diff --git a/pkg/controller/ehpa/hpa.go b/pkg/controller/ehpa/hpa.go
index bfc772a2d..c28d68c35 100644
--- a/pkg/controller/ehpa/hpa.go
+++ b/pkg/controller/ehpa/hpa.go
@@ -189,7 +189,7 @@ func (c *EffectiveHPAController) GetHPAMetrics(ctx context.Context, ehpa *autosc
 			if metric.Type == autoscalingv2.ResourceMetricSourceType {
 				name, err := GetPredictionMetricName(metric.Resource.Name)
 				if err != nil {
-					return nil, err
+					continue
 				}
 
 				customMetric := &autoscalingv2.PodsMetricSource{
@@ -251,8 +251,6 @@ func GetPredictionMetricName(Name v1.ResourceName) (string, error) {
 	switch Name {
 	case v1.ResourceCPU:
 		return known.MetricNamePodCpuUsage, nil
-	case v1.ResourceMemory:
-		return known.MetricNamePodMemoryUsage, nil
 	default:
 		return "", fmt.Errorf("resource name not predictable")
 	}
diff --git a/pkg/controller/ehpa/predict.go b/pkg/controller/ehpa/predict.go
index 6bd5e0086..04792d414 100644
--- a/pkg/controller/ehpa/predict.go
+++ b/pkg/controller/ehpa/predict.go
@@ -131,7 +131,7 @@ func (c *EffectiveHPAController) NewPredictionObject(ehpa *autoscalingapi.Effect
 		if metric.Type == autoscalingv2.ResourceMetricSourceType {
 			metricName, err := GetPredictionMetricName(metric.Resource.Name)
 			if err != nil {
-				return nil, err
+				continue
 			}
 
 			predictionMetrics = append(predictionMetrics, predictionapi.PredictionMetric{
diff --git a/pkg/known/const.go b/pkg/known/const.go
index edd00394b..26c23cd19 100644
--- a/pkg/known/const.go
+++ b/pkg/known/const.go
@@ -5,6 +5,5 @@ const (
 )
 
 const (
-	MetricNamePodCpuUsage    = "pod_cpu_usage"
-	MetricNamePodMemoryUsage = "pod_memory_usage"
+	MetricNamePodCpuUsage    = "crane_pod_cpu_usage"
 )
diff --git a/pkg/metricprovider/provider.go b/pkg/metricprovider/provider.go
index 4ffe56960..6ff2c4699 100644
--- a/pkg/metricprovider/provider.go
+++ b/pkg/metricprovider/provider.go
@@ -157,8 +157,6 @@ func (p *MetricProvider) GetMetricBySelector(ctx context.Context, namespace stri
 
 		if info.Metric == known.MetricNamePodCpuUsage {
 			metric.Value = *resource.NewMilliQuantity(averageValue, resource.DecimalSI)
-		} else if info.Metric == known.MetricNamePodMemoryUsage {
-			metric.Value = *resource.NewMilliQuantity(averageValue, resource.BinarySI)
 		}
 
 		matchingMetrics = append(matchingMetrics, metric)
@@ -189,11 +187,6 @@ func ListAllLocalMetrics() []provider.CustomMetricInfo {
 			Namespaced:    true,
 			Metric:        known.MetricNamePodCpuUsage,
 		},
-		{
-			GroupResource: schema.GroupResource{Group: "", Resource: "pods"},
-			Namespaced:    true,
-			Metric:        known.MetricNamePodMemoryUsage,
-		},
 	}
 }