diff --git a/e2e/cephfs.go b/e2e/cephfs.go
index 1e143a716..77af53ade 100644
--- a/e2e/cephfs.go
+++ b/e2e/cephfs.go
@@ -176,12 +176,12 @@ var _ = Describe("cephfs", func() {
 			})
 
 			By("create a storage class with pool and a PVC then Bind it to an app", func() {
-				createCephfsStorageClass(f.ClientSet, f, true)
+				createCephfsStorageClass(f.ClientSet, f, true, "")
 				validatePVCAndAppBinding(pvcPath, appPath, f)
 				deleteResource(cephfsExamplePath + "storageclass.yaml")
 			})
 
-			createCephfsStorageClass(f.ClientSet, f, false)
+			createCephfsStorageClass(f.ClientSet, f, false, "")
 
 			By("create and delete a PVC", func() {
 				By("create a PVC and Bind it to an app", func() {
@@ -258,6 +258,38 @@ var _ = Describe("cephfs", func() {
 					}
 				})
 
+				By("validate multiple subvolumegroup creation", func() {
+					deleteResource(cephfsExamplePath + "storageclass.yaml")
+					// re-define configmap with information of multiple clusters.
+					subvolgrpInfo := map[string]string{
+						"clusterID-1": "subvolgrp1",
+						"clusterID-2": "subvolgrp2",
+					}
+					createCustomConfigMap(f.ClientSet, cephfsDirPath, subvolgrpInfo)
+					createCephfsStorageClass(f.ClientSet, f, false, "clusterID-1")
+					validatePVCAndAppBinding(pvcPath, appPath, f)
+					deleteResource(cephfsExamplePath + "storageclass.yaml")
+					// verify subvolumegroup creation.
+					err := validateSubvolumegroup(f, "subvolgrp1")
+					if err != nil {
+						Fail(err.Error())
+					}
+
+					// create resources and verify subvolume group creation
+					// for the second cluster.
+					createCephfsStorageClass(f.ClientSet, f, false, "clusterID-2")
+					validatePVCAndAppBinding(pvcPath, appPath, f)
+					deleteResource(cephfsExamplePath + "storageclass.yaml")
+					err = validateSubvolumegroup(f, "subvolgrp2")
+					if err != nil {
+						Fail(err.Error())
+					}
+					deleteConfigMap(cephfsDirPath)
+				})
+
+				createConfigMap(cephfsDirPath, f.ClientSet, f)
+				createCephfsStorageClass(f.ClientSet, f, false, "")
+
 				By("Resize PVC and check application directory size", func() {
 					v, err := f.ClientSet.Discovery().ServerVersion()
 					if err != nil {
diff --git a/e2e/utils.go b/e2e/utils.go
index d04e3461b..f13b056ce 100644
--- a/e2e/utils.go
+++ b/e2e/utils.go
@@ -258,7 +258,7 @@ func getStorageClass(path string) scv1.StorageClass {
 	return sc
 }
 
-func createCephfsStorageClass(c kubernetes.Interface, f *framework.Framework, enablePool bool) {
+func createCephfsStorageClass(c kubernetes.Interface, f *framework.Framework, enablePool bool, clusterID string) {
 	scPath := fmt.Sprintf("%s/%s", cephfsExamplePath, "storageclass.yaml")
 	sc := getStorageClass(scPath)
 	sc.Parameters["fsName"] = "myfs"
@@ -278,6 +278,10 @@ func createCephfsStorageClass(c kubernetes.Interface, f *framework.Framework, en
 	Expect(stdErr).Should(BeEmpty())
 	// remove new line present in fsID
 	fsID = strings.Trim(fsID, "\n")
+
+	if clusterID != "" {
+		fsID = clusterID
+	}
 	sc.Namespace = cephCSINamespace
 	sc.Parameters["clusterID"] = fsID
 	_, err := c.StorageV1().StorageClasses().Create(context.TODO(), &sc, metav1.CreateOptions{})
@@ -1207,3 +1211,54 @@ func addTopologyDomainsToDSYaml(template, labels string) string {
 	return strings.ReplaceAll(template, "# - \"--domainlabels=failure-domain/region,failure-domain/zone\"",
 		"- \"--domainlabels="+labels+"\"")
 }
+
+// createCustomConfigMap provides multiple clusters information.
+func createCustomConfigMap(c kubernetes.Interface, pluginPath string, subvolgrpInfo map[string]string) {
+	path := pluginPath + configMap
+	cm := v1.ConfigMap{}
+	err := unmarshal(path, &cm)
+	Expect(err).Should(BeNil())
+
+	// get mon list
+	mons := getMons(rookNamespace, c)
+	// get clusterIDs
+	var clusterID []string
+	for key := range subvolgrpInfo {
+		clusterID = append(clusterID, key)
+	}
+	conmap := []util.ClusterInfo{
+		{
+			ClusterID: clusterID[0],
+			Monitors:  mons,
+		},
+		{
+			ClusterID: clusterID[1],
+			Monitors:  mons,
+		}}
+	for i := 0; i < len(subvolgrpInfo); i++ {
+		conmap[i].CephFS.SubvolumeGroup = subvolgrpInfo[clusterID[i]]
+	}
+	data, err := json.Marshal(conmap)
+	Expect(err).Should(BeNil())
+	cm.Data["config.json"] = string(data)
+	cm.Namespace = cephCSINamespace
+	// since a configmap is already created, update the existing configmap
+	_, updateErr := c.CoreV1().ConfigMaps(cephCSINamespace).Update(context.TODO(), &cm, metav1.UpdateOptions{})
+	Expect(updateErr).Should(BeNil())
+}
+
+// validateSubvolumegroup validates whether subvolumegroup is present.
+func validateSubvolumegroup(f *framework.Framework, subvolgrp string) error {
+	cmd := fmt.Sprintf("ceph fs subvolumegroup getpath myfs %s", subvolgrp)
+	stdOut, err := execCommandInToolBoxPod(f, cmd, rookNamespace)
+	Expect(err).Should(BeEmpty())
+	if err != "" {
+		return fmt.Errorf("error subvolumegroup %s doesn't exist", subvolgrp)
+	}
+	expectedGrpPath := "/volumes/" + subvolgrp
+	stdOut = strings.TrimSpace(stdOut)
+	if stdOut != expectedGrpPath {
+		return fmt.Errorf("error unexpected group path. Found: %s", stdOut)
+	}
+	return nil
+}
diff --git a/internal/cephfs/volume.go b/internal/cephfs/volume.go
index d60b4de4b..dc2df49cc 100644
--- a/internal/cephfs/volume.go
+++ b/internal/cephfs/volume.go
@@ -30,14 +30,12 @@ import (
 )
 
 var (
-	// cephfsInit is used to create "csi" subvolume group for the first time the csi plugin loads.
-	// Subvolume group create gets called every time the plugin loads, though it doesn't result in error
-	// its unnecessary
-	cephfsInit = false
-
-	// resizeSupportedList stores the mapping for clusterID and resize is
-	// supported in the particular cluster
-	resizeSupportedList = make(map[string]bool)
+	// clusterAdditionalInfo contains information regarding if resize is
+	// supported in the particular cluster and subvolumegroup is
+	// created or not.
+	// Subvolumegroup creation and volume resize decisions are
+	// taken through this additional cluster information.
+	clusterAdditionalInfo = make(map[string]*localClusterState)
 
 	inValidCommmand = "no valid command found"
 )
@@ -85,9 +83,23 @@ func getVolumeRootPathCeph(ctx context.Context, volOptions *volumeOptions, cr *u
 	return strings.TrimSuffix(string(stdout), "\n"), nil
 }
 
+type localClusterState struct {
+	// set true if cluster supports resize functionality.
+	resizeSupported bool
+	// set true once a subvolumegroup is created
+	// for corresponding cluster.
+	subVolumeGroupCreated bool
+}
+
 func createVolume(ctx context.Context, volOptions *volumeOptions, cr *util.Credentials, volID volumeID, bytesQuota int64) error {
-	//TODO: When we support multiple fs, need to hande subvolume group create for all fs's
-	if !cephfsInit {
+	// verify if corresponding ClusterID key is present in the map,
+	// and if not, initialize with default values(false).
+	if _, keyPresent := clusterAdditionalInfo[volOptions.ClusterID]; !keyPresent {
+		clusterAdditionalInfo[volOptions.ClusterID] = &localClusterState{}
+	}
+
+	// create subvolumegroup if not already created for the cluster.
+	if !clusterAdditionalInfo[volOptions.ClusterID].subVolumeGroupCreated {
 		err := execCommandErr(
 			ctx,
 			"ceph",
@@ -105,7 +117,7 @@ func createVolume(ctx context.Context, volOptions *volumeOptions, cr *util.Crede
 			return err
 		}
 		klog.V(4).Infof(util.Log(ctx, "cephfs: created subvolume group %s"), volOptions.SubvolumeGroup)
-		cephfsInit = true
+		clusterAdditionalInfo[volOptions.ClusterID].subVolumeGroupCreated = true
 	}
 
 	args := []string{
@@ -144,7 +156,17 @@ func createVolume(ctx context.Context, volOptions *volumeOptions, cr *util.Crede
 // subvolume. If the command is not available as a fallback it will use
 // CreateVolume to resize the subvolume.
 func resizeVolume(ctx context.Context, volOptions *volumeOptions, cr *util.Credentials, volID volumeID, bytesQuota int64) error {
-	if supported, ok := resizeSupportedList[volOptions.ClusterID]; supported || !ok {
+	// keyPresent checks whether corresponding clusterID key is present in clusterAdditionalInfo
+	var keyPresent bool
+	// verify if corresponding ClusterID key is present in the map,
+	// and if not, initialize with default values(false).
+	if _, keyPresent = clusterAdditionalInfo[volOptions.ClusterID]; !keyPresent {
+		clusterAdditionalInfo[volOptions.ClusterID] = &localClusterState{}
+	}
+
+	// resize subvolume when either it's supported, or when corresponding
+	// clusterID key was not present.
+	if clusterAdditionalInfo[volOptions.ClusterID].resizeSupported || !keyPresent {
 		args := []string{
 			"fs",
 			"subvolume",
@@ -166,7 +188,7 @@ func resizeVolume(ctx context.Context, volOptions *volumeOptions, cr *util.Crede
 			args[:]...)
 
 		if err == nil {
-			resizeSupportedList[volOptions.ClusterID] = true
+			clusterAdditionalInfo[volOptions.ClusterID].resizeSupported = true
 			return nil
 		}
 		// Incase the error is other than invalid command return error to the caller.
@@ -175,7 +197,7 @@ func resizeVolume(ctx context.Context, volOptions *volumeOptions, cr *util.Crede
 			return err
 		}
 	}
-	resizeSupportedList[volOptions.ClusterID] = false
+	clusterAdditionalInfo[volOptions.ClusterID].resizeSupported = false
 	return createVolume(ctx, volOptions, cr, volID, bytesQuota)
 }