("run", func() string {
-				origConnParams, origHost, origPort := connParams, host, port
-				defer func() {
-					connParams, host, port = origConnParams, origHost, origPort
-				}()
-				if len(apConnParams) > 0 {
-					connParams = apConnParams
-				}
-				if len(apHost) > 0 {
-					host = apHost
-				}
-				if apPort > 0 {
-					port = apPort
-				}
-				return buildDSN(false)
+			executeCH("run", func() (*sql.DB, error) {
+				return newDB(makeTargets(apHosts, apPorts), driver, user, password, dbName, apConnParams)
 			})
 		},
 	}
@@ -106,13 +104,13 @@ func registerCHBenchmark(root *cobra.Command) {
 
 	cmdRun.PersistentFlags().IntSliceVar(&tpccConfig.Weight, "weight", []int{45, 43, 4, 4, 4}, "Weight for NewOrder, Payment, OrderStatus, Delivery, StockLevel")
 	cmdRun.Flags().StringVar(&apConnParams, "ap-conn-params", "", "Connection parameters for analytical processing")
-	cmdRun.Flags().StringVar(&apHost, "ap-host", "", "Database host for analytical processing")
-	cmdRun.Flags().IntVar(&apPort, "ap-port", 0, "Database port for analytical processing")
+	cmdRun.Flags().StringSliceVar(&apHosts, "ap-host", nil, "Database host for analytical processing")
+	cmdRun.Flags().IntSliceVar(&apPorts, "ap-port", nil, "Database port for analytical processing")
 	cmd.AddCommand(cmdRun, cmdPrepare)
 	root.AddCommand(cmd)
 }
 
-func executeCH(action string, buildDSNForAP func() string) {
+func executeCH(action string, openAP func() (*sql.DB, error)) {
 	runtime.GOMAXPROCS(maxProcs)
 
 	openDB()
@@ -127,11 +125,7 @@ func executeCH(action string, buildDSNForAP func() string) {
 	chConfig.Driver = driver
 	chConfig.DBName = dbName
 	chConfig.QueryNames = strings.Split(chConfig.RawQueries, ",")
-	if len(apHost) > 0 {
-		chConfig.PlanReplayerConfig.Host = apHost
-	} else {
-		chConfig.PlanReplayerConfig.Host = host
-	}
+	chConfig.PlanReplayerConfig.Host = apHosts[0]
 	chConfig.PlanReplayerConfig.StatusPort = statusPort
 
 	var (
@@ -143,10 +137,10 @@ func executeCH(action string, buildDSNForAP func() string) {
 		fmt.Printf("Failed to init tp work loader: %v\n", err)
 		os.Exit(1)
 	}
-	if buildDSNForAP == nil {
+	if openAP == nil {
 		ap = ch.NewWorkloader(globalDB, &chConfig)
 	} else {
-		db, err := sql.Open(driver, buildDSNForAP())
+		db, err := openAP()
 		if err != nil {
 			fmt.Printf("Failed to open db for analytical processing: %v\n", err)
 			os.Exit(1)
diff --git a/cmd/go-tpc/main.go b/cmd/go-tpc/main.go
index 57b359a..92763d5 100644
--- a/cmd/go-tpc/main.go
+++ b/cmd/go-tpc/main.go
@@ -2,11 +2,16 @@ package main
 
 import (
 	"context"
+	"crypto/sha1"
 	"database/sql"
+	sqldrv "database/sql/driver"
+	"encoding/hex"
 	"fmt"
 	"os"
 	"os/signal"
+	"strconv"
 	"strings"
+	"sync/atomic"
 	"syscall"
 	"time"
 
@@ -14,15 +19,15 @@ import (
 	"github.com/spf13/cobra"
 
 	// mysql package
-	_ "github.com/go-sql-driver/mysql"
+	"github.com/go-sql-driver/mysql"
 	// pg
-	_ "github.com/lib/pq"
+	"github.com/lib/pq"
 )
 
 var (
 	dbName         string
-	host           string
-	port           int
+	hosts          []string
+	ports          []int
 	statusPort     int
 	user           string
 	password       string
@@ -41,6 +46,7 @@ var (
 	maxProcs       int
 	connParams     string
 	outputStyle    string
+	targets        []string
 
 	globalDB  *sql.DB
 	globalCtx context.Context
@@ -52,51 +58,82 @@ const (
 	pgDriver    = "postgres"
 )
 
-func closeDB() {
-	if globalDB != nil {
-		globalDB.Close()
-	}
-	globalDB = nil
+type MuxDriver struct {
+	cursor    uint64
+	instances []string
+	internal  sqldrv.Driver
 }
 
-func buildDSN(tmp bool) string {
-	switch driver {
-	case mysqlDriver:
-		if tmp {
-			return fmt.Sprintf("%s:%s@tcp(%s:%d)/", user, password, host, port)
-		}
-		// allow multiple statements in one query to allow q15 on the TPC-H
-		dsn := fmt.Sprintf("%s:%s@tcp(%s:%d)/%s?multiStatements=true", user, password, host, port, dbName)
-		if len(connParams) > 0 {
-			dsn = dsn + "&" + connParams
+func (drv *MuxDriver) Open(name string) (sqldrv.Conn, error) {
+	k := atomic.AddUint64(&drv.cursor, 1)
+	return drv.internal.Open(drv.instances[int(k)%len(drv.instances)])
+}
+
+func makeTargets(hosts []string, ports []int) []string {
+	targets := make([]string, 0, len(hosts)*len(ports))
+	for _, host := range hosts {
+		for _, port := range ports {
+			targets = append(targets, host+":"+strconv.Itoa(port))
 		}
-		return dsn
-	case pgDriver:
-		if tmp {
-			return fmt.Sprintf("postgres://%s:%s@%s:%d/?%s", user, password, host, port, connParams)
+	}
+	return targets
+}
+
+func newDB(targets []string, driver string, user string, password string, dbName string, connParams string) (*sql.DB, error) {
+	if len(targets) == 0 {
+		panic(fmt.Errorf("empty targets"))
+	}
+	var (
+		drv   sqldrv.Driver
+		hash  = sha1.New()
+		names = make([]string, len(targets))
+	)
+	hash.Write([]byte(driver))
+	hash.Write([]byte(user))
+	hash.Write([]byte(password))
+	hash.Write([]byte(dbName))
+	hash.Write([]byte(connParams))
+	for i, addr := range targets {
+		hash.Write([]byte(addr))
+		switch driver {
+		case mysqlDriver:
+			// allow multiple statements in one query to allow q15 on the TPC-H
+			dsn := fmt.Sprintf("%s:%s@tcp(%s)/%s?multiStatements=true", user, password, addr, dbName)
+			if len(connParams) > 0 {
+				dsn = dsn + "&" + connParams
+			}
+			names[i] = dsn
+			drv = &mysql.MySQLDriver{}
+		case pgDriver:
+			dsn := fmt.Sprintf("postgres://%s:%s@%s/%s", user, password, addr, dbName)
+			if len(connParams) > 0 {
+				dsn = dsn + "?" + connParams
+			}
+			names[i] = dsn
+			drv = &pq.Driver{}
+		default:
+			panic(fmt.Errorf("unknown driver: %q", driver))
 		}
-		dsn := fmt.Sprintf("postgres://%s:%s@%s:%d/%s", user, password, host, port, dbName)
-		if len(connParams) > 0 {
-			dsn = dsn + "?" + connParams
+	}
+
+	if len(names) == 1 {
+		return sql.Open(driver, names[0])
+	}
+	drvName := driver + "+" + hex.EncodeToString(hash.Sum(nil))
+	for _, n := range sql.Drivers() {
+		if n == drvName {
+			return sql.Open(drvName, "")
 		}
-		return dsn
-	default:
-		panic(fmt.Errorf("unknown driver: %q", driver))
 	}
+	sql.Register(drvName, &MuxDriver{instances: names, internal: drv})
+	return sql.Open(drvName, "")
 }
 
-func isDBNotExist(err error) bool {
-	if err == nil {
-		return false
-	}
-	switch driver {
-	case mysqlDriver:
-		return strings.Contains(err.Error(), "Unknown database")
-	case pgDriver:
-		msg := err.Error()
-		return strings.HasPrefix(msg, "pq: database") && strings.HasSuffix(msg, "does not exist")
+func closeDB() {
+	if globalDB != nil {
+		globalDB.Close()
 	}
-	return false
+	globalDB = nil
 }
 
 func openDB() {
@@ -104,13 +141,13 @@ func openDB() {
 		tmpDB *sql.DB
 		err   error
 	)
-	globalDB, err = sql.Open(driver, buildDSN(false))
+	globalDB, err = newDB(targets, driver, user, password, dbName, connParams)
 	if err != nil {
 		panic(err)
 	}
 	if err := globalDB.Ping(); err != nil {
 		if isDBNotExist(err) {
-			tmpDB, _ = sql.Open(driver, buildDSN(true))
+			tmpDB, _ = newDB(targets, driver, user, password, "", connParams)
 			defer tmpDB.Close()
 			if _, err := tmpDB.Exec(createDBDDL + dbName); err != nil {
 				panic(fmt.Errorf("failed to create database, err %v\n", err))
@@ -123,19 +160,38 @@ func openDB() {
 	}
 }
 
+func isDBNotExist(err error) bool {
+	if err == nil {
+		return false
+	}
+	switch driver {
+	case mysqlDriver:
+		return strings.Contains(err.Error(), "Unknown database")
+	case pgDriver:
+		msg := err.Error()
+		return strings.HasPrefix(msg, "pq: database") && strings.HasSuffix(msg, "does not exist")
+	}
+	return false
+}
+
 func main() {
 	var rootCmd = &cobra.Command{
 		Use:   "go-tpc",
 		Short: "Benchmark database with different workloads",
+		PersistentPreRun: func(cmd *cobra.Command, args []string) {
+			if len(targets) == 0 {
+				targets = makeTargets(hosts, ports)
+			}
+		},
 	}
 	rootCmd.PersistentFlags().IntVar(&maxProcs, "max-procs", 0, "runtime.GOMAXPROCS")
 	rootCmd.PersistentFlags().StringVar(&pprofAddr, "pprof", "", "Address of pprof endpoint")
 	rootCmd.PersistentFlags().StringVar(&metricsAddr, "metrics-addr", "", "Address of metrics endpoint")
 	rootCmd.PersistentFlags().StringVarP(&dbName, "db", "D", "test", "Database name")
-	rootCmd.PersistentFlags().StringVarP(&host, "host", "H", "127.0.0.1", "Database host")
+	rootCmd.PersistentFlags().StringSliceVarP(&hosts, "host", "H", []string{"127.0.0.1"}, "Database host")
 	rootCmd.PersistentFlags().StringVarP(&user, "user", "U", "root", "Database user")
 	rootCmd.PersistentFlags().StringVarP(&password, "password", "p", "", "Database password")
-	rootCmd.PersistentFlags().IntVarP(&port, "port", "P", 4000, "Database port")
+	rootCmd.PersistentFlags().IntSliceVarP(&ports, "port", "P", []int{4000}, "Database port")
 	rootCmd.PersistentFlags().IntVarP(&statusPort, "statusPort", "S", 10080, "Database status port")
 	rootCmd.PersistentFlags().IntVarP(&threads, "threads", "T", 1, "Thread concurrency")
 	rootCmd.PersistentFlags().IntVarP(&acThreads, "acThreads", "t", 1, "OLAP client concurrency, only for CH-benCHmark")
@@ -151,6 +207,8 @@ func main() {
 5: Snapshot, 6: Serializable, 7: Linerizable`)
 	rootCmd.PersistentFlags().StringVar(&connParams, "conn-params", "", "session variables, e.g. for TiDB --conn-params tidb_isolation_read_engines='tiflash', For PostgreSQL: --conn-params sslmode=disable")
 	rootCmd.PersistentFlags().StringVar(&outputStyle, "output", util.OutputStylePlain, "output style, valid values can be { plain | table | json }")
+	rootCmd.PersistentFlags().StringSliceVar(&targets, "targets", nil, "Target database addresses")
+	rootCmd.PersistentFlags().MarkHidden("targets")
 
 	cobra.EnablePrefixMatching = true
 
diff --git a/cmd/go-tpc/rawsql.go b/cmd/go-tpc/rawsql.go
index 468d491..418fb93 100644
--- a/cmd/go-tpc/rawsql.go
+++ b/cmd/go-tpc/rawsql.go
@@ -83,7 +83,7 @@ func execRawsql(action string) {
 	rawsqlConfig.QueryNames = strings.Split(queryFiles, ",")
 	rawsqlConfig.Queries = make(map[string]string, len(rawsqlConfig.QueryNames))
 	rawsqlConfig.RefreshWait = refreshConnWait
-	rawsqlConfig.PlanReplayerConfig.Host = host
+	rawsqlConfig.PlanReplayerConfig.Host = hosts[0]
 	rawsqlConfig.PlanReplayerConfig.StatusPort = statusPort
 
 	for i, filename := range rawsqlConfig.QueryNames {
diff --git a/cmd/go-tpc/tpch.go b/cmd/go-tpc/tpch.go
index f8ac9e7..d0f8501 100644
--- a/cmd/go-tpc/tpch.go
+++ b/cmd/go-tpc/tpch.go
@@ -21,7 +21,7 @@ func executeTpch(action string) {
 		os.Exit(1)
 	}
 
-	tpchConfig.PlanReplayerConfig.Host = host
+	tpchConfig.PlanReplayerConfig.Host = hosts[0]
 	tpchConfig.PlanReplayerConfig.StatusPort = statusPort
 
 	tpchConfig.OutputStyle = outputStyle