diff --git a/CHANGELOG.md b/CHANGELOG.md
index 310cfc2905c..06c9061905f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -35,6 +35,7 @@
 - Escape `queueName` and `vhostName` in RabbitMQ Scaler before use them in query string (bug fix) ([#2055](https://github.com/kedacore/keda/pull/2055))
 - TriggerAuthentication/Vault: add support for HashiCorp Vault namespace (Vault Enterprise) ([#2085](https://github.com/kedacore/keda/pull/2085))
 - Add custom http timeout in RabbitMQ Scaler ([#2086](https://github.com/kedacore/keda/pull/2086))
+- Artemis Scaler parses out broker config parameters in case `restAPITemplate` is given ([#2104](https://github.com/kedacore/keda/pull/2104))
 - Add support to get connection data from Trigger Authorization in MongoDB Scaler ([#2115](https://github.com/kedacore/keda/pull/2115))
 - Add support to get connection data from Trigger Authorization in MySQL Scaler ([#2113](https://github.com/kedacore/keda/pull/2113))
 - Add support to get connection data from Trigger Authorization in MSSQL Scaler ([#2112](https://github.com/kedacore/keda/pull/2112))
diff --git a/pkg/scalers/artemis_scaler.go b/pkg/scalers/artemis_scaler.go
index e4e53a122b8..f52b500bd66 100644
--- a/pkg/scalers/artemis_scaler.go
+++ b/pkg/scalers/artemis_scaler.go
@@ -6,6 +6,7 @@ import (
 	"errors"
 	"fmt"
 	"net/http"
+	"net/url"
 	"strconv"
 	"strings"
 
@@ -79,14 +80,32 @@ func parseArtemisMetadata(config *ScalerConfig) (*artemisMetadata, error) {
 
 	if val, ok := config.TriggerMetadata["restApiTemplate"]; ok && val != "" {
 		meta.restAPITemplate = config.TriggerMetadata["restApiTemplate"]
+		var err error
+		if meta, err = getAPIParameters(meta); err != nil {
+			return nil, fmt.Errorf("can't parse restApiTemplate : %s ", err)
+		}
 	} else {
 		meta.restAPITemplate = defaultRestAPITemplate
-	}
+		if config.TriggerMetadata["managementEndpoint"] == "" {
+			return nil, errors.New("no management endpoint given")
+		}
+		meta.managementEndpoint = config.TriggerMetadata["managementEndpoint"]
+
+		if config.TriggerMetadata["queueName"] == "" {
+			return nil, errors.New("no queue name given")
+		}
+		meta.queueName = config.TriggerMetadata["queueName"]
+
+		if config.TriggerMetadata["brokerName"] == "" {
+			return nil, errors.New("no broker name given")
+		}
+		meta.brokerName = config.TriggerMetadata["brokerName"]
 
-	if config.TriggerMetadata["managementEndpoint"] == "" {
-		return nil, errors.New("no management endpoint given")
+		if config.TriggerMetadata["brokerAddress"] == "" {
+			return nil, errors.New("no broker address given")
+		}
+		meta.brokerAddress = config.TriggerMetadata["brokerAddress"]
 	}
-	meta.managementEndpoint = config.TriggerMetadata["managementEndpoint"]
 
 	if val, ok := config.TriggerMetadata["corsHeader"]; ok && val != "" {
 		meta.corsHeader = config.TriggerMetadata["corsHeader"]
@@ -94,21 +113,6 @@ func parseArtemisMetadata(config *ScalerConfig) (*artemisMetadata, error) {
 		meta.corsHeader = fmt.Sprintf(defaultCorsHeader, meta.managementEndpoint)
 	}
 
-	if config.TriggerMetadata["queueName"] == "" {
-		return nil, errors.New("no queue name given")
-	}
-	meta.queueName = config.TriggerMetadata["queueName"]
-
-	if config.TriggerMetadata["brokerName"] == "" {
-		return nil, errors.New("no broker name given")
-	}
-	meta.brokerName = config.TriggerMetadata["brokerName"]
-
-	if config.TriggerMetadata["brokerAddress"] == "" {
-		return nil, errors.New("no broker address given")
-	}
-	meta.brokerAddress = config.TriggerMetadata["brokerAddress"]
-
 	if val, ok := config.TriggerMetadata["queueLength"]; ok {
 		queueLength, err := strconv.Atoi(val)
 		if err != nil {
@@ -163,6 +167,38 @@ func (s *artemisScaler) IsActive(ctx context.Context) (bool, error) {
 	return messages > 0, nil
 }
 
+// getAPIParameters parse restAPITemplate to provide managementEndpoint , brokerName, brokerAddress, queueName
+func getAPIParameters(meta artemisMetadata) (artemisMetadata, error) {
+	u, err := url.ParseRequestURI(meta.restAPITemplate)
+	if err != nil {
+		return meta, fmt.Errorf("unable to parse the artemis restAPITemplate: %s", err)
+	}
+	meta.managementEndpoint = u.Host
+	splitURL := strings.Split(strings.Split(u.RawPath, ":")[1], "/")[0] // This returns : broker="<<brokerName>>",component=addresses,address="<<brokerAddress>>",subcomponent=queues,routing-type="anycast",queue="<<queueName>>"
+	replacer := strings.NewReplacer(",", "&", "\"\"", "")
+	v, err := url.ParseQuery(replacer.Replace(splitURL)) // This returns a map with key: string types and element type [] string. : map[address:["<<brokerAddress>>"] broker:["<<brokerName>>"] component:[addresses] queue:["<<queueName>>"] routing-type:["anycast"] subcomponent:[queues]]
+	if err != nil {
+		return meta, fmt.Errorf("unable to parse the artemis restAPITemplate: %s", err)
+	}
+
+	if len(v["address"][0]) == 0 {
+		return meta, errors.New("no brokerAddress given")
+	}
+	meta.brokerAddress = v["address"][0]
+
+	if len(v["queue"][0]) == 0 {
+		return meta, errors.New("no queueName is given")
+	}
+	meta.queueName = v["queue"][0]
+
+	if len(v["broker"][0]) == 0 {
+		return meta, fmt.Errorf("no brokerName given: %s", meta.restAPITemplate)
+	}
+	meta.brokerName = v["broker"][0]
+
+	return meta, nil
+}
+
 func (s *artemisScaler) getMonitoringEndpoint() string {
 	replacer := strings.NewReplacer("<<managementEndpoint>>", s.metadata.managementEndpoint,
 		"<<queueName>>", s.metadata.queueName,
diff --git a/pkg/scalers/artemis_scaler_test.go b/pkg/scalers/artemis_scaler_test.go
index 47d30681608..cba1022fd15 100644
--- a/pkg/scalers/artemis_scaler_test.go
+++ b/pkg/scalers/artemis_scaler_test.go
@@ -53,6 +53,9 @@ var testArtemisMetadata = []parseArtemisMetadataTestData{
 	// Missing password, should fail
 	{map[string]string{"managementEndpoint": "localhost:8161", "queueName": "queue1", "brokerName": "broker-activemq", "brokerAddress": "test", "username": "myUserName", "password": ""}, true},
 	{map[string]string{"managementEndpoint": "localhost:8161", "queueName": "queue1", "brokerName": "broker-activemq", "brokerAddress": "test", "username": "myUserName", "password": "myPassword"}, false},
+	{map[string]string{"restApiTemplate": "http://localhost:8161/console/jolokia/read/org.apache.activemq.artemis:broker=\"broker-activemq\",component=addresses,address=\"test\",subcomponent=queues,routing-type=\"anycast\",queue=\"queue1\"/MessageCount", "username": "myUserName", "password": "myPassword"}, false},
+	// Missing brokername , should fail
+	{map[string]string{"restApiTemplate": "http://localhost:8161/console/jolokia/read/org.apache.activemq.artemis:broker=\"\",component=addresses,address=\"test\",subcomponent=queues,routing-type=\"anycast\",queue=\"queue1\"/MessageCount", "username": "myUserName", "password": "myPassword"}, true},
 }
 
 var artemisMetricIdentifiers = []artemisMetricIdentifier{