diff --git a/client/errs/errno.go b/client/errs/errno.go
index 0f93ebf1472..9f55a7b2f6a 100644
--- a/client/errs/errno.go
+++ b/client/errs/errno.go
@@ -89,7 +89,7 @@ var (
 var (
 	ErrClientListResourceGroup              = errors.Normalize("get all resource group failed, %v", errors.RFCCodeText("PD:client:ErrClientListResourceGroup"))
 	ErrClientResourceGroupConfigUnavailable = errors.Normalize("resource group config is unavailable, %v", errors.RFCCodeText("PD:client:ErrClientResourceGroupConfigUnavailable"))
-	ErrClientResourceGroupThrottled         = errors.Normalize("exceeded resource group quota limitation", errors.RFCCodeText("PD:client:ErrClientResourceGroupThrottled"))
+	ErrClientResourceGroupThrottled         = errors.Normalize("exceeded resource group quota limitation, estimated wait time %s, ltb state is %.2f:%.2f", errors.RFCCodeText("PD:client:ErrClientResourceGroupThrottled"))
 )
 
 // ErrClientGetResourceGroup is the error type for getting resource group.
diff --git a/client/resource_group/controller/limiter.go b/client/resource_group/controller/limiter.go
index b2e2a03de70..e8c50425bdc 100644
--- a/client/resource_group/controller/limiter.go
+++ b/client/resource_group/controller/limiter.go
@@ -136,13 +136,14 @@ func NewLimiterWithCfg(name string, now time.Time, cfg tokenBucketReconfigureArg
 // A Reservation holds information about events that are permitted by a Limiter to happen after a delay.
 // A Reservation may be canceled, which may enable the Limiter to permit additional events.
 type Reservation struct {
-	ok              bool
-	lim             *Limiter
-	tokens          float64
-	timeToAct       time.Time
-	needWaitDurtion time.Duration
+	ok               bool
+	lim              *Limiter
+	tokens           float64
+	timeToAct        time.Time
+	needWaitDuration time.Duration
 	// This is the Limit at reservation time, it can change later.
-	limit Limit
+	limit           Limit
+	remainingTokens float64
 }
 
 // OK returns whether the limiter can provide the requested number of tokens
@@ -386,10 +387,11 @@ func (lim *Limiter) reserveN(now time.Time, n float64, maxFutureReserve time.Dur
 
 	// Prepare reservation
 	r := Reservation{
-		ok:              ok,
-		lim:             lim,
-		limit:           lim.limit,
-		needWaitDurtion: waitDuration,
+		ok:               ok,
+		lim:              lim,
+		limit:            lim.limit,
+		needWaitDuration: waitDuration,
+		remainingTokens:  tokens,
 	}
 	if ok {
 		r.tokens = n
@@ -493,7 +495,7 @@ func WaitReservations(ctx context.Context, now time.Time, reservations []*Reserv
 	for _, res := range reservations {
 		if !res.ok {
 			cancel()
-			return res.needWaitDurtion, errs.ErrClientResourceGroupThrottled
+			return res.needWaitDuration, errs.ErrClientResourceGroupThrottled.FastGenByArgs(res.needWaitDuration, res.limit, res.remainingTokens)
 		}
 		delay := res.DelayFrom(now)
 		if delay > longestDelayDuration {
diff --git a/client/resource_group/controller/limiter_test.go b/client/resource_group/controller/limiter_test.go
index d963f830551..e573ca4f84c 100644
--- a/client/resource_group/controller/limiter_test.go
+++ b/client/resource_group/controller/limiter_test.go
@@ -163,6 +163,7 @@ func TestCancel(t *testing.T) {
 	d, err := WaitReservations(ctx, t2, []*Reservation{r1, r2})
 	re.Equal(d, 4*time.Second)
 	re.Error(err)
+	re.Contains(err.Error(), "estimated wait time 4s, ltb state is 1.00:-4.00")
 	checkTokens(re, lim1, t3, 13)
 	checkTokens(re, lim2, t3, 3)
 	cancel1()