diff --git a/pkg/admission/plugin/webhook/mutating/dispatcher.go b/pkg/admission/plugin/webhook/mutating/dispatcher.go
index a2b367495..441e64f83 100644
--- a/pkg/admission/plugin/webhook/mutating/dispatcher.go
+++ b/pkg/admission/plugin/webhook/mutating/dispatcher.go
@@ -94,6 +94,12 @@ func (a *mutatingDispatcher) callAttrMutatingHook(ctx context.Context, h *v1beta
 		}
 	}
 
+	// Currently dispatcher only supports `v1beta1` AdmissionReview
+	// TODO: Make the dispatcher capable of sending multiple AdmissionReview versions
+	if !util.HasAdmissionReviewVersion(v1beta1.SchemeGroupVersion.Version, h) {
+		return &webhook.ErrCallingWebhook{WebhookName: h.Name, Reason: fmt.Errorf("webhook does not accept v1beta1 AdmissionReview")}
+	}
+
 	// Make the webhook request
 	request := request.CreateAdmissionReview(attr)
 	client, err := a.cm.HookClient(util.HookClientConfigForWebhook(h))
diff --git a/pkg/admission/plugin/webhook/testing/testcase.go b/pkg/admission/plugin/webhook/testing/testcase.go
index a09fc8da3..7a8241174 100644
--- a/pkg/admission/plugin/webhook/testing/testcase.go
+++ b/pkg/admission/plugin/webhook/testing/testcase.go
@@ -211,17 +211,19 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 				Rules: []registrationv1beta1.RuleWithOperations{{
 					Operations: []registrationv1beta1.OperationType{registrationv1beta1.Create},
 				}},
-				NamespaceSelector: &metav1.LabelSelector{},
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow: true,
 		},
 		{
 			Name: "match & allow",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "allow.example.com",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "allow.example.com",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:       true,
 			ExpectAnnotations: map[string]string{"allow.example.com/key1": "value1"},
@@ -229,20 +231,22 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match & disallow",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "disallow",
-				ClientConfig:      ccfgSVC("disallow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "disallow",
+				ClientConfig:            ccfgSVC("disallow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ErrorContains: "without explanation",
 		},
 		{
 			Name: "match & disallow ii",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "disallowReason",
-				ClientConfig:      ccfgSVC("disallowReason"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "disallowReason",
+				ClientConfig:            ccfgSVC("disallowReason"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 
 			ErrorContains: "you shall not pass",
@@ -260,6 +264,7 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 						Operator: metav1.LabelSelectorOpIn,
 					}},
 				},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 
 			ExpectAllow: true,
@@ -277,29 +282,33 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 						Operator: metav1.LabelSelectorOpNotIn,
 					}},
 				},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow: true,
 		},
 		{
 			Name: "match & fail (but allow because fail open)",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "internalErr A",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "internalErr A",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}, {
-				Name:              "internalErr B",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "internalErr B",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}, {
-				Name:              "internalErr C",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "internalErr C",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 
 			ExpectAllow: true,
@@ -307,53 +316,60 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match & fail (but disallow because fail close on nil FailurePolicy)",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "internalErr A",
-				ClientConfig:      ccfgSVC("internalErr"),
-				NamespaceSelector: &metav1.LabelSelector{},
-				Rules:             matchEverythingRules,
+				Name:                    "internalErr A",
+				ClientConfig:            ccfgSVC("internalErr"),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				Rules:                   matchEverythingRules,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}, {
-				Name:              "internalErr B",
-				ClientConfig:      ccfgSVC("internalErr"),
-				NamespaceSelector: &metav1.LabelSelector{},
-				Rules:             matchEverythingRules,
+				Name:                    "internalErr B",
+				ClientConfig:            ccfgSVC("internalErr"),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				Rules:                   matchEverythingRules,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}, {
-				Name:              "internalErr C",
-				ClientConfig:      ccfgSVC("internalErr"),
-				NamespaceSelector: &metav1.LabelSelector{},
-				Rules:             matchEverythingRules,
+				Name:                    "internalErr C",
+				ClientConfig:            ccfgSVC("internalErr"),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				Rules:                   matchEverythingRules,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow: false,
 		},
 		{
 			Name: "match & fail (but fail because fail closed)",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "internalErr A",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyFail,
+				Name:                    "internalErr A",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyFail,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}, {
-				Name:              "internalErr B",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyFail,
+				Name:                    "internalErr B",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyFail,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}, {
-				Name:              "internalErr C",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyFail,
+				Name:                    "internalErr C",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyFail,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow: false,
 		},
 		{
 			Name: "match & allow (url)",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "allow.example.com",
-				ClientConfig:      ccfgURL("allow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "allow.example.com",
+				ClientConfig:            ccfgURL("allow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:       true,
 			ExpectAnnotations: map[string]string{"allow.example.com/key1": "value1"},
@@ -361,31 +377,34 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match & disallow (url)",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "disallow",
-				ClientConfig:      ccfgURL("disallow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "disallow",
+				ClientConfig:            ccfgURL("disallow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ErrorContains: "without explanation",
 		}, {
 			Name: "absent response and fail open",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "nilResponse",
-				ClientConfig:      ccfgURL("nilResponse"),
-				FailurePolicy:     &policyIgnore,
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "nilResponse",
+				ClientConfig:            ccfgURL("nilResponse"),
+				FailurePolicy:           &policyIgnore,
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow: true,
 		},
 		{
 			Name: "absent response and fail closed",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "nilResponse",
-				ClientConfig:      ccfgURL("nilResponse"),
-				FailurePolicy:     &policyFail,
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "nilResponse",
+				ClientConfig:            ccfgURL("nilResponse"),
+				FailurePolicy:           &policyFail,
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ErrorContains: "Webhook response was absent",
 		},
@@ -397,8 +416,9 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 				Rules: []registrationv1beta1.RuleWithOperations{{
 					Operations: []registrationv1beta1.OperationType{registrationv1beta1.Create},
 				}},
-				NamespaceSelector: &metav1.LabelSelector{},
-				SideEffects:       &sideEffectsSome,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				SideEffects:             &sideEffectsSome,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsDryRun:    true,
 			ExpectAllow: true,
@@ -406,11 +426,12 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match dry run side effects Unknown",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "allow",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				SideEffects:       &sideEffectsUnknown,
+				Name:                    "allow",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				SideEffects:             &sideEffectsUnknown,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsDryRun:      true,
 			ErrorContains: "does not support dry run",
@@ -418,11 +439,12 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match dry run side effects None",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "allow",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				SideEffects:       &sideEffectsNone,
+				Name:                    "allow",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				SideEffects:             &sideEffectsNone,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsDryRun:          true,
 			ExpectAllow:       true,
@@ -431,11 +453,12 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match dry run side effects Some",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "allow",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				SideEffects:       &sideEffectsSome,
+				Name:                    "allow",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				SideEffects:             &sideEffectsSome,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsDryRun:      true,
 			ErrorContains: "does not support dry run",
@@ -443,11 +466,12 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match dry run side effects NoneOnDryRun",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "allow",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				SideEffects:       &sideEffectsNoneOnDryRun,
+				Name:                    "allow",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				SideEffects:             &sideEffectsNoneOnDryRun,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsDryRun:          true,
 			ExpectAllow:       true,
@@ -456,10 +480,11 @@ func NewNonMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "illegal annotation format",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "invalidAnnotation",
-				ClientConfig:      ccfgURL("invalidAnnotation"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "invalidAnnotation",
+				ClientConfig:            ccfgURL("invalidAnnotation"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow: true,
 		},
@@ -476,10 +501,11 @@ func NewMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match & remove label",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "removelabel.example.com",
-				ClientConfig:      ccfgSVC("removeLabel"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "removelabel.example.com",
+				ClientConfig:            ccfgSVC("removeLabel"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:       true,
 			AdditionalLabels:  map[string]string{"remove": "me"},
@@ -489,10 +515,11 @@ func NewMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match & add label",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "addLabel",
-				ClientConfig:      ccfgSVC("addLabel"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "addLabel",
+				ClientConfig:            ccfgSVC("addLabel"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:  true,
 			ExpectLabels: map[string]string{"pod.name": "my-pod", "added": "test"},
@@ -500,10 +527,11 @@ func NewMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match CRD & add label",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "addLabel",
-				ClientConfig:      ccfgSVC("addLabel"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "addLabel",
+				ClientConfig:            ccfgSVC("addLabel"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsCRD:        true,
 			ExpectAllow:  true,
@@ -512,10 +540,11 @@ func NewMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match CRD & remove label",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "removelabel.example.com",
-				ClientConfig:      ccfgSVC("removeLabel"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "removelabel.example.com",
+				ClientConfig:            ccfgSVC("removeLabel"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsCRD:             true,
 			ExpectAllow:       true,
@@ -526,21 +555,23 @@ func NewMutatingTestCases(url *url.URL) []Test {
 		{
 			Name: "match & invalid mutation",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "invalidMutation",
-				ClientConfig:      ccfgSVC("invalidMutation"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
+				Name:                    "invalidMutation",
+				ClientConfig:            ccfgSVC("invalidMutation"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ErrorContains: "invalid character",
 		},
 		{
 			Name: "match & remove label dry run unsupported",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "removeLabel",
-				ClientConfig:      ccfgSVC("removeLabel"),
-				Rules:             matchEverythingRules,
-				NamespaceSelector: &metav1.LabelSelector{},
-				SideEffects:       &sideEffectsUnknown,
+				Name:                    "removeLabel",
+				ClientConfig:            ccfgSVC("removeLabel"),
+				Rules:                   matchEverythingRules,
+				NamespaceSelector:       &metav1.LabelSelector{},
+				SideEffects:             &sideEffectsUnknown,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			IsDryRun:      true,
 			ErrorContains: "does not support dry run",
@@ -567,11 +598,12 @@ func NewCachedClientTestcases(url *url.URL) []CachedTest {
 		{
 			Name: "uncached: service webhook, path 'allow'",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "cache1",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             newMatchEverythingRules(),
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "cache1",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   newMatchEverythingRules(),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:     true,
 			ExpectCacheMiss: true,
@@ -579,11 +611,12 @@ func NewCachedClientTestcases(url *url.URL) []CachedTest {
 		{
 			Name: "uncached: service webhook, path 'internalErr'",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "cache2",
-				ClientConfig:      ccfgSVC("internalErr"),
-				Rules:             newMatchEverythingRules(),
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "cache2",
+				ClientConfig:            ccfgSVC("internalErr"),
+				Rules:                   newMatchEverythingRules(),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:     true,
 			ExpectCacheMiss: true,
@@ -591,11 +624,12 @@ func NewCachedClientTestcases(url *url.URL) []CachedTest {
 		{
 			Name: "cached: service webhook, path 'allow'",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "cache3",
-				ClientConfig:      ccfgSVC("allow"),
-				Rules:             newMatchEverythingRules(),
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "cache3",
+				ClientConfig:            ccfgSVC("allow"),
+				Rules:                   newMatchEverythingRules(),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:     true,
 			ExpectCacheMiss: false,
@@ -603,11 +637,12 @@ func NewCachedClientTestcases(url *url.URL) []CachedTest {
 		{
 			Name: "uncached: url webhook, path 'allow'",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "cache4",
-				ClientConfig:      ccfgURL("allow"),
-				Rules:             newMatchEverythingRules(),
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "cache4",
+				ClientConfig:            ccfgURL("allow"),
+				Rules:                   newMatchEverythingRules(),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:     true,
 			ExpectCacheMiss: true,
@@ -615,11 +650,12 @@ func NewCachedClientTestcases(url *url.URL) []CachedTest {
 		{
 			Name: "cached: service webhook, path 'allow'",
 			Webhooks: []registrationv1beta1.Webhook{{
-				Name:              "cache5",
-				ClientConfig:      ccfgURL("allow"),
-				Rules:             newMatchEverythingRules(),
-				NamespaceSelector: &metav1.LabelSelector{},
-				FailurePolicy:     &policyIgnore,
+				Name:                    "cache5",
+				ClientConfig:            ccfgURL("allow"),
+				Rules:                   newMatchEverythingRules(),
+				NamespaceSelector:       &metav1.LabelSelector{},
+				FailurePolicy:           &policyIgnore,
+				AdmissionReviewVersions: []string{"v1beta1"},
 			}},
 			ExpectAllow:     true,
 			ExpectCacheMiss: false,
diff --git a/pkg/admission/plugin/webhook/util/client_config.go b/pkg/admission/plugin/webhook/util/client_config.go
index 49255eba0..b5fa1ea3e 100644
--- a/pkg/admission/plugin/webhook/util/client_config.go
+++ b/pkg/admission/plugin/webhook/util/client_config.go
@@ -40,3 +40,13 @@ func HookClientConfigForWebhook(w *v1beta1.Webhook) webhook.ClientConfig {
 	}
 	return ret
 }
+
+// HasAdmissionReviewVersion check whether a version is accepted by a given webhook.
+func HasAdmissionReviewVersion(a string, w *v1beta1.Webhook) bool {
+	for _, b := range w.AdmissionReviewVersions {
+		if b == a {
+			return true
+		}
+	}
+	return false
+}
diff --git a/pkg/admission/plugin/webhook/validating/dispatcher.go b/pkg/admission/plugin/webhook/validating/dispatcher.go
index 2a70e4e64..7889b4f5d 100644
--- a/pkg/admission/plugin/webhook/validating/dispatcher.go
+++ b/pkg/admission/plugin/webhook/validating/dispatcher.go
@@ -108,6 +108,12 @@ func (d *validatingDispatcher) callHook(ctx context.Context, h *v1beta1.Webhook,
 		}
 	}
 
+	// Currently dispatcher only supports `v1beta1` AdmissionReview
+	// TODO: Make the dispatcher capable of sending multiple AdmissionReview versions
+	if !util.HasAdmissionReviewVersion(v1beta1.SchemeGroupVersion.Version, h) {
+		return &webhook.ErrCallingWebhook{WebhookName: h.Name, Reason: fmt.Errorf("webhook does not accept v1beta1 AdmissionReviewRequest")}
+	}
+
 	// Make the webhook request
 	request := request.CreateAdmissionReview(attr)
 	client, err := d.cm.HookClient(util.HookClientConfigForWebhook(h))