diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4500926390c..e7aed57fdae 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -62,7 +62,6 @@ Here is an overview of all new **experimental** features:
 
 - **General**: Add parameter queryParameters to prometheus-scaler ([#4962](https://github.com/kedacore/keda/issues/4962))
 - **General**: Support TriggerAuthentication properties from ConfigMap ([#4830](https://github.com/kedacore/keda/issues/4830))
-- **General**: TODO ([#XXX](https://github.com/kedacore/keda/issues/XXX))
 - **Hashicorp Vault**: Add support to get secret that needs write operation (e.g. pki) ([#5067](https://github.com/kedacore/keda/issues/5067))
 - **Kafka Scaler**: Ability to set upper bound to the number of partitions with lag ([#3997](https://github.com/kedacore/keda/issues/3997))
 - **Kafka Scaler**: Add support for Kerberos authentication (SASL / GSSAPI) ([#4836](https://github.com/kedacore/keda/issues/4836))
@@ -92,6 +91,7 @@ New deprecation(s):
 
 - **General**: Fix CVE-2023-45142 in Opentelemetry ([#5089](https://github.com/kedacore/keda/issues/5089))
 - **General**: Fix logger in Opentelemetry collector ([#5094](https://github.com/kedacore/keda/issues/5094))
+- **General**: Support profiling for KEDA components ([#4789](https://github.com/kedacore/keda/issues/4789))
 
 ## v2.12.0
 
diff --git a/cmd/adapter/main.go b/cmd/adapter/main.go
index cea7ff84238..c63a973c7f2 100644
--- a/cmd/adapter/main.go
+++ b/cmd/adapter/main.go
@@ -61,6 +61,7 @@ var (
 	metricsAPIServerPort      int
 	disableCompression        bool
 	metricsServiceAddr        string
+	profilingAddr             string
 )
 
 func (a *Adapter) makeProvider(ctx context.Context) (provider.ExternalMetricsProvider, <-chan struct{}, error) {
@@ -111,9 +112,10 @@ func (a *Adapter) makeProvider(ctx context.Context) (provider.ExternalMetricsPro
 		Cache: ctrlcache.Options{
 			DefaultNamespaces: namespaces,
 		},
-		LeaseDuration: leaseDuration,
-		RenewDeadline: renewDeadline,
-		RetryPeriod:   retryPeriod,
+		PprofBindAddress: profilingAddr,
+		LeaseDuration:    leaseDuration,
+		RenewDeadline:    renewDeadline,
+		RetryPeriod:      retryPeriod,
 	})
 	if err != nil {
 		logger.Error(err, "failed to setup manager")
@@ -231,6 +233,7 @@ func main() {
 	cmd.Flags().AddGoFlagSet(flag.CommandLine) // make sure we get the klog flags
 	cmd.Flags().IntVar(&metricsAPIServerPort, "port", 8080, "Set the port for the metrics API server")
 	cmd.Flags().StringVar(&metricsServiceAddr, "metrics-service-address", generateDefaultMetricsServiceAddr(), "The address of the gRPRC Metrics Service Server.")
+	cmd.Flags().StringVar(&profilingAddr, "profiling-bind-address", "", "The address the profiling would be exposed on.")
 	cmd.Flags().Float32Var(&adapterClientRequestQPS, "kube-api-qps", 20.0, "Set the QPS rate for throttling requests sent to the apiserver")
 	cmd.Flags().IntVar(&adapterClientRequestBurst, "kube-api-burst", 30, "Set the burst for throttling requests sent to the apiserver")
 	cmd.Flags().BoolVar(&disableCompression, "disable-compression", true, "Disable response compression for k8s restAPI in client-go. ")
diff --git a/cmd/operator/main.go b/cmd/operator/main.go
index 8a6d8043ad5..d72ff9b425b 100644
--- a/cmd/operator/main.go
+++ b/cmd/operator/main.go
@@ -67,6 +67,7 @@ func main() {
 	var metricsAddr string
 	var probeAddr string
 	var metricsServiceAddr string
+	var profilingAddr string
 	var enableLeaderElection bool
 	var adapterClientRequestQPS float32
 	var adapterClientRequestBurst int
@@ -84,6 +85,7 @@ func main() {
 	pflag.StringVar(&metricsAddr, "metrics-bind-address", ":8080", "The address the prometheus metric endpoint binds to.")
 	pflag.StringVar(&probeAddr, "health-probe-bind-address", ":8081", "The address the probe endpoint binds to.")
 	pflag.StringVar(&metricsServiceAddr, "metrics-service-bind-address", ":9666", "The address the gRPRC Metrics Service endpoint binds to.")
+	pflag.StringVar(&profilingAddr, "profiling-bind-address", "", "The address the profiling would be exposed on.")
 	pflag.BoolVar(&enableLeaderElection, "leader-elect", false,
 		"Enable leader election for controller manager. "+
 			"Enabling this will ensure there is only one active controller manager.")
@@ -151,6 +153,7 @@ func main() {
 			DefaultNamespaces: namespaces,
 		},
 		HealthProbeBindAddress: probeAddr,
+		PprofBindAddress:       profilingAddr,
 		LeaderElection:         enableLeaderElection,
 		LeaderElectionID:       "operator.keda.sh",
 		LeaseDuration:          leaseDuration,
diff --git a/cmd/webhooks/main.go b/cmd/webhooks/main.go
index 1ad2cbec2f1..0670081712f 100644
--- a/cmd/webhooks/main.go
+++ b/cmd/webhooks/main.go
@@ -55,6 +55,7 @@ func init() {
 func main() {
 	var metricsAddr string
 	var probeAddr string
+	var profilingAddr string
 	var webhooksClientRequestQPS float32
 	var webhooksClientRequestBurst int
 	var certDir string
@@ -62,6 +63,7 @@ func main() {
 
 	pflag.StringVar(&metricsAddr, "metrics-bind-address", ":8080", "The address the metric endpoint binds to.")
 	pflag.StringVar(&probeAddr, "health-probe-bind-address", ":8081", "The address the probe endpoint binds to.")
+	pflag.StringVar(&profilingAddr, "profiling-bind-address", "", "The address the profiling would be exposed on.")
 	pflag.Float32Var(&webhooksClientRequestQPS, "kube-api-qps", 20.0, "Set the QPS rate for throttling requests sent to the apiserver")
 	pflag.IntVar(&webhooksClientRequestBurst, "kube-api-burst", 30, "Set the burst for throttling requests sent to the apiserver")
 	pflag.StringVar(&certDir, "cert-dir", "/certs", "Webhook certificates dir to use. Defaults to /certs")
@@ -96,6 +98,7 @@ func main() {
 			},
 		}),
 		HealthProbeBindAddress: probeAddr,
+		PprofBindAddress:       profilingAddr,
 	})
 	if err != nil {
 		setupLog.Error(err, "unable to start admission webhooks")