diff --git a/client/resource_group/controller/controller.go b/client/resource_group/controller/controller.go
index 2265053fdd2..9dd5e877979 100644
--- a/client/resource_group/controller/controller.go
+++ b/client/resource_group/controller/controller.go
@@ -22,6 +22,7 @@ import (
 	"sync"
 	"sync/atomic"
 	"time"
+	"unsafe"
 
 	"github.com/gogo/protobuf/proto"
 	"github.com/prometheus/client_golang/prometheus"
@@ -1463,7 +1464,10 @@ func (gc *groupCostController) onResponseImpl(
 			}
 		}
 	}
-
+	// no need to record the consumption, fast path.
+	if delta.RRU+delta.WRU == 0 {
+		return delta, nil
+	}
 	gc.mu.Lock()
 	// Record the consumption of the request
 	add(gc.mu.consumption, delta)
@@ -1504,7 +1508,10 @@ func (gc *groupCostController) onResponseWaitImpl(
 		gc.metrics.successfulRequestDuration.Observe(d.Seconds())
 		waitDuration += d
 	}
-
+	// no need to record the consumption, fast path.
+	if delta.RRU+delta.WRU == 0 {
+		return delta, waitDuration, nil
+	}
 	gc.mu.Lock()
 	// Record the consumption of the request
 	add(gc.mu.consumption, delta)
@@ -1522,6 +1529,73 @@ func (gc *groupCostController) onResponseWaitImpl(
 	return delta, waitDuration, nil
 }
 
+func (gc *groupCostController) onResponseWaitAtomicImpl(
+	ctx context.Context, req RequestInfo, resp ResponseInfo,
+) (*rmpb.Consumption, time.Duration, error) {
+	delta := &rmpb.Consumption{}
+	for _, calc := range gc.calculators {
+		calc.AfterKVRequest(delta, req, resp)
+	}
+	var waitDuration time.Duration
+	if !gc.burstable.Load() {
+		allowDebt := delta.ReadBytes+delta.WriteBytes < bigRequestThreshold || !gc.isThrottled.Load()
+		d, err := gc.acquireTokens(ctx, delta, &waitDuration, allowDebt)
+		if err != nil {
+			if errs.ErrClientResourceGroupThrottled.Equal(err) {
+				gc.metrics.failedRequestCounterWithThrottled.Inc()
+				gc.metrics.failedLimitReserveDuration.Observe(d.Seconds())
+			} else {
+				gc.metrics.failedRequestCounterWithOthers.Inc()
+			}
+			return nil, waitDuration, err
+		}
+		gc.metrics.successfulRequestDuration.Observe(d.Seconds())
+		waitDuration += d
+	}
+	// no need to record the consumption, fast path.
+	if delta.RRU+delta.WRU == 0 {
+		return delta, waitDuration, nil
+	}
+	// Record the consumption of the request
+	AtomicAddConsumption(gc.mu.consumption, delta)
+	// Record the consumption of the request by store
+	count := &rmpb.Consumption{}
+	*count = *delta
+	// As the penalty is only counted when the request is completed, so here needs to calculate the write cost which is added in `BeforeKVRequest`
+	for _, calc := range gc.calculators {
+		calc.BeforeKVRequest(count, req)
+	}
+	AtomicAddConsumption(gc.mu.storeCounter[req.StoreID()], count)
+	AtomicAddConsumption(gc.mu.globalCounter, count)
+	return delta, waitDuration, nil
+}
+
+// AtomicAdd applies an atomic addition on a field of Consumption.
+func AtomicAdd(target *float64, delta float64) {
+	for {
+		old := atomic.LoadUint64((*uint64)(unsafe.Pointer(target)))
+		newValue := math.Float64bits(math.Float64frombits(old) + delta)
+		if atomic.CompareAndSwapUint64((*uint64)(unsafe.Pointer(target)), old, newValue) {
+			break
+		}
+	}
+}
+
+// AtomicAddConsumption performs atomic addition for all fields in Consumption.
+func AtomicAddConsumption(target, delta *rmpb.Consumption) {
+	if target == nil || delta == nil {
+		return
+	}
+	AtomicAdd(&target.RRU, delta.RRU)
+	AtomicAdd(&target.WRU, delta.WRU)
+	AtomicAdd(&target.ReadBytes, delta.ReadBytes)
+	AtomicAdd(&target.WriteBytes, delta.WriteBytes)
+	AtomicAdd(&target.TotalCpuTimeMs, delta.TotalCpuTimeMs)
+	AtomicAdd(&target.SqlLayerCpuTimeMs, delta.SqlLayerCpuTimeMs)
+	AtomicAdd(&target.KvReadRpcCount, delta.KvReadRpcCount)
+	AtomicAdd(&target.KvWriteRpcCount, delta.KvWriteRpcCount)
+}
+
 // GetActiveResourceGroup is used to get active resource group.
 // This is used for test only.
 func (c *ResourceGroupsController) GetActiveResourceGroup(resourceGroupName string) *rmpb.ResourceGroup {
diff --git a/client/resource_group/controller/controller.test b/client/resource_group/controller/controller.test
new file mode 100755
index 00000000000..5c34783ae14
Binary files /dev/null and b/client/resource_group/controller/controller.test differ
diff --git a/client/resource_group/controller/controller_test.go b/client/resource_group/controller/controller_test.go
index f0bdc62d6d3..d7eee700958 100644
--- a/client/resource_group/controller/controller_test.go
+++ b/client/resource_group/controller/controller_test.go
@@ -382,3 +382,72 @@ func TestTryGetController(t *testing.T) {
 	re.NoError(err)
 	re.NotEmpty(consumption)
 }
+
+func BenchmarkRequestAndResponseConsumptionLockVer(b *testing.B) {
+	gc := createTestGroupCostController(require.New(b))
+	testCases := []struct {
+		req  *TestRequestInfo
+		resp *TestResponseInfo
+	}{
+		{
+			req: &TestRequestInfo{
+				isWrite:    false,
+				writeBytes: 0,
+			},
+			resp: &TestResponseInfo{
+				readBytes: 100,
+				kvCPU:     100 * time.Millisecond,
+				succeed:   true,
+			},
+		},
+	}
+	// exclude the token bucket locks
+	gc.burstable.Store(true)
+
+	// Use b.RunParallel to simulate concurrent scenarios
+	b.RunParallel(func(pb *testing.PB) {
+		for pb.Next() {
+			for idx, testCase := range testCases {
+				_, _, err := gc.onResponseWaitImpl(context.TODO(), testCase.req, testCase.resp)
+				if err != nil {
+					b.Fatalf("onResponseImpl failed: %v (%d)", err, idx)
+				}
+			}
+		}
+	})
+}
+
+func BenchmarkRequestAndResponseConsumptionAtomicVer(b *testing.B) {
+	gc := createTestGroupCostController(require.New(b))
+	testCases := []struct {
+		req  *TestRequestInfo
+		resp *TestResponseInfo
+	}{
+		{
+			req: &TestRequestInfo{
+				isWrite:    false,
+				writeBytes: 0,
+			},
+			resp: &TestResponseInfo{
+				readBytes: 100,
+				kvCPU:     100 * time.Millisecond,
+				succeed:   true,
+			},
+		},
+	}
+
+	// exclude the token bucket locks
+	gc.burstable.Store(true)
+
+	// Use b.RunParallel to simulate concurrent scenarios
+	b.RunParallel(func(pb *testing.PB) {
+		for pb.Next() {
+			for idx, testCase := range testCases {
+				_, _, err := gc.onResponseWaitAtomicImpl(context.TODO(), testCase.req, testCase.resp)
+				if err != nil {
+					b.Fatalf("onResponseImpl failed: %v (%d)", err, idx)
+				}
+			}
+		}
+	})
+}