diff --git a/apiserver/HACluster.md b/apiserver/HACluster.md
new file mode 100644
index 0000000000..48942310ce
--- /dev/null
+++ b/apiserver/HACluster.md
@@ -0,0 +1,217 @@
+# Creating HA cluster with API Server
+
+One of the issue for long-running Ray applications, for example, Ray Serve is that Ray Head node is a single
+point of failure, which means that if the Head node dies, complete cluster has to be restarted. Fortunately,
+KubeRay cluster provides an option to create
+[fault tolerance Ray cluster](https://docs.ray.io/en/master/cluster/kubernetes/user-guides/kuberay-gcs-ft.html).
+The similar type of highly available Ray cluster can also be created using API server. The foundation of this
+approach is ensuring high availability Global Control Service (GCS) data. GCS manages cluster-level
+metadata. By default, the GCS lacks fault tolerance as it stores all data in-memory, and a failure can cause the
+entire Ray cluster to fail. To make the GCS fault tolerant, you must have a high-availability Redis. This way,
+in the event of a GCS restart, it retrieves all the data from the Redis instance and resumes its regular
+functioning.
+
+## Creating external Redis cluster
+
+A comprehensive documentation on creating Redis cluster on Kubernetes can be found
+[here]( https://www.dragonflydb.io/guides/redis-kubernetes). For this example we will use a rather simple
+[yaml file](test/cluster/redis/redis.yaml). To create Redis run:
+
+```sh
+kubectl create ns redis
+kubectl apply -f <your location>/kuberay/apiserver/test/cluster/redis/redis.yaml -n redis
+```
+
+Note that here we are deploying redis to the `redis` namespace, that we are creating here.
+
+Alternatively, if you run on the cloud you can use managed version of HA Redis, which will not require
+you to stand up, run, manage and monitor your own version of redis.
+
+## Creating Redis password secret
+
+Before creating your cluster, you need to create [secret](test/cluster/redis/redis_passwrd.yaml) in the
+namespace where you are planning to create your Ray cluster (remember, that secret is visible only within a given
+namespace). To create a secret for using external redis, run:
+
+```sh
+kubectl apply -f <your location>/kuberay/apiserver/test/cluster/redis/redis_passwrd.yaml
+```
+
+## Ray Code for testing
+
+For both Ray Jobs and Ray Serve we recommend packaging user code in the image. For a simple testing here
+we will create a [config map](test/cluster/code_configmap.yaml), containing simple code, that we will use for
+testing. To deploy it run the following:
+
+```sh
+kubectl apply -f <your location>/kuberay/apiserver/test/cluster/code_configmap.yaml
+```
+
+## API server request
+
+To create a Ray cluster we can use the following curl command:
+
+```sh
+curl -X POST 'localhost:8888/apis/v1alpha2/namespaces/default/clusters' \
+--header 'Content-Type: application/json' \
+--data '{
+  "name": "ha-cluster",
+  "namespace": "default",
+  "user": "boris",
+  "version": "2.7.0",
+  "environment": "DEV",
+  "annotations" : {
+    "ray.io/ft-enabled": "true"
+  },
+  "clusterSpec": {
+    "headGroupSpec": {
+      "computeTemplate": "default-template",
+      "image": "rayproject/ray:2.7.0-py310",
+      "serviceType": "NodePort",
+      "rayStartParams": {
+         "dashboard-host": "0.0.0.0",
+         "metrics-export-port": "8080",
+         "num-cpus": "0",
+         "redis-password": "$REDIS_PASSWORD"
+       },
+       "environment": {
+         "values": {
+            "RAY_REDIS_ADDRESS": "redis.redis.svc.cluster.local:6379"
+         },
+         "valuesFrom": {
+            "REDIS_PASSWORD": {
+                "source": 1,
+                "name": "redis-password-secret",
+                "key": "password"
+            }
+         }
+       },
+       "volumes": [
+         {
+           "name": "code-sample",
+           "mountPath": "/home/ray/samples",
+           "volumeType": "CONFIGMAP",
+           "source": "ray-example",
+           "items": {
+              "detached_actor.py" : "detached_actor.py",
+              "increment_counter.py" : "increment_counter.py"
+            }
+         }
+       ]
+    },
+    "workerGroupSpec": [
+      {
+        "groupName": "small-wg",
+        "computeTemplate": "default-template",
+        "image": "rayproject/ray:2.7.0-py310",
+        "replicas": 1,
+        "minReplicas": 0,
+        "maxReplicas": 5,
+        "rayStartParams": {
+           "node-ip-address": "$MY_POD_IP",
+           "metrics-export-port": "8080"
+        },
+        "environment": {
+           "values": {
+             "RAY_gcs_rpc_server_reconnect_timeout_s": "300"
+           } 
+        },
+        "volumes": [
+          {
+            "name": "code-sample",
+            "mountPath": "/home/ray/samples",
+            "volumeType": "CONFIGMAP",
+            "source": "ray-example",
+            "items": {
+              "detached_actor.py" : "detached_actor.py",
+              "increment_counter.py" : "increment_counter.py"
+            }
+          }
+        ]
+      }
+    ]
+  }
+}'  
+```
+
+Note that computeTemplate here has to be created using this [command](test/cluster//template/simple)
+
+Lets discuss the important pieces here:
+You need to specify annotation, that tells Ray that this is cluster with GCS fault tolerance
+
+```sh
+ray.io/ft-enabled: "true" 
+```
+
+For the `headGroupSpec` you need the following. In the `rayStartParams` you need to add information about Redis
+password.
+
+```sh
+"redis-password:: "$REDIS_PASSWORD"
+"num-cpu": "0"
+```
+
+Where the value of `REDIS_PASSWORD` comes from environment variable (below). Additionally `num-cpus: 0` ensures 
+that that no application code runs on a head node.
+
+The following environment variable have to be added here:
+
+```sh
+       "environment": {
+         "values": {
+            "RAY_REDIS_ADDRESS": "redis.redis.svc.cluster.local:6379"
+         },
+         "valuesFrom": {
+            "REDIS_PASSWORD": {
+                "source": 1,
+                "name": "redis-password-secret",
+                "key": "password"
+            }
+         }
+       },
+```
+
+For the `workerGroupSpecs` you might want to increase `gcs_rpc_server_reconnect_timeout` by specifying the following
+environment variable:
+
+```sh
+        "environment": {
+           "values": {
+             "RAY_gcs_rpc_server_reconnect_timeout_s": "300"
+           } 
+        },
+```
+
+This environment variable allows to increase GCS heartbeat timeout, which is 60 sec by default. The reason for
+increasing it is because restart of the head node can take some time, and we want to make sure that the worker node
+will not be killed during this time.
+
+## Testing resulting cluster
+
+Once the cluster is created, we can validate that it is working correctly. To do this first create a detached actor.
+To do this, note the name of the head node and create a detached actor using the following command:
+
+```sh
+kubectl exec -it <head node pod name> -- python3 /home/ray/samples/detached_actor.py
+```
+
+Once this is done, open Ray dashboard (using port-forward). In the cluster tab you should see 2 nodes and in the
+Actor's pane you should see created actor.
+
+Now you can delete head node pod:
+
+```sh
+kubectl delete pods <head node pod name>
+```
+
+The operator will recreate it. Make sure that only head node is recreated (note that it now has a different name),
+while worker node stays as is. Now you can go to the dashboard and make sure that in the Cluster tab you still see
+2 nodes and in the Actor's pane you still see created actor.
+
+For additional test run the following command:
+
+```sh
+kubectl exec -it <head node pod name> -- python3 /home/ray/samples/increment_counter.py
+```
+
+and make sure that it executes correctly. Note that the name of the head node here is different
diff --git a/apiserver/pkg/model/converter.go b/apiserver/pkg/model/converter.go
index ae48755659..1dce5f34cb 100755
--- a/apiserver/pkg/model/converter.go
+++ b/apiserver/pkg/model/converter.go
@@ -53,7 +53,6 @@ func getHeadNodeEnv() []string {
 		"RAY_PORT",
 		"RAY_ADDRESS",
 		"RAY_USAGE_STATS_KUBERAY_IN_USE",
-		"REDIS_PASSWORD",
 	}
 }
 
@@ -173,13 +172,7 @@ func PopulateHeadNodeSpec(spec v1alpha1.HeadGroupSpec) *api.HeadGroupSpec {
 
 	// Here we update environment only for a container named 'ray-head'
 	if container, _, ok := util.GetContainerByName(spec.Template.Spec.Containers, "ray-head"); ok && len(container.Env) > 0 {
-		env := make(map[string]string)
-		for _, kv := range container.Env {
-			if !contains(getHeadNodeEnv(), kv.Name) {
-				env[kv.Name] = kv.Value
-			}
-		}
-		headNodeSpec.Environment = env
+		headNodeSpec.Environment = convert_env_variables(container.Env, true)
 	}
 
 	if len(spec.Template.Spec.ServiceAccountName) > 1 {
@@ -224,13 +217,7 @@ func PopulateWorkerNodeSpec(specs []v1alpha1.WorkerGroupSpec) []*api.WorkerGroup
 
 		// Here we update environment only for a container named 'ray-worker'
 		if container, _, ok := util.GetContainerByName(spec.Template.Spec.Containers, "ray-worker"); ok && len(container.Env) > 0 {
-			env := make(map[string]string)
-			for _, kv := range container.Env {
-				if !contains(getWorkNodeEnv(), kv.Name) {
-					env[kv.Name] = kv.Value
-				}
-			}
-			workerNodeSpec.Environment = env
+			workerNodeSpec.Environment = convert_env_variables(container.Env, false)
 		}
 
 		if len(spec.Template.Spec.ServiceAccountName) > 1 {
@@ -247,6 +234,67 @@ func PopulateWorkerNodeSpec(specs []v1alpha1.WorkerGroupSpec) []*api.WorkerGroup
 	return workerNodeSpecs
 }
 
+func convert_env_variables(cenv []v1.EnvVar, header bool) *api.EnvironmentVariables {
+	env := api.EnvironmentVariables{
+		Values:     make(map[string]string),
+		ValuesFrom: make(map[string]*api.EnvValueFrom),
+	}
+	for _, kv := range cenv {
+		if header {
+			if contains(getHeadNodeEnv(), kv.Name) {
+				continue
+			}
+		} else {
+			if contains(getWorkNodeEnv(), kv.Name) {
+				// Skip reserved names
+				continue
+			}
+		}
+		if kv.ValueFrom != nil {
+			// this is value from
+			if kv.ValueFrom.ConfigMapKeyRef != nil {
+				// This is config map
+				env.ValuesFrom[kv.Name] = &api.EnvValueFrom{
+					Source: api.EnvValueFrom_CONFIGMAP,
+					Name:   kv.ValueFrom.ConfigMapKeyRef.Name,
+					Key:    kv.ValueFrom.ConfigMapKeyRef.Key,
+				}
+				continue
+			}
+			if kv.ValueFrom.SecretKeyRef != nil {
+				// This is Secret
+				env.ValuesFrom[kv.Name] = &api.EnvValueFrom{
+					Source: api.EnvValueFrom_SECRET,
+					Name:   kv.ValueFrom.SecretKeyRef.Name,
+					Key:    kv.ValueFrom.SecretKeyRef.Key,
+				}
+				continue
+			}
+			if kv.ValueFrom.ResourceFieldRef != nil {
+				// This resource ref
+				env.ValuesFrom[kv.Name] = &api.EnvValueFrom{
+					Source: api.EnvValueFrom_RESOURCEFIELD,
+					Name:   kv.ValueFrom.ResourceFieldRef.ContainerName,
+					Key:    kv.ValueFrom.ResourceFieldRef.Resource,
+				}
+				continue
+			}
+			if kv.ValueFrom.FieldRef != nil {
+				// This resource ref
+				env.ValuesFrom[kv.Name] = &api.EnvValueFrom{
+					Source: api.EnvValueFrom_FIELD,
+					Key:    kv.ValueFrom.FieldRef.FieldPath,
+				}
+				continue
+			}
+		} else {
+			// This is value
+			env.Values[kv.Name] = kv.Value
+		}
+	}
+	return &env
+}
+
 func FromKubeToAPIComputeTemplate(configMap *v1.ConfigMap) *api.ComputeTemplate {
 	cpu, _ := strconv.ParseUint(configMap.Data["cpu"], 10, 32)
 	memory, _ := strconv.ParseUint(configMap.Data["memory"], 10, 32)
diff --git a/apiserver/pkg/model/converter_test.go b/apiserver/pkg/model/converter_test.go
index 685fbc8e46..3e8c8fac9e 100644
--- a/apiserver/pkg/model/converter_test.go
+++ b/apiserver/pkg/model/converter_test.go
@@ -76,20 +76,43 @@ var headSpecTest = v1alpha1.HeadGroupSpec{
 							Value: "123",
 						},
 						{
-							Name:  "AWS_SECRET",
-							Value: "1234",
+							Name: "REDIS_PASSWORD",
+							ValueFrom: &v1.EnvVarSource{
+								SecretKeyRef: &v1.SecretKeySelector{
+									LocalObjectReference: v1.LocalObjectReference{
+										Name: "redis-password-secret",
+									},
+									Key: "password",
+								},
+							},
 						},
 						{
-							Name:  "RAY_PORT",
-							Value: "6379",
+							Name: "CONFIGMAP",
+							ValueFrom: &v1.EnvVarSource{
+								ConfigMapKeyRef: &v1.ConfigMapKeySelector{
+									LocalObjectReference: v1.LocalObjectReference{
+										Name: "special-config",
+									},
+									Key: "special.how",
+								},
+							},
 						},
 						{
-							Name:  "RAY_ADDRESS",
-							Value: "127.0.0.1:6379",
+							Name: "ResourceFieldRef",
+							ValueFrom: &v1.EnvVarSource{
+								ResourceFieldRef: &v1.ResourceFieldSelector{
+									ContainerName: "my-container",
+									Resource:      "resource",
+								},
+							},
 						},
 						{
-							Name:  "RAY_USAGE_STATS_KUBERAY_IN_USE",
-							Value: "1",
+							Name: "FieldRef",
+							ValueFrom: &v1.EnvVarSource{
+								FieldRef: &v1.ObjectFieldSelector{
+									FieldPath: "path",
+								},
+							},
 						},
 					},
 				},
@@ -318,9 +341,39 @@ var expectedLabels = map[string]string{
 	"test": "value",
 }
 
-var expectedEnv = map[string]string{
-	"AWS_KEY":    "123",
-	"AWS_SECRET": "1234",
+var expectedHeadEnv = &api.EnvironmentVariables{
+	Values: map[string]string{
+		"AWS_KEY": "123",
+	},
+	ValuesFrom: map[string]*api.EnvValueFrom{
+		"REDIS_PASSWORD": {
+			Source: api.EnvValueFrom_SECRET,
+			Name:   "redis-password-secret",
+			Key:    "password",
+		},
+		"CONFIGMAP": {
+			Source: api.EnvValueFrom_CONFIGMAP,
+			Name:   "special-config",
+			Key:    "special.how",
+		},
+		"ResourceFieldRef": {
+			Source: api.EnvValueFrom_RESOURCEFIELD,
+			Name:   "my-container",
+			Key:    "resource",
+		},
+		"FieldRef": {
+			Source: api.EnvValueFrom_FIELD,
+			Key:    "path",
+		},
+	},
+}
+
+var expectedEnv = &api.EnvironmentVariables{
+	Values: map[string]string{
+		"AWS_KEY":    "123",
+		"AWS_SECRET": "1234",
+	},
+	ValuesFrom: map[string]*api.EnvValueFrom{},
 }
 
 var expectedTolerations = api.PodToleration{
@@ -347,8 +400,8 @@ func TestPopulateHeadNodeSpec(t *testing.T) {
 	if !reflect.DeepEqual(groupSpec.Labels, expectedLabels) {
 		t.Errorf("failed to convert labels, got %v, expected %v", groupSpec.Labels, expectedLabels)
 	}
-	if !reflect.DeepEqual(groupSpec.Environment, expectedEnv) {
-		t.Errorf("failed to convert annotations, got %v, expected %v", groupSpec.Environment, expectedEnv)
+	if !reflect.DeepEqual(groupSpec.Environment, expectedHeadEnv) {
+		t.Errorf("failed to convert environment, got %v, expected %v", groupSpec.Environment, expectedHeadEnv)
 	}
 }
 
@@ -368,7 +421,7 @@ func TestPopulateWorkerNodeSpec(t *testing.T) {
 		t.Errorf("failed to convert labels, got %v, expected %v", groupSpec.Labels, expectedLabels)
 	}
 	if !reflect.DeepEqual(groupSpec.Environment, expectedEnv) {
-		t.Errorf("failed to convert annotations, got %v, expected %v", groupSpec.Environment, expectedEnv)
+		t.Errorf("failed to convert environment, got %v, expected %v", groupSpec.Environment, expectedEnv)
 	}
 }
 
diff --git a/apiserver/pkg/model/volumes_test.go b/apiserver/pkg/model/volumes_test.go
index f8b97c4daa..5de61b2900 100644
--- a/apiserver/pkg/model/volumes_test.go
+++ b/apiserver/pkg/model/volumes_test.go
@@ -102,8 +102,12 @@ var podTemplateTest = v1.PodTemplateSpec{
 						},
 						Items: []v1.KeyToPath{
 							{
-								Key:  "key",
-								Path: "path",
+								Key:  "key1",
+								Path: "path1",
+							},
+							{
+								Key:  "key2",
+								Path: "path2",
 							},
 						},
 					},
@@ -159,7 +163,8 @@ var expectedVolumes = []*api.Volume{
 		VolumeType: api.Volume_CONFIGMAP,
 		Source:     "my-config-map",
 		Items: map[string]string{
-			"key": "path",
+			"key1": "path1",
+			"key2": "path2",
 		},
 	},
 	{
diff --git a/apiserver/pkg/util/cluster.go b/apiserver/pkg/util/cluster.go
index c99fae9d5b..ccec827259 100755
--- a/apiserver/pkg/util/cluster.go
+++ b/apiserver/pkg/util/cluster.go
@@ -64,7 +64,7 @@ func buildRayClusterAnnotations(cluster *api.Cluster) map[string]string {
 
 // TODO(Basasuya & MissionToMars): The job spec depends on ClusterSpec which not all cluster-related configs are included,
 // such as `metadata` and `envs`. We just put `imageVersion` and `envs` in the arguments list, and should be refactored later.
-func buildRayClusterSpec(imageVersion string, envs map[string]string, clusterSpec *api.ClusterSpec, computeTemplateMap map[string]*api.ComputeTemplate) (*rayalphaapi.RayClusterSpec, error) {
+func buildRayClusterSpec(imageVersion string, envs *api.EnvironmentVariables, clusterSpec *api.ClusterSpec, computeTemplateMap map[string]*api.ComputeTemplate) (*rayalphaapi.RayClusterSpec, error) {
 	computeTemplate := computeTemplateMap[clusterSpec.HeadGroupSpec.ComputeTemplate]
 	headPodTemplate, err := buildHeadPodTemplate(imageVersion, envs, clusterSpec.HeadGroupSpec, computeTemplate)
 	if err != nil {
@@ -128,7 +128,7 @@ func buildNodeGroupAnnotations(computeTemplate *api.ComputeTemplate, image strin
 }
 
 // Build head node template
-func buildHeadPodTemplate(imageVersion string, envs map[string]string, spec *api.HeadGroupSpec, computeRuntime *api.ComputeTemplate) (*v1.PodTemplateSpec, error) {
+func buildHeadPodTemplate(imageVersion string, envs *api.EnvironmentVariables, spec *api.HeadGroupSpec, computeRuntime *api.ComputeTemplate) (*v1.PodTemplateSpec, error) {
 	image := constructRayImage(RayClusterDefaultImageRepository, imageVersion)
 	if len(spec.Image) != 0 {
 		image = spec.Image
@@ -215,20 +215,17 @@ func buildHeadPodTemplate(imageVersion string, envs map[string]string, spec *api
 			container.Resources.Requests[v1.ResourceName(accelerator)] = resource.MustParse(fmt.Sprint(gpu))
 			container.Resources.Limits[v1.ResourceName(accelerator)] = resource.MustParse(fmt.Sprint(gpu))
 		}
-		for k, v := range envs {
-			container.Env = append(container.Env, v1.EnvVar{
-				Name: k, Value: v,
-			})
+		globalEnv := convertEnvironmentVariables(envs)
+		if len(globalEnv) > 0 {
+			container.Env = append(container.Env, globalEnv...)
 		}
 
 		// Add specific environments
-		if spec.Environment != nil {
-			for key, value := range spec.Environment {
-				container.Env = append(container.Env, v1.EnvVar{
-					Name: key, Value: value,
-				})
-			}
+		specEnv := convertEnvironmentVariables(spec.Environment)
+		if len(specEnv) > 0 {
+			container.Env = append(container.Env, specEnv...)
 		}
+
 		// Replace container
 		podTemplateSpec.Spec.Containers[index] = container
 	}
@@ -273,6 +270,73 @@ func buildHeadPodTemplate(imageVersion string, envs map[string]string, spec *api
 	return &podTemplateSpec, nil
 }
 
+// Convert environment variables
+func convertEnvironmentVariables(envs *api.EnvironmentVariables) []v1.EnvVar {
+	converted := []v1.EnvVar{}
+	if envs == nil {
+		return converted
+	}
+	if envs.Values != nil && len(envs.Values) > 0 {
+		// Add values
+		for key, value := range envs.Values {
+			converted = append(converted, v1.EnvVar{
+				Name: key, Value: value,
+			})
+		}
+	}
+	if envs.ValuesFrom != nil && len(envs.ValuesFrom) > 0 {
+		// Add values ref
+		for key, value := range envs.ValuesFrom {
+			switch value.Source {
+			case api.EnvValueFrom_CONFIGMAP:
+				converted = append(converted, v1.EnvVar{
+					Name: key,
+					ValueFrom: &v1.EnvVarSource{
+						ConfigMapKeyRef: &v1.ConfigMapKeySelector{
+							LocalObjectReference: v1.LocalObjectReference{
+								Name: value.Name,
+							},
+							Key: value.Key,
+						},
+					},
+				})
+			case api.EnvValueFrom_SECRET:
+				converted = append(converted, v1.EnvVar{
+					Name: key,
+					ValueFrom: &v1.EnvVarSource{
+						SecretKeyRef: &v1.SecretKeySelector{
+							LocalObjectReference: v1.LocalObjectReference{
+								Name: value.Name,
+							},
+							Key: value.Key,
+						},
+					},
+				})
+			case api.EnvValueFrom_RESOURCEFIELD:
+				converted = append(converted, v1.EnvVar{
+					Name: key,
+					ValueFrom: &v1.EnvVarSource{
+						ResourceFieldRef: &v1.ResourceFieldSelector{
+							ContainerName: value.Name,
+							Resource:      value.Key,
+						},
+					},
+				})
+			default:
+				converted = append(converted, v1.EnvVar{
+					Name: key,
+					ValueFrom: &v1.EnvVarSource{
+						FieldRef: &v1.ObjectFieldSelector{
+							FieldPath: value.Key,
+						},
+					},
+				})
+			}
+		}
+	}
+	return converted
+}
+
 // Convert Toleration operator from string
 func convertTolerationOperator(val string) v1.TolerationOperator {
 	if val == "Exists" {
@@ -298,7 +362,7 @@ func constructRayImage(containerImage string, version string) string {
 }
 
 // Build worker pod template
-func buildWorkerPodTemplate(imageVersion string, envs map[string]string, spec *api.WorkerGroupSpec, computeRuntime *api.ComputeTemplate) (*v1.PodTemplateSpec, error) {
+func buildWorkerPodTemplate(imageVersion string, envs *api.EnvironmentVariables, spec *api.WorkerGroupSpec, computeRuntime *api.ComputeTemplate) (*v1.PodTemplateSpec, error) {
 	// If user doesn't provide the image, let's use the default image instead.
 	// TODO: verify the versions in the range
 	image := constructRayImage(RayClusterDefaultImageRepository, imageVersion)
@@ -436,20 +500,17 @@ func buildWorkerPodTemplate(imageVersion string, envs map[string]string, spec *a
 			container.Resources.Limits[v1.ResourceName(accelerator)] = resource.MustParse(fmt.Sprint(gpu))
 		}
 
-		for k, v := range envs {
-			container.Env = append(container.Env, v1.EnvVar{
-				Name: k, Value: v,
-			})
+		globalEnv := convertEnvironmentVariables(envs)
+		if len(globalEnv) > 0 {
+			container.Env = append(container.Env, globalEnv...)
 		}
 
 		// Add specific environments
-		if spec.Environment != nil {
-			for key, value := range spec.Environment {
-				container.Env = append(container.Env, v1.EnvVar{
-					Name: key, Value: value,
-				})
-			}
+		specEnv := convertEnvironmentVariables(spec.Environment)
+		if len(specEnv) > 0 {
+			container.Env = append(container.Env, specEnv...)
 		}
+
 		// Replace container
 		podTemplateSpec.Spec.Containers[index] = container
 	}
@@ -544,7 +605,7 @@ func buildVols(apiVolumes []*api.Volume) ([]v1.Volume, error) {
 				// Add items
 				items := []v1.KeyToPath{}
 				for key, value := range rayVol.Items {
-					items = append(vol.ConfigMap.Items, v1.KeyToPath{Key: key, Path: value})
+					items = append(items, v1.KeyToPath{Key: key, Path: value})
 				}
 				vol.ConfigMap.Items = items
 			}
@@ -563,7 +624,7 @@ func buildVols(apiVolumes []*api.Volume) ([]v1.Volume, error) {
 				// Add items
 				items := []v1.KeyToPath{}
 				for key, value := range rayVol.Items {
-					items = append(vol.ConfigMap.Items, v1.KeyToPath{Key: key, Path: value})
+					items = append(items, v1.KeyToPath{Key: key, Path: value})
 				}
 				vol.Secret.Items = items
 			}
diff --git a/apiserver/pkg/util/cluster_test.go b/apiserver/pkg/util/cluster_test.go
index 11f0c7c172..6c6c4d04db 100644
--- a/apiserver/pkg/util/cluster_test.go
+++ b/apiserver/pkg/util/cluster_test.go
@@ -2,6 +2,7 @@ package util
 
 import (
 	"reflect"
+	"sort"
 	"testing"
 
 	api "github.com/ray-project/kuberay/proto/go_client"
@@ -53,7 +54,8 @@ var testConfigMapVolume = &api.Volume{
 	VolumeType: api.Volume_CONFIGMAP,
 	Source:     "my-config-map",
 	Items: map[string]string{
-		"key": "path",
+		"key1": "path1",
+		"key2": "path2",
 	},
 }
 
@@ -84,8 +86,31 @@ var headGroup = api.HeadGroupSpec{
 	ServiceAccount:  "account",
 	ImagePullSecret: "foo",
 	EnableIngress:   true,
-	Environment: map[string]string{
-		"foo": "bar",
+	Environment: &api.EnvironmentVariables{
+		Values: map[string]string{
+			"AWS_KEY": "123",
+		},
+		ValuesFrom: map[string]*api.EnvValueFrom{
+			"REDIS_PASSWORD": {
+				Source: api.EnvValueFrom_SECRET,
+				Name:   "redis-password-secret",
+				Key:    "password",
+			},
+			"CONFIGMAP": {
+				Source: api.EnvValueFrom_CONFIGMAP,
+				Name:   "special-config",
+				Key:    "special.how",
+			},
+			"ResourceFieldRef": {
+				Source: api.EnvValueFrom_RESOURCEFIELD,
+				Name:   "my-container",
+				Key:    "resource",
+			},
+			"FieldRef": {
+				Source: api.EnvValueFrom_FIELD,
+				Key:    "path",
+			},
+		},
 	},
 	Annotations: map[string]string{
 		"foo": "bar",
@@ -107,8 +132,10 @@ var workerGroup = api.WorkerGroupSpec{
 	},
 	ServiceAccount:  "account",
 	ImagePullSecret: "foo",
-	Environment: map[string]string{
-		"foo": "bar",
+	Environment: &api.EnvironmentVariables{
+		Values: map[string]string{
+			"foo": "bar",
+		},
 	},
 	Annotations: map[string]string{
 		"foo": "bar",
@@ -156,6 +183,60 @@ var expectedLabels = map[string]string{
 	"foo": "bar",
 }
 
+var expectedHeadNodeEnv = []v1.EnvVar{
+	{
+		Name: "MY_POD_IP",
+		ValueFrom: &v1.EnvVarSource{
+			FieldRef: &v1.ObjectFieldSelector{
+				FieldPath: "status.podIP",
+			},
+		},
+	},
+	{
+		Name:  "AWS_KEY",
+		Value: "123",
+	},
+	{
+		Name: "REDIS_PASSWORD",
+		ValueFrom: &v1.EnvVarSource{
+			SecretKeyRef: &v1.SecretKeySelector{
+				LocalObjectReference: v1.LocalObjectReference{
+					Name: "redis-password-secret",
+				},
+				Key: "password",
+			},
+		},
+	},
+	{
+		Name: "CONFIGMAP",
+		ValueFrom: &v1.EnvVarSource{
+			ConfigMapKeyRef: &v1.ConfigMapKeySelector{
+				LocalObjectReference: v1.LocalObjectReference{
+					Name: "special-config",
+				},
+				Key: "special.how",
+			},
+		},
+	},
+	{
+		Name: "ResourceFieldRef",
+		ValueFrom: &v1.EnvVarSource{
+			ResourceFieldRef: &v1.ResourceFieldSelector{
+				ContainerName: "my-container",
+				Resource:      "resource",
+			},
+		},
+	},
+	{
+		Name: "FieldRef",
+		ValueFrom: &v1.EnvVarSource{
+			FieldRef: &v1.ObjectFieldSelector{
+				FieldPath: "path",
+			},
+		},
+	},
+}
+
 func TestBuildVolumes(t *testing.T) {
 	targetVolume := v1.Volume{
 		Name: testVolume.Name,
@@ -220,8 +301,12 @@ func TestBuildVolumes(t *testing.T) {
 				},
 				Items: []v1.KeyToPath{
 					{
-						Key:  "key",
-						Path: "path",
+						Key:  "key1",
+						Path: "path1",
+					},
+					{
+						Key:  "key2",
+						Path: "path2",
 					},
 				},
 			},
@@ -346,7 +431,7 @@ func TestBuildVolumeMounts(t *testing.T) {
 }
 
 func TestBuildHeadPodTemplate(t *testing.T) {
-	podSpec, err := buildHeadPodTemplate("2.4", make(map[string]string), &headGroup, &template)
+	podSpec, err := buildHeadPodTemplate("2.4", &api.EnvironmentVariables{}, &headGroup, &template)
 	assert.Nil(t, err)
 
 	if podSpec.Spec.ServiceAccountName != "account" {
@@ -355,9 +440,21 @@ func TestBuildHeadPodTemplate(t *testing.T) {
 	if podSpec.Spec.ImagePullSecrets[0].Name != "foo" {
 		t.Errorf("failed to propagate image pull secret")
 	}
-	if !containsEnv(podSpec.Spec.Containers[0].Env, "foo", "bar") {
+	if len(podSpec.Spec.Containers[0].Env) != 6 {
 		t.Errorf("failed to propagate environment")
 	}
+	// Sort values for comparison
+	sort.SliceStable(podSpec.Spec.Containers[0].Env, func(i, j int) bool {
+		return podSpec.Spec.Containers[0].Env[i].Name < podSpec.Spec.Containers[0].Env[j].Name
+	})
+	sort.SliceStable(expectedHeadNodeEnv, func(i, j int) bool {
+		return expectedHeadNodeEnv[i].Name < expectedHeadNodeEnv[j].Name
+	})
+
+	if !reflect.DeepEqual(podSpec.Spec.Containers[0].Env, expectedHeadNodeEnv) {
+		t.Errorf("failed to convert environment, got %v, expected %v", podSpec.Spec.Containers[0].Env, expectedHeadNodeEnv)
+	}
+
 	if len(podSpec.Spec.Tolerations) != 1 {
 		t.Errorf("failed to propagate tolerations, expected 1, got %d", len(podSpec.Spec.Tolerations))
 	}
@@ -385,7 +482,7 @@ func TestBuildRayCluster(t *testing.T) {
 }
 
 func TestBuilWorkerPodTemplate(t *testing.T) {
-	podSpec, err := buildWorkerPodTemplate("2.4", make(map[string]string), &workerGroup, &template)
+	podSpec, err := buildWorkerPodTemplate("2.4", &api.EnvironmentVariables{}, &workerGroup, &template)
 	assert.Nil(t, err)
 
 	if podSpec.Spec.ServiceAccountName != "account" {
diff --git a/apiserver/test/cluster/cluster_external_redis.yaml b/apiserver/test/cluster/cluster_external_redis.yaml
new file mode 100644
index 0000000000..c464b00e86
--- /dev/null
+++ b/apiserver/test/cluster/cluster_external_redis.yaml
@@ -0,0 +1,101 @@
+apiVersion: ray.io/v1alpha1
+kind: RayCluster
+metadata:
+  annotations:
+    ray.io/ft-enabled: "true" # enable Ray GCS FT
+    # In most cases, you don't need to set `ray.io/external-storage-namespace` because KubeRay will
+    # automatically set it to the UID of RayCluster. Only modify this annotation if you fully understand
+    # the behaviors of the Ray GCS FT and RayService to avoid misconfiguration.
+    # [Example]:
+    # ray.io/external-storage-namespace: "my-raycluster-storage"
+  name: raycluster-external-redis
+spec:
+  rayVersion: '2.7.0'
+  headGroupSpec:
+    # The `rayStartParams` are used to configure the `ray start` command.
+    # See https://github.com/ray-project/kuberay/blob/master/docs/guidance/rayStartParams.md for the default settings of `rayStartParams` in KubeRay.
+    # See https://docs.ray.io/en/latest/cluster/cli.html#ray-start for all available options in `rayStartParams`.
+    rayStartParams:
+      # Setting "num-cpus: 0" to avoid any Ray actors or tasks being scheduled on the Ray head Pod.
+      num-cpus: "0"
+      # redis-password should match "requirepass" in redis.conf in the ConfigMap above.
+      # Ray 2.3.0 changes the default redis password from "5241590000000000" to "".
+      redis-password: $REDIS_PASSWORD
+    # Pod template
+    template:
+      spec:
+        containers:
+          - name: ray-head
+            image: rayproject/ray:2.7.0
+            resources:
+              limits:
+                cpu: "1"
+              requests:
+                cpu: "1"
+            env:
+              # Ray will read the RAY_REDIS_ADDRESS environment variable to establish
+              # a connection with the Redis server. In this instance, we use the "redis"
+              # Kubernetes ClusterIP service name, also created by this YAML, as the
+              # connection point to the Redis server.
+              - name: RAY_REDIS_ADDRESS
+                value: redis.redis.svc.cluster.local:6379
+              # This environment variable is used in the `rayStartParams` above.
+              - name: REDIS_PASSWORD
+                valueFrom:
+                  secretKeyRef:
+                    name: redis-password-secret
+                    key: password
+            ports:
+              - containerPort: 6379
+                name: redis
+              - containerPort: 8265
+                name: dashboard
+              - containerPort: 10001
+                name: client
+            volumeMounts:
+              - mountPath: /tmp/ray
+                name: ray-logs
+              - mountPath: /home/ray/samples
+                name: ray-example-configmap
+        volumes:
+          - name: ray-logs
+            emptyDir: {}
+          - name: ray-example-configmap
+            configMap:
+              name: ray-example
+              defaultMode: 0777
+              items:
+                - key: detached_actor.py
+                  path: detached_actor.py
+                - key: increment_counter.py
+                  path: increment_counter.py
+  workerGroupSpecs:
+    # the pod replicas in this group typed worker
+    - replicas: 1
+      minReplicas: 1
+      maxReplicas: 10
+      groupName: small-group
+      # The `rayStartParams` are used to configure the `ray start` command.
+      # See https://github.com/ray-project/kuberay/blob/master/docs/guidance/rayStartParams.md for the default settings of `rayStartParams` in KubeRay.
+      # See https://docs.ray.io/en/latest/cluster/cli.html#ray-start for all available options in `rayStartParams`.
+      rayStartParams: {}
+      # Pod template
+      template:
+        spec:
+          containers:
+            - name: ray-worker
+              image: rayproject/ray:2.7.0
+              volumeMounts:
+                - mountPath: /tmp/ray
+                  name: ray-logs
+              env:
+                - name: RAY_gcs_rpc_server_reconnect_timeout_s
+                  value: "300"
+              resources:
+                limits:
+                  cpu: "1"
+                requests:
+                  cpu: "1"
+          volumes:
+            - name: ray-logs
+              emptyDir: {}
diff --git a/apiserver/test/cluster/code_configmap.yaml b/apiserver/test/cluster/code_configmap.yaml
new file mode 100644
index 0000000000..58999fb35c
--- /dev/null
+++ b/apiserver/test/cluster/code_configmap.yaml
@@ -0,0 +1,27 @@
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: ray-example
+data:
+  detached_actor.py: |
+    import ray
+
+    @ray.remote(num_cpus=1)
+    class Counter:
+      def __init__(self):
+          self.value = 0
+
+      def increment(self):
+          self.value += 1
+          return self.value
+
+    ray.init(namespace="default_namespace")
+    print("detached actor. Connected to Ray")
+    Counter.options(name="counter_actor", lifetime="detached").remote()
+  increment_counter.py: |
+    import ray
+
+    ray.init(namespace="default_namespace")
+    print("increment counter. Connected to Ray")
+    counter = ray.get_actor("counter_actor")
+    print(ray.get(counter.increment.remote()))
diff --git a/apiserver/test/cluster/redis/redis.yaml b/apiserver/test/cluster/redis/redis.yaml
new file mode 100644
index 0000000000..f4a31296b6
--- /dev/null
+++ b/apiserver/test/cluster/redis/redis.yaml
@@ -0,0 +1,63 @@
+kind: ConfigMap
+apiVersion: v1
+metadata:
+  name: redis-config
+  labels:
+    app: redis
+data:
+  redis.conf: |-
+    dir /data
+    port 6379
+    bind 0.0.0.0
+    appendonly yes
+    protected-mode no
+    requirepass 5241590000000000
+    pidfile /data/redis-6379.pid
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: redis
+  labels:
+    app: redis
+spec:
+  type: ClusterIP
+  ports:
+    - name: redis
+      port: 6379
+  selector:
+    app: redis
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: redis
+  labels:
+    app: redis
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: redis
+  template:
+    metadata:
+      labels:
+        app: redis
+    spec:
+      containers:
+        - name: redis
+          image: redis:5.0.8
+          command:
+            - "sh"
+            - "-c"
+            - "redis-server /usr/local/etc/redis/redis.conf"
+          ports:
+            - containerPort: 6379
+          volumeMounts:
+            - name: config
+              mountPath: /usr/local/etc/redis/redis.conf
+              subPath: redis.conf
+      volumes:
+        - name: config
+          configMap:
+            name: redis-config
diff --git a/apiserver/test/cluster/redis/redis_passwrd.yaml b/apiserver/test/cluster/redis/redis_passwrd.yaml
new file mode 100644
index 0000000000..f65c7d9c6f
--- /dev/null
+++ b/apiserver/test/cluster/redis/redis_passwrd.yaml
@@ -0,0 +1,9 @@
+# Redis password
+apiVersion: v1
+kind: Secret
+metadata:
+  name: redis-password-secret
+type: Opaque
+data:
+  # echo -n "5241590000000000" | base64
+  password: NTI0MTU5MDAwMDAwMDAwMA==
diff --git a/proto/cluster.proto b/proto/cluster.proto
index d956f9b340..37baa8a1e2 100644
--- a/proto/cluster.proto
+++ b/proto/cluster.proto
@@ -122,6 +122,27 @@ message DeleteClusterRequest {
   string namespace = 2;
 }
 
+message EnvValueFrom {
+  // Source of environment variable
+  enum Source{
+    CONFIGMAP = 0;
+    SECRET = 1;
+    RESOURCEFIELD = 2;
+    FIELD = 3;
+  }
+  Source source = 1;
+  // Name for config map or secret, container name for resource, path for field
+  string name = 2;
+  // Key for config map or secret, resource name for resource 
+  string key = 3;
+}
+
+// This allows to specify both - environment variables containing values and environment values containing valueFrom
+message EnvironmentVariables {
+  map<string, string> values = 1;
+  map<string, EnvValueFrom> valuesFrom = 2;
+}
+
 message Cluster {
   // Required input field. Unique cluster name provided by user.
   string name = 1;
@@ -150,7 +171,7 @@ message Cluster {
   map<string, string> annotations = 7;
 
   // Optional input field. Container environment variables from user.
-  map<string, string> envs = 8;
+  EnvironmentVariables envs = 8;
 
   // Output. The time that the cluster created.
   google.protobuf.Timestamp created_at = 9;
@@ -236,7 +257,7 @@ message HeadGroupSpec {
   // Optional. image pull secret used by head pod
   string image_pull_secret = 8;  
   // Optional. Environment variables for head pod
-  map<string, string> environment = 9;
+  EnvironmentVariables environment = 9;
   // Optional. Annotations for the head pod
   map<string, string> annotations = 10;
   // Optional. Labels for the head pod
@@ -266,7 +287,7 @@ message WorkerGroupSpec {
   // Optional. image pull secret used by worker pod
   string image_pull_secret = 10;  
   // Optional. Environment variables for worker pod
-  map<string, string> environment = 11;
+  EnvironmentVariables environment = 11;
   // Optional. Annotations for the worker pod
   map<string, string> annotations = 12;
   // Optional. Labels for the worker pod
diff --git a/proto/go_client/cluster.pb.go b/proto/go_client/cluster.pb.go
index c8e3e951c2..094bb8a3f1 100644
--- a/proto/go_client/cluster.pb.go
+++ b/proto/go_client/cluster.pb.go
@@ -24,6 +24,59 @@ const (
 	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
 )
 
+// Source of environment variable
+type EnvValueFrom_Source int32
+
+const (
+	EnvValueFrom_CONFIGMAP     EnvValueFrom_Source = 0
+	EnvValueFrom_SECRET        EnvValueFrom_Source = 1
+	EnvValueFrom_RESOURCEFIELD EnvValueFrom_Source = 2
+	EnvValueFrom_FIELD         EnvValueFrom_Source = 3
+)
+
+// Enum value maps for EnvValueFrom_Source.
+var (
+	EnvValueFrom_Source_name = map[int32]string{
+		0: "CONFIGMAP",
+		1: "SECRET",
+		2: "RESOURCEFIELD",
+		3: "FIELD",
+	}
+	EnvValueFrom_Source_value = map[string]int32{
+		"CONFIGMAP":     0,
+		"SECRET":        1,
+		"RESOURCEFIELD": 2,
+		"FIELD":         3,
+	}
+)
+
+func (x EnvValueFrom_Source) Enum() *EnvValueFrom_Source {
+	p := new(EnvValueFrom_Source)
+	*p = x
+	return p
+}
+
+func (x EnvValueFrom_Source) String() string {
+	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
+}
+
+func (EnvValueFrom_Source) Descriptor() protoreflect.EnumDescriptor {
+	return file_cluster_proto_enumTypes[0].Descriptor()
+}
+
+func (EnvValueFrom_Source) Type() protoreflect.EnumType {
+	return &file_cluster_proto_enumTypes[0]
+}
+
+func (x EnvValueFrom_Source) Number() protoreflect.EnumNumber {
+	return protoreflect.EnumNumber(x)
+}
+
+// Deprecated: Use EnvValueFrom_Source.Descriptor instead.
+func (EnvValueFrom_Source) EnumDescriptor() ([]byte, []int) {
+	return file_cluster_proto_rawDescGZIP(), []int{7, 0}
+}
+
 // Optional field.
 type Cluster_Environment int32
 
@@ -61,11 +114,11 @@ func (x Cluster_Environment) String() string {
 }
 
 func (Cluster_Environment) Descriptor() protoreflect.EnumDescriptor {
-	return file_cluster_proto_enumTypes[0].Descriptor()
+	return file_cluster_proto_enumTypes[1].Descriptor()
 }
 
 func (Cluster_Environment) Type() protoreflect.EnumType {
-	return &file_cluster_proto_enumTypes[0]
+	return &file_cluster_proto_enumTypes[1]
 }
 
 func (x Cluster_Environment) Number() protoreflect.EnumNumber {
@@ -74,7 +127,7 @@ func (x Cluster_Environment) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use Cluster_Environment.Descriptor instead.
 func (Cluster_Environment) EnumDescriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{7, 0}
+	return file_cluster_proto_rawDescGZIP(), []int{9, 0}
 }
 
 type Volume_VolumeType int32
@@ -119,11 +172,11 @@ func (x Volume_VolumeType) String() string {
 }
 
 func (Volume_VolumeType) Descriptor() protoreflect.EnumDescriptor {
-	return file_cluster_proto_enumTypes[1].Descriptor()
+	return file_cluster_proto_enumTypes[2].Descriptor()
 }
 
 func (Volume_VolumeType) Type() protoreflect.EnumType {
-	return &file_cluster_proto_enumTypes[1]
+	return &file_cluster_proto_enumTypes[2]
 }
 
 func (x Volume_VolumeType) Number() protoreflect.EnumNumber {
@@ -132,7 +185,7 @@ func (x Volume_VolumeType) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use Volume_VolumeType.Descriptor instead.
 func (Volume_VolumeType) EnumDescriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{9, 0}
+	return file_cluster_proto_rawDescGZIP(), []int{11, 0}
 }
 
 // If indicate hostpath, we need to let user indicate which type
@@ -167,11 +220,11 @@ func (x Volume_HostPathType) String() string {
 }
 
 func (Volume_HostPathType) Descriptor() protoreflect.EnumDescriptor {
-	return file_cluster_proto_enumTypes[2].Descriptor()
+	return file_cluster_proto_enumTypes[3].Descriptor()
 }
 
 func (Volume_HostPathType) Type() protoreflect.EnumType {
-	return &file_cluster_proto_enumTypes[2]
+	return &file_cluster_proto_enumTypes[3]
 }
 
 func (x Volume_HostPathType) Number() protoreflect.EnumNumber {
@@ -180,7 +233,7 @@ func (x Volume_HostPathType) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use Volume_HostPathType.Descriptor instead.
 func (Volume_HostPathType) EnumDescriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{9, 1}
+	return file_cluster_proto_rawDescGZIP(), []int{11, 1}
 }
 
 type Volume_MountPropagationMode int32
@@ -216,11 +269,11 @@ func (x Volume_MountPropagationMode) String() string {
 }
 
 func (Volume_MountPropagationMode) Descriptor() protoreflect.EnumDescriptor {
-	return file_cluster_proto_enumTypes[3].Descriptor()
+	return file_cluster_proto_enumTypes[4].Descriptor()
 }
 
 func (Volume_MountPropagationMode) Type() protoreflect.EnumType {
-	return &file_cluster_proto_enumTypes[3]
+	return &file_cluster_proto_enumTypes[4]
 }
 
 func (x Volume_MountPropagationMode) Number() protoreflect.EnumNumber {
@@ -229,7 +282,7 @@ func (x Volume_MountPropagationMode) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use Volume_MountPropagationMode.Descriptor instead.
 func (Volume_MountPropagationMode) EnumDescriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{9, 2}
+	return file_cluster_proto_rawDescGZIP(), []int{11, 2}
 }
 
 type Volume_AccessMode int32
@@ -265,11 +318,11 @@ func (x Volume_AccessMode) String() string {
 }
 
 func (Volume_AccessMode) Descriptor() protoreflect.EnumDescriptor {
-	return file_cluster_proto_enumTypes[4].Descriptor()
+	return file_cluster_proto_enumTypes[5].Descriptor()
 }
 
 func (Volume_AccessMode) Type() protoreflect.EnumType {
-	return &file_cluster_proto_enumTypes[4]
+	return &file_cluster_proto_enumTypes[5]
 }
 
 func (x Volume_AccessMode) Number() protoreflect.EnumNumber {
@@ -278,7 +331,7 @@ func (x Volume_AccessMode) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use Volume_AccessMode.Descriptor instead.
 func (Volume_AccessMode) EnumDescriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{9, 3}
+	return file_cluster_proto_rawDescGZIP(), []int{11, 3}
 }
 
 type CreateClusterRequest struct {
@@ -634,6 +687,127 @@ func (x *DeleteClusterRequest) GetNamespace() string {
 	return ""
 }
 
+type EnvValueFrom struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Source EnvValueFrom_Source `protobuf:"varint,1,opt,name=source,proto3,enum=proto.EnvValueFrom_Source" json:"source,omitempty"`
+	// Name for config map or secret, container name for resource, path for field
+	Name string `protobuf:"bytes,2,opt,name=name,proto3" json:"name,omitempty"`
+	// Key for config map or secret, resource name for resource
+	Key string `protobuf:"bytes,3,opt,name=key,proto3" json:"key,omitempty"`
+}
+
+func (x *EnvValueFrom) Reset() {
+	*x = EnvValueFrom{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_cluster_proto_msgTypes[7]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *EnvValueFrom) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*EnvValueFrom) ProtoMessage() {}
+
+func (x *EnvValueFrom) ProtoReflect() protoreflect.Message {
+	mi := &file_cluster_proto_msgTypes[7]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use EnvValueFrom.ProtoReflect.Descriptor instead.
+func (*EnvValueFrom) Descriptor() ([]byte, []int) {
+	return file_cluster_proto_rawDescGZIP(), []int{7}
+}
+
+func (x *EnvValueFrom) GetSource() EnvValueFrom_Source {
+	if x != nil {
+		return x.Source
+	}
+	return EnvValueFrom_CONFIGMAP
+}
+
+func (x *EnvValueFrom) GetName() string {
+	if x != nil {
+		return x.Name
+	}
+	return ""
+}
+
+func (x *EnvValueFrom) GetKey() string {
+	if x != nil {
+		return x.Key
+	}
+	return ""
+}
+
+// This allows to specify both - environment variables containing values and environment values containing valueFrom
+type EnvironmentVariables struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Values     map[string]string        `protobuf:"bytes,1,rep,name=values,proto3" json:"values,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	ValuesFrom map[string]*EnvValueFrom `protobuf:"bytes,2,rep,name=valuesFrom,proto3" json:"valuesFrom,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+}
+
+func (x *EnvironmentVariables) Reset() {
+	*x = EnvironmentVariables{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_cluster_proto_msgTypes[8]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *EnvironmentVariables) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*EnvironmentVariables) ProtoMessage() {}
+
+func (x *EnvironmentVariables) ProtoReflect() protoreflect.Message {
+	mi := &file_cluster_proto_msgTypes[8]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use EnvironmentVariables.ProtoReflect.Descriptor instead.
+func (*EnvironmentVariables) Descriptor() ([]byte, []int) {
+	return file_cluster_proto_rawDescGZIP(), []int{8}
+}
+
+func (x *EnvironmentVariables) GetValues() map[string]string {
+	if x != nil {
+		return x.Values
+	}
+	return nil
+}
+
+func (x *EnvironmentVariables) GetValuesFrom() map[string]*EnvValueFrom {
+	if x != nil {
+		return x.ValuesFrom
+	}
+	return nil
+}
+
 type Cluster struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -653,7 +827,7 @@ type Cluster struct {
 	// Optional. Annotations, for example, "kubernetes.io/ingress.class" to define Ingress class
 	Annotations map[string]string `protobuf:"bytes,7,rep,name=annotations,proto3" json:"annotations,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 	// Optional input field. Container environment variables from user.
-	Envs map[string]string `protobuf:"bytes,8,rep,name=envs,proto3" json:"envs,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	Envs *EnvironmentVariables `protobuf:"bytes,8,opt,name=envs,proto3" json:"envs,omitempty"`
 	// Output. The time that the cluster created.
 	CreatedAt *timestamppb.Timestamp `protobuf:"bytes,9,opt,name=created_at,json=createdAt,proto3" json:"created_at,omitempty"`
 	// Output. The time that the cluster deleted.
@@ -669,7 +843,7 @@ type Cluster struct {
 func (x *Cluster) Reset() {
 	*x = Cluster{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_cluster_proto_msgTypes[7]
+		mi := &file_cluster_proto_msgTypes[9]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -682,7 +856,7 @@ func (x *Cluster) String() string {
 func (*Cluster) ProtoMessage() {}
 
 func (x *Cluster) ProtoReflect() protoreflect.Message {
-	mi := &file_cluster_proto_msgTypes[7]
+	mi := &file_cluster_proto_msgTypes[9]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -695,7 +869,7 @@ func (x *Cluster) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use Cluster.ProtoReflect.Descriptor instead.
 func (*Cluster) Descriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{7}
+	return file_cluster_proto_rawDescGZIP(), []int{9}
 }
 
 func (x *Cluster) GetName() string {
@@ -747,7 +921,7 @@ func (x *Cluster) GetAnnotations() map[string]string {
 	return nil
 }
 
-func (x *Cluster) GetEnvs() map[string]string {
+func (x *Cluster) GetEnvs() *EnvironmentVariables {
 	if x != nil {
 		return x.Envs
 	}
@@ -803,7 +977,7 @@ type ClusterSpec struct {
 func (x *ClusterSpec) Reset() {
 	*x = ClusterSpec{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_cluster_proto_msgTypes[8]
+		mi := &file_cluster_proto_msgTypes[10]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -816,7 +990,7 @@ func (x *ClusterSpec) String() string {
 func (*ClusterSpec) ProtoMessage() {}
 
 func (x *ClusterSpec) ProtoReflect() protoreflect.Message {
-	mi := &file_cluster_proto_msgTypes[8]
+	mi := &file_cluster_proto_msgTypes[10]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -829,7 +1003,7 @@ func (x *ClusterSpec) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ClusterSpec.ProtoReflect.Descriptor instead.
 func (*ClusterSpec) Descriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{8}
+	return file_cluster_proto_rawDescGZIP(), []int{10}
 }
 
 func (x *ClusterSpec) GetHeadGroupSpec() *HeadGroupSpec {
@@ -868,7 +1042,7 @@ type Volume struct {
 func (x *Volume) Reset() {
 	*x = Volume{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_cluster_proto_msgTypes[9]
+		mi := &file_cluster_proto_msgTypes[11]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -881,7 +1055,7 @@ func (x *Volume) String() string {
 func (*Volume) ProtoMessage() {}
 
 func (x *Volume) ProtoReflect() protoreflect.Message {
-	mi := &file_cluster_proto_msgTypes[9]
+	mi := &file_cluster_proto_msgTypes[11]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -894,7 +1068,7 @@ func (x *Volume) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use Volume.ProtoReflect.Descriptor instead.
 func (*Volume) Descriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{9}
+	return file_cluster_proto_rawDescGZIP(), []int{11}
 }
 
 func (x *Volume) GetMountPath() string {
@@ -998,7 +1172,7 @@ type HeadGroupSpec struct {
 	// Optional. image pull secret used by head pod
 	ImagePullSecret string `protobuf:"bytes,8,opt,name=image_pull_secret,json=imagePullSecret,proto3" json:"image_pull_secret,omitempty"`
 	// Optional. Environment variables for head pod
-	Environment map[string]string `protobuf:"bytes,9,rep,name=environment,proto3" json:"environment,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	Environment *EnvironmentVariables `protobuf:"bytes,9,opt,name=environment,proto3" json:"environment,omitempty"`
 	// Optional. Annotations for the head pod
 	Annotations map[string]string `protobuf:"bytes,10,rep,name=annotations,proto3" json:"annotations,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 	// Optional. Labels for the head pod
@@ -1008,7 +1182,7 @@ type HeadGroupSpec struct {
 func (x *HeadGroupSpec) Reset() {
 	*x = HeadGroupSpec{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_cluster_proto_msgTypes[10]
+		mi := &file_cluster_proto_msgTypes[12]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1021,7 +1195,7 @@ func (x *HeadGroupSpec) String() string {
 func (*HeadGroupSpec) ProtoMessage() {}
 
 func (x *HeadGroupSpec) ProtoReflect() protoreflect.Message {
-	mi := &file_cluster_proto_msgTypes[10]
+	mi := &file_cluster_proto_msgTypes[12]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1034,7 +1208,7 @@ func (x *HeadGroupSpec) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use HeadGroupSpec.ProtoReflect.Descriptor instead.
 func (*HeadGroupSpec) Descriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{10}
+	return file_cluster_proto_rawDescGZIP(), []int{12}
 }
 
 func (x *HeadGroupSpec) GetComputeTemplate() string {
@@ -1093,7 +1267,7 @@ func (x *HeadGroupSpec) GetImagePullSecret() string {
 	return ""
 }
 
-func (x *HeadGroupSpec) GetEnvironment() map[string]string {
+func (x *HeadGroupSpec) GetEnvironment() *EnvironmentVariables {
 	if x != nil {
 		return x.Environment
 	}
@@ -1141,7 +1315,7 @@ type WorkerGroupSpec struct {
 	// Optional. image pull secret used by worker pod
 	ImagePullSecret string `protobuf:"bytes,10,opt,name=image_pull_secret,json=imagePullSecret,proto3" json:"image_pull_secret,omitempty"`
 	// Optional. Environment variables for worker pod
-	Environment map[string]string `protobuf:"bytes,11,rep,name=environment,proto3" json:"environment,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	Environment *EnvironmentVariables `protobuf:"bytes,11,opt,name=environment,proto3" json:"environment,omitempty"`
 	// Optional. Annotations for the worker pod
 	Annotations map[string]string `protobuf:"bytes,12,rep,name=annotations,proto3" json:"annotations,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 	// Optional. Labels for the worker pod
@@ -1151,7 +1325,7 @@ type WorkerGroupSpec struct {
 func (x *WorkerGroupSpec) Reset() {
 	*x = WorkerGroupSpec{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_cluster_proto_msgTypes[11]
+		mi := &file_cluster_proto_msgTypes[13]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1164,7 +1338,7 @@ func (x *WorkerGroupSpec) String() string {
 func (*WorkerGroupSpec) ProtoMessage() {}
 
 func (x *WorkerGroupSpec) ProtoReflect() protoreflect.Message {
-	mi := &file_cluster_proto_msgTypes[11]
+	mi := &file_cluster_proto_msgTypes[13]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1177,7 +1351,7 @@ func (x *WorkerGroupSpec) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use WorkerGroupSpec.ProtoReflect.Descriptor instead.
 func (*WorkerGroupSpec) Descriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{11}
+	return file_cluster_proto_rawDescGZIP(), []int{13}
 }
 
 func (x *WorkerGroupSpec) GetGroupName() string {
@@ -1250,7 +1424,7 @@ func (x *WorkerGroupSpec) GetImagePullSecret() string {
 	return ""
 }
 
-func (x *WorkerGroupSpec) GetEnvironment() map[string]string {
+func (x *WorkerGroupSpec) GetEnvironment() *EnvironmentVariables {
 	if x != nil {
 		return x.Environment
 	}
@@ -1299,7 +1473,7 @@ type ClusterEvent struct {
 func (x *ClusterEvent) Reset() {
 	*x = ClusterEvent{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_cluster_proto_msgTypes[12]
+		mi := &file_cluster_proto_msgTypes[14]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1312,7 +1486,7 @@ func (x *ClusterEvent) String() string {
 func (*ClusterEvent) ProtoMessage() {}
 
 func (x *ClusterEvent) ProtoReflect() protoreflect.Message {
-	mi := &file_cluster_proto_msgTypes[12]
+	mi := &file_cluster_proto_msgTypes[14]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1325,7 +1499,7 @@ func (x *ClusterEvent) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ClusterEvent.ProtoReflect.Descriptor instead.
 func (*ClusterEvent) Descriptor() ([]byte, []int) {
-	return file_cluster_proto_rawDescGZIP(), []int{12}
+	return file_cluster_proto_rawDescGZIP(), []int{14}
 }
 
 func (x *ClusterEvent) GetId() string {
@@ -1432,298 +1606,315 @@ var file_cluster_proto_rawDesc = []byte{
 	0x73, 0x74, 0x65, 0x72, 0x52, 0x65, 0x71, 0x75, 0x65, 0x73, 0x74, 0x12, 0x12, 0x0a, 0x04, 0x6e,
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+	0x73, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
@@ -1738,89 +1929,95 @@ func file_cluster_proto_rawDescGZIP() []byte {
 	return file_cluster_proto_rawDescData
 }
 
-var file_cluster_proto_enumTypes = make([]protoimpl.EnumInfo, 5)
-var file_cluster_proto_msgTypes = make([]protoimpl.MessageInfo, 25)
+var file_cluster_proto_enumTypes = make([]protoimpl.EnumInfo, 6)
+var file_cluster_proto_msgTypes = make([]protoimpl.MessageInfo, 26)
 var file_cluster_proto_goTypes = []interface{}{
-	(Cluster_Environment)(0),         // 0: proto.Cluster.Environment
-	(Volume_VolumeType)(0),           // 1: proto.Volume.VolumeType
-	(Volume_HostPathType)(0),         // 2: proto.Volume.HostPathType
-	(Volume_MountPropagationMode)(0), // 3: proto.Volume.MountPropagationMode
-	(Volume_AccessMode)(0),           // 4: proto.Volume.AccessMode
-	(*CreateClusterRequest)(nil),     // 5: proto.CreateClusterRequest
-	(*GetClusterRequest)(nil),        // 6: proto.GetClusterRequest
-	(*ListClustersRequest)(nil),      // 7: proto.ListClustersRequest
-	(*ListClustersResponse)(nil),     // 8: proto.ListClustersResponse
-	(*ListAllClustersRequest)(nil),   // 9: proto.ListAllClustersRequest
-	(*ListAllClustersResponse)(nil),  // 10: proto.ListAllClustersResponse
-	(*DeleteClusterRequest)(nil),     // 11: proto.DeleteClusterRequest
-	(*Cluster)(nil),                  // 12: proto.Cluster
-	(*ClusterSpec)(nil),              // 13: proto.ClusterSpec
-	(*Volume)(nil),                   // 14: proto.Volume
-	(*HeadGroupSpec)(nil),            // 15: proto.HeadGroupSpec
-	(*WorkerGroupSpec)(nil),          // 16: proto.WorkerGroupSpec
-	(*ClusterEvent)(nil),             // 17: proto.ClusterEvent
-	nil,                              // 18: proto.Cluster.AnnotationsEntry
-	nil,                              // 19: proto.Cluster.EnvsEntry
-	nil,                              // 20: proto.Cluster.ServiceEndpointEntry
-	nil,                              // 21: proto.Volume.ItemsEntry
-	nil,                              // 22: proto.HeadGroupSpec.RayStartParamsEntry
-	nil,                              // 23: proto.HeadGroupSpec.EnvironmentEntry
-	nil,                              // 24: proto.HeadGroupSpec.AnnotationsEntry
-	nil,                              // 25: proto.HeadGroupSpec.LabelsEntry
-	nil,                              // 26: proto.WorkerGroupSpec.RayStartParamsEntry
-	nil,                              // 27: proto.WorkerGroupSpec.EnvironmentEntry
-	nil,                              // 28: proto.WorkerGroupSpec.AnnotationsEntry
-	nil,                              // 29: proto.WorkerGroupSpec.LabelsEntry
-	(*timestamppb.Timestamp)(nil),    // 30: google.protobuf.Timestamp
-	(*emptypb.Empty)(nil),            // 31: google.protobuf.Empty
+	(EnvValueFrom_Source)(0),         // 0: proto.EnvValueFrom.Source
+	(Cluster_Environment)(0),         // 1: proto.Cluster.Environment
+	(Volume_VolumeType)(0),           // 2: proto.Volume.VolumeType
+	(Volume_HostPathType)(0),         // 3: proto.Volume.HostPathType
+	(Volume_MountPropagationMode)(0), // 4: proto.Volume.MountPropagationMode
+	(Volume_AccessMode)(0),           // 5: proto.Volume.AccessMode
+	(*CreateClusterRequest)(nil),     // 6: proto.CreateClusterRequest
+	(*GetClusterRequest)(nil),        // 7: proto.GetClusterRequest
+	(*ListClustersRequest)(nil),      // 8: proto.ListClustersRequest
+	(*ListClustersResponse)(nil),     // 9: proto.ListClustersResponse
+	(*ListAllClustersRequest)(nil),   // 10: proto.ListAllClustersRequest
+	(*ListAllClustersResponse)(nil),  // 11: proto.ListAllClustersResponse
+	(*DeleteClusterRequest)(nil),     // 12: proto.DeleteClusterRequest
+	(*EnvValueFrom)(nil),             // 13: proto.EnvValueFrom
+	(*EnvironmentVariables)(nil),     // 14: proto.EnvironmentVariables
+	(*Cluster)(nil),                  // 15: proto.Cluster
+	(*ClusterSpec)(nil),              // 16: proto.ClusterSpec
+	(*Volume)(nil),                   // 17: proto.Volume
+	(*HeadGroupSpec)(nil),            // 18: proto.HeadGroupSpec
+	(*WorkerGroupSpec)(nil),          // 19: proto.WorkerGroupSpec
+	(*ClusterEvent)(nil),             // 20: proto.ClusterEvent
+	nil,                              // 21: proto.EnvironmentVariables.ValuesEntry
+	nil,                              // 22: proto.EnvironmentVariables.ValuesFromEntry
+	nil,                              // 23: proto.Cluster.AnnotationsEntry
+	nil,                              // 24: proto.Cluster.ServiceEndpointEntry
+	nil,                              // 25: proto.Volume.ItemsEntry
+	nil,                              // 26: proto.HeadGroupSpec.RayStartParamsEntry
+	nil,                              // 27: proto.HeadGroupSpec.AnnotationsEntry
+	nil,                              // 28: proto.HeadGroupSpec.LabelsEntry
+	nil,                              // 29: proto.WorkerGroupSpec.RayStartParamsEntry
+	nil,                              // 30: proto.WorkerGroupSpec.AnnotationsEntry
+	nil,                              // 31: proto.WorkerGroupSpec.LabelsEntry
+	(*timestamppb.Timestamp)(nil),    // 32: google.protobuf.Timestamp
+	(*emptypb.Empty)(nil),            // 33: google.protobuf.Empty
 }
 var file_cluster_proto_depIdxs = []int32{
-	12, // 0: proto.CreateClusterRequest.cluster:type_name -> proto.Cluster
-	12, // 1: proto.ListClustersResponse.clusters:type_name -> proto.Cluster
-	12, // 2: proto.ListAllClustersResponse.clusters:type_name -> proto.Cluster
-	0,  // 3: proto.Cluster.environment:type_name -> proto.Cluster.Environment
-	13, // 4: proto.Cluster.cluster_spec:type_name -> proto.ClusterSpec
-	18, // 5: proto.Cluster.annotations:type_name -> proto.Cluster.AnnotationsEntry
-	19, // 6: proto.Cluster.envs:type_name -> proto.Cluster.EnvsEntry
-	30, // 7: proto.Cluster.created_at:type_name -> google.protobuf.Timestamp
-	30, // 8: proto.Cluster.deleted_at:type_name -> google.protobuf.Timestamp
-	17, // 9: proto.Cluster.events:type_name -> proto.ClusterEvent
-	20, // 10: proto.Cluster.service_endpoint:type_name -> proto.Cluster.ServiceEndpointEntry
-	15, // 11: proto.ClusterSpec.head_group_spec:type_name -> proto.HeadGroupSpec
-	16, // 12: proto.ClusterSpec.worker_group_spec:type_name -> proto.WorkerGroupSpec
-	1,  // 13: proto.Volume.volume_type:type_name -> proto.Volume.VolumeType
-	2,  // 14: proto.Volume.host_path_type:type_name -> proto.Volume.HostPathType
-	3,  // 15: proto.Volume.mount_propagation_mode:type_name -> proto.Volume.MountPropagationMode
-	4,  // 16: proto.Volume.accessMode:type_name -> proto.Volume.AccessMode
-	21, // 17: proto.Volume.items:type_name -> proto.Volume.ItemsEntry
-	22, // 18: proto.HeadGroupSpec.ray_start_params:type_name -> proto.HeadGroupSpec.RayStartParamsEntry
-	14, // 19: proto.HeadGroupSpec.volumes:type_name -> proto.Volume
-	23, // 20: proto.HeadGroupSpec.environment:type_name -> proto.HeadGroupSpec.EnvironmentEntry
-	24, // 21: proto.HeadGroupSpec.annotations:type_name -> proto.HeadGroupSpec.AnnotationsEntry
-	25, // 22: proto.HeadGroupSpec.labels:type_name -> proto.HeadGroupSpec.LabelsEntry
-	26, // 23: proto.WorkerGroupSpec.ray_start_params:type_name -> proto.WorkerGroupSpec.RayStartParamsEntry
-	14, // 24: proto.WorkerGroupSpec.volumes:type_name -> proto.Volume
-	27, // 25: proto.WorkerGroupSpec.environment:type_name -> proto.WorkerGroupSpec.EnvironmentEntry
-	28, // 26: proto.WorkerGroupSpec.annotations:type_name -> proto.WorkerGroupSpec.AnnotationsEntry
-	29, // 27: proto.WorkerGroupSpec.labels:type_name -> proto.WorkerGroupSpec.LabelsEntry
-	30, // 28: proto.ClusterEvent.created_at:type_name -> google.protobuf.Timestamp
-	30, // 29: proto.ClusterEvent.first_timestamp:type_name -> google.protobuf.Timestamp
-	30, // 30: proto.ClusterEvent.last_timestamp:type_name -> google.protobuf.Timestamp
-	5,  // 31: proto.ClusterService.CreateCluster:input_type -> proto.CreateClusterRequest
-	6,  // 32: proto.ClusterService.GetCluster:input_type -> proto.GetClusterRequest
-	7,  // 33: proto.ClusterService.ListCluster:input_type -> proto.ListClustersRequest
-	9,  // 34: proto.ClusterService.ListAllClusters:input_type -> proto.ListAllClustersRequest
-	11, // 35: proto.ClusterService.DeleteCluster:input_type -> proto.DeleteClusterRequest
-	12, // 36: proto.ClusterService.CreateCluster:output_type -> proto.Cluster
-	12, // 37: proto.ClusterService.GetCluster:output_type -> proto.Cluster
-	8,  // 38: proto.ClusterService.ListCluster:output_type -> proto.ListClustersResponse
-	10, // 39: proto.ClusterService.ListAllClusters:output_type -> proto.ListAllClustersResponse
-	31, // 40: proto.ClusterService.DeleteCluster:output_type -> google.protobuf.Empty
-	36, // [36:41] is the sub-list for method output_type
-	31, // [31:36] is the sub-list for method input_type
-	31, // [31:31] is the sub-list for extension type_name
-	31, // [31:31] is the sub-list for extension extendee
-	0,  // [0:31] is the sub-list for field type_name
+	15, // 0: proto.CreateClusterRequest.cluster:type_name -> proto.Cluster
+	15, // 1: proto.ListClustersResponse.clusters:type_name -> proto.Cluster
+	15, // 2: proto.ListAllClustersResponse.clusters:type_name -> proto.Cluster
+	0,  // 3: proto.EnvValueFrom.source:type_name -> proto.EnvValueFrom.Source
+	21, // 4: proto.EnvironmentVariables.values:type_name -> proto.EnvironmentVariables.ValuesEntry
+	22, // 5: proto.EnvironmentVariables.valuesFrom:type_name -> proto.EnvironmentVariables.ValuesFromEntry
+	1,  // 6: proto.Cluster.environment:type_name -> proto.Cluster.Environment
+	16, // 7: proto.Cluster.cluster_spec:type_name -> proto.ClusterSpec
+	23, // 8: proto.Cluster.annotations:type_name -> proto.Cluster.AnnotationsEntry
+	14, // 9: proto.Cluster.envs:type_name -> proto.EnvironmentVariables
+	32, // 10: proto.Cluster.created_at:type_name -> google.protobuf.Timestamp
+	32, // 11: proto.Cluster.deleted_at:type_name -> google.protobuf.Timestamp
+	20, // 12: proto.Cluster.events:type_name -> proto.ClusterEvent
+	24, // 13: proto.Cluster.service_endpoint:type_name -> proto.Cluster.ServiceEndpointEntry
+	18, // 14: proto.ClusterSpec.head_group_spec:type_name -> proto.HeadGroupSpec
+	19, // 15: proto.ClusterSpec.worker_group_spec:type_name -> proto.WorkerGroupSpec
+	2,  // 16: proto.Volume.volume_type:type_name -> proto.Volume.VolumeType
+	3,  // 17: proto.Volume.host_path_type:type_name -> proto.Volume.HostPathType
+	4,  // 18: proto.Volume.mount_propagation_mode:type_name -> proto.Volume.MountPropagationMode
+	5,  // 19: proto.Volume.accessMode:type_name -> proto.Volume.AccessMode
+	25, // 20: proto.Volume.items:type_name -> proto.Volume.ItemsEntry
+	26, // 21: proto.HeadGroupSpec.ray_start_params:type_name -> proto.HeadGroupSpec.RayStartParamsEntry
+	17, // 22: proto.HeadGroupSpec.volumes:type_name -> proto.Volume
+	14, // 23: proto.HeadGroupSpec.environment:type_name -> proto.EnvironmentVariables
+	27, // 24: proto.HeadGroupSpec.annotations:type_name -> proto.HeadGroupSpec.AnnotationsEntry
+	28, // 25: proto.HeadGroupSpec.labels:type_name -> proto.HeadGroupSpec.LabelsEntry
+	29, // 26: proto.WorkerGroupSpec.ray_start_params:type_name -> proto.WorkerGroupSpec.RayStartParamsEntry
+	17, // 27: proto.WorkerGroupSpec.volumes:type_name -> proto.Volume
+	14, // 28: proto.WorkerGroupSpec.environment:type_name -> proto.EnvironmentVariables
+	30, // 29: proto.WorkerGroupSpec.annotations:type_name -> proto.WorkerGroupSpec.AnnotationsEntry
+	31, // 30: proto.WorkerGroupSpec.labels:type_name -> proto.WorkerGroupSpec.LabelsEntry
+	32, // 31: proto.ClusterEvent.created_at:type_name -> google.protobuf.Timestamp
+	32, // 32: proto.ClusterEvent.first_timestamp:type_name -> google.protobuf.Timestamp
+	32, // 33: proto.ClusterEvent.last_timestamp:type_name -> google.protobuf.Timestamp
+	13, // 34: proto.EnvironmentVariables.ValuesFromEntry.value:type_name -> proto.EnvValueFrom
+	6,  // 35: proto.ClusterService.CreateCluster:input_type -> proto.CreateClusterRequest
+	7,  // 36: proto.ClusterService.GetCluster:input_type -> proto.GetClusterRequest
+	8,  // 37: proto.ClusterService.ListCluster:input_type -> proto.ListClustersRequest
+	10, // 38: proto.ClusterService.ListAllClusters:input_type -> proto.ListAllClustersRequest
+	12, // 39: proto.ClusterService.DeleteCluster:input_type -> proto.DeleteClusterRequest
+	15, // 40: proto.ClusterService.CreateCluster:output_type -> proto.Cluster
+	15, // 41: proto.ClusterService.GetCluster:output_type -> proto.Cluster
+	9,  // 42: proto.ClusterService.ListCluster:output_type -> proto.ListClustersResponse
+	11, // 43: proto.ClusterService.ListAllClusters:output_type -> proto.ListAllClustersResponse
+	33, // 44: proto.ClusterService.DeleteCluster:output_type -> google.protobuf.Empty
+	40, // [40:45] is the sub-list for method output_type
+	35, // [35:40] is the sub-list for method input_type
+	35, // [35:35] is the sub-list for extension type_name
+	35, // [35:35] is the sub-list for extension extendee
+	0,  // [0:35] is the sub-list for field type_name
 }
 
 func init() { file_cluster_proto_init() }
@@ -1914,7 +2111,7 @@ func file_cluster_proto_init() {
 			}
 		}
 		file_cluster_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*Cluster); i {
+			switch v := v.(*EnvValueFrom); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -1926,7 +2123,7 @@ func file_cluster_proto_init() {
 			}
 		}
 		file_cluster_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ClusterSpec); i {
+			switch v := v.(*EnvironmentVariables); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -1938,7 +2135,7 @@ func file_cluster_proto_init() {
 			}
 		}
 		file_cluster_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*Volume); i {
+			switch v := v.(*Cluster); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -1950,7 +2147,7 @@ func file_cluster_proto_init() {
 			}
 		}
 		file_cluster_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*HeadGroupSpec); i {
+			switch v := v.(*ClusterSpec); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -1962,7 +2159,7 @@ func file_cluster_proto_init() {
 			}
 		}
 		file_cluster_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*WorkerGroupSpec); i {
+			switch v := v.(*Volume); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -1974,6 +2171,30 @@ func file_cluster_proto_init() {
 			}
 		}
 		file_cluster_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*HeadGroupSpec); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_cluster_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*WorkerGroupSpec); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_cluster_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} {
 			switch v := v.(*ClusterEvent); i {
 			case 0:
 				return &v.state
@@ -1991,8 +2212,8 @@ func file_cluster_proto_init() {
 		File: protoimpl.DescBuilder{
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_cluster_proto_rawDesc,
-			NumEnums:      5,
-			NumMessages:   25,
+			NumEnums:      6,
+			NumMessages:   26,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
diff --git a/proto/kuberay_api.swagger.json b/proto/kuberay_api.swagger.json
index 26351062ae..d1d803bf62 100644
--- a/proto/kuberay_api.swagger.json
+++ b/proto/kuberay_api.swagger.json
@@ -992,6 +992,17 @@
       "default": "DEV",
       "description": "Optional field."
     },
+    "EnvValueFromSource": {
+      "type": "string",
+      "enum": [
+        "CONFIGMAP",
+        "SECRET",
+        "RESOURCEFIELD",
+        "FIELD"
+      ],
+      "default": "CONFIGMAP",
+      "title": "Source of environment variable"
+    },
     "VolumeAccessMode": {
       "type": "string",
       "enum": [
@@ -1083,10 +1094,7 @@
           "title": "Optional. Annotations, for example, \"kubernetes.io/ingress.class\" to define Ingress class"
         },
         "envs": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "description": "Optional input field. Container environment variables from user."
         },
         "createdAt": {
@@ -1180,6 +1188,40 @@
         }
       }
     },
+    "protoEnvValueFrom": {
+      "type": "object",
+      "properties": {
+        "source": {
+          "$ref": "#/definitions/EnvValueFromSource"
+        },
+        "name": {
+          "type": "string",
+          "title": "Name for config map or secret, container name for resource, path for field"
+        },
+        "key": {
+          "type": "string",
+          "title": "Key for config map or secret, resource name for resource"
+        }
+      }
+    },
+    "protoEnvironmentVariables": {
+      "type": "object",
+      "properties": {
+        "values": {
+          "type": "object",
+          "additionalProperties": {
+            "type": "string"
+          }
+        },
+        "valuesFrom": {
+          "type": "object",
+          "additionalProperties": {
+            "$ref": "#/definitions/protoEnvValueFrom"
+          }
+        }
+      },
+      "title": "This allows to specify both - environment variables containing values and environment values containing valueFrom"
+    },
     "protoHeadGroupSpec": {
       "type": "object",
       "properties": {
@@ -1222,10 +1264,7 @@
           "title": "Optional. image pull secret used by head pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for head pod"
         },
         "annotations": {
@@ -1363,10 +1402,7 @@
           "title": "Optional. image pull secret used by worker pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for worker pod"
         },
         "annotations": {
diff --git a/proto/swagger/cluster.swagger.json b/proto/swagger/cluster.swagger.json
index 2b5862eace..a3aa3b427e 100644
--- a/proto/swagger/cluster.swagger.json
+++ b/proto/swagger/cluster.swagger.json
@@ -202,6 +202,17 @@
       "default": "DEV",
       "description": "Optional field."
     },
+    "EnvValueFromSource": {
+      "type": "string",
+      "enum": [
+        "CONFIGMAP",
+        "SECRET",
+        "RESOURCEFIELD",
+        "FIELD"
+      ],
+      "default": "CONFIGMAP",
+      "title": "Source of environment variable"
+    },
     "VolumeAccessMode": {
       "type": "string",
       "enum": [
@@ -293,10 +304,7 @@
           "title": "Optional. Annotations, for example, \"kubernetes.io/ingress.class\" to define Ingress class"
         },
         "envs": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "description": "Optional input field. Container environment variables from user."
         },
         "createdAt": {
@@ -390,6 +398,40 @@
         }
       }
     },
+    "protoEnvValueFrom": {
+      "type": "object",
+      "properties": {
+        "source": {
+          "$ref": "#/definitions/EnvValueFromSource"
+        },
+        "name": {
+          "type": "string",
+          "title": "Name for config map or secret, container name for resource, path for field"
+        },
+        "key": {
+          "type": "string",
+          "title": "Key for config map or secret, resource name for resource"
+        }
+      }
+    },
+    "protoEnvironmentVariables": {
+      "type": "object",
+      "properties": {
+        "values": {
+          "type": "object",
+          "additionalProperties": {
+            "type": "string"
+          }
+        },
+        "valuesFrom": {
+          "type": "object",
+          "additionalProperties": {
+            "$ref": "#/definitions/protoEnvValueFrom"
+          }
+        }
+      },
+      "title": "This allows to specify both - environment variables containing values and environment values containing valueFrom"
+    },
     "protoHeadGroupSpec": {
       "type": "object",
       "properties": {
@@ -432,10 +474,7 @@
           "title": "Optional. image pull secret used by head pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for head pod"
         },
         "annotations": {
@@ -573,10 +612,7 @@
           "title": "Optional. image pull secret used by worker pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for worker pod"
         },
         "annotations": {
diff --git a/proto/swagger/job.swagger.json b/proto/swagger/job.swagger.json
index 7d3206e597..8e0df69b6b 100644
--- a/proto/swagger/job.swagger.json
+++ b/proto/swagger/job.swagger.json
@@ -191,6 +191,17 @@
     }
   },
   "definitions": {
+    "EnvValueFromSource": {
+      "type": "string",
+      "enum": [
+        "CONFIGMAP",
+        "SECRET",
+        "RESOURCEFIELD",
+        "FIELD"
+      ],
+      "default": "CONFIGMAP",
+      "title": "Source of environment variable"
+    },
     "VolumeAccessMode": {
       "type": "string",
       "enum": [
@@ -264,6 +275,40 @@
         }
       }
     },
+    "protoEnvValueFrom": {
+      "type": "object",
+      "properties": {
+        "source": {
+          "$ref": "#/definitions/EnvValueFromSource"
+        },
+        "name": {
+          "type": "string",
+          "title": "Name for config map or secret, container name for resource, path for field"
+        },
+        "key": {
+          "type": "string",
+          "title": "Key for config map or secret, resource name for resource"
+        }
+      }
+    },
+    "protoEnvironmentVariables": {
+      "type": "object",
+      "properties": {
+        "values": {
+          "type": "object",
+          "additionalProperties": {
+            "type": "string"
+          }
+        },
+        "valuesFrom": {
+          "type": "object",
+          "additionalProperties": {
+            "$ref": "#/definitions/protoEnvValueFrom"
+          }
+        }
+      },
+      "title": "This allows to specify both - environment variables containing values and environment values containing valueFrom"
+    },
     "protoHeadGroupSpec": {
       "type": "object",
       "properties": {
@@ -306,10 +351,7 @@
           "title": "Optional. image pull secret used by head pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for head pod"
         },
         "annotations": {
@@ -524,10 +566,7 @@
           "title": "Optional. image pull secret used by worker pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for worker pod"
         },
         "annotations": {
diff --git a/proto/swagger/serve.swagger.json b/proto/swagger/serve.swagger.json
index 7315594d3b..0be19e0614 100644
--- a/proto/swagger/serve.swagger.json
+++ b/proto/swagger/serve.swagger.json
@@ -317,6 +317,17 @@
     }
   },
   "definitions": {
+    "EnvValueFromSource": {
+      "type": "string",
+      "enum": [
+        "CONFIGMAP",
+        "SECRET",
+        "RESOURCEFIELD",
+        "FIELD"
+      ],
+      "default": "CONFIGMAP",
+      "title": "Source of environment variable"
+    },
     "VolumeAccessMode": {
       "type": "string",
       "enum": [
@@ -428,6 +439,40 @@
         }
       }
     },
+    "protoEnvValueFrom": {
+      "type": "object",
+      "properties": {
+        "source": {
+          "$ref": "#/definitions/EnvValueFromSource"
+        },
+        "name": {
+          "type": "string",
+          "title": "Name for config map or secret, container name for resource, path for field"
+        },
+        "key": {
+          "type": "string",
+          "title": "Key for config map or secret, resource name for resource"
+        }
+      }
+    },
+    "protoEnvironmentVariables": {
+      "type": "object",
+      "properties": {
+        "values": {
+          "type": "object",
+          "additionalProperties": {
+            "type": "string"
+          }
+        },
+        "valuesFrom": {
+          "type": "object",
+          "additionalProperties": {
+            "$ref": "#/definitions/protoEnvValueFrom"
+          }
+        }
+      },
+      "title": "This allows to specify both - environment variables containing values and environment values containing valueFrom"
+    },
     "protoHeadGroupSpec": {
       "type": "object",
       "properties": {
@@ -470,10 +515,7 @@
           "title": "Optional. image pull secret used by head pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for head pod"
         },
         "annotations": {
@@ -886,10 +928,7 @@
           "title": "Optional. image pull secret used by worker pod"
         },
         "environment": {
-          "type": "object",
-          "additionalProperties": {
-            "type": "string"
-          },
+          "$ref": "#/definitions/protoEnvironmentVariables",
           "title": "Optional. Environment variables for worker pod"
         },
         "annotations": {