diff --git a/CHANGELOG.md b/CHANGELOG.md
index fab4f258838..78b3fb38979 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -44,6 +44,7 @@
 - **Azure Application Insights Scaler:** Provide support for non-public clouds ([#2735](https://github.com/kedacore/keda/issues/2735))
 - **Azure Event Hub Scaler:** Improve logging when blob container not found ([#2363](https://github.com/kedacore/keda/issues/2363)
 - **Azure Event Hub Scaler:** Provide support for non-public clouds ([#1915](https://github.com/kedacore/keda/issues/1915))
+- **Azure Monitor Scaler:** Provide support for non-public clouds ([#1917](https://github.com/kedacore/keda/issues/1917))
 - **Azure Queue:** Don't call Azure queue GetProperties API unnecessarily ([#2613](https://github.com/kedacore/keda/pull/2613))
 - **Datadog Scaler:** Validate query to contain `{` to prevent panic on invalid query ([#2625](https://github.com/kedacore/keda/issues/2625))
 - **Datadog Scaler:** Several improvements, including a new optional parameter `metricUnavailableValue` to fill data when no Datadog metric was returned ([#2657](https://github.com/kedacore/keda/issues/2657))
diff --git a/pkg/scalers/azure/azure_monitor.go b/pkg/scalers/azure/azure_monitor.go
index f69486bf8f5..2a9aebef653 100644
--- a/pkg/scalers/azure/azure_monitor.go
+++ b/pkg/scalers/azure/azure_monitor.go
@@ -49,17 +49,19 @@ type azureExternalMetricRequest struct {
 
 // MonitorInfo to create metric request
 type MonitorInfo struct {
-	ResourceURI         string
-	TenantID            string
-	SubscriptionID      string
-	ResourceGroupName   string
-	Name                string
-	Namespace           string
-	Filter              string
-	AggregationInterval string
-	AggregationType     string
-	ClientID            string
-	ClientPassword      string
+	ResourceURI                  string
+	TenantID                     string
+	SubscriptionID               string
+	ResourceGroupName            string
+	Name                         string
+	Namespace                    string
+	Filter                       string
+	AggregationInterval          string
+	AggregationType              string
+	ClientID                     string
+	ClientPassword               string
+	AzureResourceManagerEndpoint string
+	ActiveDirectoryEndpoint      string
 }
 
 var azureMonitorLog = logf.Log.WithName("azure_monitor_scaler")
@@ -82,14 +84,21 @@ func GetAzureMetricValue(ctx context.Context, info MonitorInfo, podIdentity keda
 }
 
 func createMetricsClient(info MonitorInfo, podIdentityEnabled bool) insights.MetricsClient {
-	client := insights.NewMetricsClient(info.SubscriptionID)
-	var config auth.AuthorizerConfig
+	client := insights.NewMetricsClientWithBaseURI(info.AzureResourceManagerEndpoint, info.SubscriptionID)
+	var authConfig auth.AuthorizerConfig
 	if podIdentityEnabled {
-		config = auth.NewMSIConfig()
+		config := auth.NewMSIConfig()
+		config.Resource = info.AzureResourceManagerEndpoint
+
+		authConfig = config
 	} else {
-		config = auth.NewClientCredentialsConfig(info.ClientID, info.ClientPassword, info.TenantID)
+		config := auth.NewClientCredentialsConfig(info.ClientID, info.ClientPassword, info.TenantID)
+		config.Resource = info.AzureResourceManagerEndpoint
+		config.AADEndpoint = info.ActiveDirectoryEndpoint
+
+		authConfig = config
 	}
-	authorizer, _ := config.Authorizer()
+	authorizer, _ := authConfig.Authorizer()
 	client.Authorizer = authorizer
 
 	return client
diff --git a/pkg/scalers/azure_monitor_scaler.go b/pkg/scalers/azure_monitor_scaler.go
index 659b8c25466..9db61e8f3c9 100644
--- a/pkg/scalers/azure_monitor_scaler.go
+++ b/pkg/scalers/azure_monitor_scaler.go
@@ -22,6 +22,7 @@ import (
 	"strconv"
 	"strings"
 
+	az "github.com/Azure/go-autorest/autorest/azure"
 	v2beta2 "k8s.io/api/autoscaling/v2beta2"
 	"k8s.io/apimachinery/pkg/api/resource"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
@@ -148,6 +149,24 @@ func parseAzureMonitorMetadata(config *ScalerConfig) (*azureMonitorMetadata, err
 
 	meta.scalerIndex = config.ScalerIndex
 
+	azureResourceManagerEndpointProvider := func(env az.Environment) (string, error) {
+		return env.ResourceManagerEndpoint, nil
+	}
+	azureResourceManagerEndpoint, err := azure.ParseEnvironmentProperty(config.TriggerMetadata, "azureResourceManagerEndpoint", azureResourceManagerEndpointProvider)
+	if err != nil {
+		return nil, err
+	}
+	meta.azureMonitorInfo.AzureResourceManagerEndpoint = azureResourceManagerEndpoint
+
+	activeDirectoryEndpointProvider := func(env az.Environment) (string, error) {
+		return env.ActiveDirectoryEndpoint, nil
+	}
+	activeDirectoryEndpoint, err := azure.ParseEnvironmentProperty(config.TriggerMetadata, "activeDirectoryEndpoint", activeDirectoryEndpointProvider)
+	if err != nil {
+		return nil, err
+	}
+	meta.azureMonitorInfo.ActiveDirectoryEndpoint = activeDirectoryEndpoint
+
 	return &meta, nil
 }
 
diff --git a/pkg/scalers/azure_monitor_scaler_test.go b/pkg/scalers/azure_monitor_scaler_test.go
index 6dd2252d7ae..305c0b7ca0e 100644
--- a/pkg/scalers/azure_monitor_scaler_test.go
+++ b/pkg/scalers/azure_monitor_scaler_test.go
@@ -23,6 +23,11 @@ import (
 	kedav1alpha1 "github.com/kedacore/keda/v2/apis/keda/v1alpha1"
 )
 
+const (
+	testAzureResourceManagerEndpoint = "testAzureResourceManagerEndpoint"
+	testActiveDirectoryEndpoint      = "testActiveDirectoryEndpoint"
+)
+
 type parseAzMonitorMetadataTestData struct {
 	metadata    map[string]string
 	isError     bool
@@ -79,6 +84,17 @@ var testParseAzMonitorMetadata = []parseAzMonitorMetadataTestData{
 	{map[string]string{"resourceURI": "test/resource/uri", "tenantId": "123", "subscriptionId": "456", "resourceGroupName": "test", "metricName": "metric", "metricAggregationInterval": "0:15:0", "metricAggregationType": "Average", "targetValue": "5"}, false, map[string]string{}, map[string]string{}, kedav1alpha1.PodIdentityProviderAzure},
 	// wrong podIdentity
 	{map[string]string{"resourceURI": "test/resource/uri", "tenantId": "123", "subscriptionId": "456", "resourceGroupName": "test", "metricName": "metric", "metricAggregationInterval": "0:15:0", "metricAggregationType": "Average", "targetValue": "5"}, true, map[string]string{}, map[string]string{}, kedav1alpha1.PodIdentityProvider("notAzure")},
+	// known azure cloud
+	{map[string]string{"resourceURI": "test/resource/uri", "tenantId": "123", "subscriptionId": "456", "resourceGroupName": "test", "metricName": "metric", "metricAggregationInterval": "0:15:0", "metricAggregationType": "Average", "activeDirectoryClientId": "CLIENT_ID", "activeDirectoryClientPasswordFromEnv": "CLIENT_PASSWORD", "targetValue": "5", "metricNamespace": "namespace", "cloud": "azureChinaCloud"}, false, testAzMonitorResolvedEnv, map[string]string{}, ""},
+	// private cloud
+	{map[string]string{"resourceURI": "test/resource/uri", "tenantId": "123", "subscriptionId": "456", "resourceGroupName": "test", "metricName": "metric", "metricAggregationInterval": "0:15:0", "metricAggregationType": "Average", "activeDirectoryClientId": "CLIENT_ID", "activeDirectoryClientPasswordFromEnv": "CLIENT_PASSWORD", "targetValue": "5", "metricNamespace": "namespace", "cloud": "private",
+		"azureResourceManagerEndpoint": testAzureResourceManagerEndpoint, "activeDirectoryEndpoint": testActiveDirectoryEndpoint}, false, testAzMonitorResolvedEnv, map[string]string{}, ""},
+	// private cloud with missing resource manager endpoint
+	{map[string]string{"resourceURI": "test/resource/uri", "tenantId": "123", "subscriptionId": "456", "resourceGroupName": "test", "metricName": "metric", "metricAggregationInterval": "0:15:0", "metricAggregationType": "Average", "activeDirectoryClientId": "CLIENT_ID", "activeDirectoryClientPasswordFromEnv": "CLIENT_PASSWORD", "targetValue": "5", "metricNamespace": "namespace", "cloud": "private",
+		"activeDirectoryEndpoint": testActiveDirectoryEndpoint}, true, testAzMonitorResolvedEnv, map[string]string{}, ""},
+	// private cloud with missing active directory endpoint
+	{map[string]string{"resourceURI": "test/resource/uri", "tenantId": "123", "subscriptionId": "456", "resourceGroupName": "test", "metricName": "metric", "metricAggregationInterval": "0:15:0", "metricAggregationType": "Average", "activeDirectoryClientId": "CLIENT_ID", "activeDirectoryClientPasswordFromEnv": "CLIENT_PASSWORD", "targetValue": "5", "metricNamespace": "namespace", "cloud": "private",
+		"azureResourceManagerEndpoint": testAzureResourceManagerEndpoint}, true, testAzMonitorResolvedEnv, map[string]string{}, ""},
 }
 
 var azMonitorMetricIdentifiers = []azMonitorMetricIdentifier{