diff --git a/clusterloader2/pkg/tuningset/global_qps_load.go b/clusterloader2/pkg/tuningset/global_qps_load.go
index 7fccfb76ba..4443efce1e 100644
--- a/clusterloader2/pkg/tuningset/global_qps_load.go
+++ b/clusterloader2/pkg/tuningset/global_qps_load.go
@@ -18,6 +18,7 @@ package tuningset
 
 import (
 	"context"
+	"sync"
 
 	"k8s.io/apimachinery/pkg/util/wait"
 	"k8s.io/perf-tests/clusterloader2/api"
@@ -25,11 +26,31 @@ import (
 	"golang.org/x/time/rate"
 )
 
+type globalQPSLoadFactory struct {
+	existing map[string]*globalQPSLoad
+	lock     sync.Mutex
+}
+
+func newGlobalQPSLoadFactory() *globalQPSLoadFactory {
+	return &globalQPSLoadFactory{existing: make(map[string]*globalQPSLoad), lock: sync.Mutex{}}
+}
+
+func (f *globalQPSLoadFactory) GetOrCreate(name string, params *api.GlobalQPSLoad) *globalQPSLoad {
+	f.lock.Lock()
+	defer f.lock.Unlock()
+	qps, ok := f.existing[name]
+	if !ok {
+		qps = newGlobalQPSLoad(params)
+		f.existing[name] = qps
+	}
+	return qps
+}
+
 type globalQPSLoad struct {
 	limiter *rate.Limiter
 }
 
-func newGlobalQPSLoad(params *api.GlobalQPSLoad) TuningSet {
+func newGlobalQPSLoad(params *api.GlobalQPSLoad) *globalQPSLoad {
 	return &globalQPSLoad{
 		limiter: rate.NewLimiter(rate.Limit(params.QPS), params.Burst),
 	}
diff --git a/clusterloader2/pkg/tuningset/simple_tuning_set_factory.go b/clusterloader2/pkg/tuningset/simple_tuning_set_factory.go
index 3c46e50df6..a3c957f2c6 100644
--- a/clusterloader2/pkg/tuningset/simple_tuning_set_factory.go
+++ b/clusterloader2/pkg/tuningset/simple_tuning_set_factory.go
@@ -23,13 +23,15 @@ import (
 )
 
 type simpleTuningSetFactory struct {
-	tuningSetMap map[string]*api.TuningSet
+	tuningSetMap         map[string]*api.TuningSet
+	globalQPSLoadFactory *globalQPSLoadFactory
 }
 
 // NewTuningSetFactory creates new ticker factory.
 func NewTuningSetFactory() TuningSetFactory {
 	return &simpleTuningSetFactory{
-		tuningSetMap: make(map[string]*api.TuningSet),
+		tuningSetMap:         make(map[string]*api.TuningSet),
+		globalQPSLoadFactory: newGlobalQPSLoadFactory(),
 	}
 }
 
@@ -61,7 +63,7 @@ func (tf *simpleTuningSetFactory) CreateTuningSet(name string) (TuningSet, error
 	case tuningSet.ParallelismLimitedLoad != nil:
 		return newParallelismLimitedLoad(tuningSet.ParallelismLimitedLoad), nil
 	case tuningSet.GlobalQPSLoad != nil:
-		return newGlobalQPSLoad(tuningSet.GlobalQPSLoad), nil
+		return tf.globalQPSLoadFactory.GetOrCreate(name, tuningSet.GlobalQPSLoad), nil
 	default:
 		return nil, fmt.Errorf("incorrect tuning set: %v", tuningSet)
 	}