diff --git a/api/gen/proto/go/userpreferences/v1/cluster_preferences.pb.go b/api/gen/proto/go/userpreferences/v1/cluster_preferences.pb.go
new file mode 100644
index 0000000000000..ff22a06073308
--- /dev/null
+++ b/api/gen/proto/go/userpreferences/v1/cluster_preferences.pb.go
@@ -0,0 +1,240 @@
+// Copyright 2023 Gravitational, Inc
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//      http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+// Code generated by protoc-gen-go. DO NOT EDIT.
+// versions:
+// 	protoc-gen-go v1.31.0
+// 	protoc        (unknown)
+// source: teleport/userpreferences/v1/cluster_preferences.proto
+
+package userpreferencesv1
+
+import (
+	protoreflect "google.golang.org/protobuf/reflect/protoreflect"
+	protoimpl "google.golang.org/protobuf/runtime/protoimpl"
+	reflect "reflect"
+	sync "sync"
+)
+
+const (
+	// Verify that this generated code is sufficiently up-to-date.
+	_ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion)
+	// Verify that runtime/protoimpl is sufficiently up-to-date.
+	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
+)
+
+// PinnedResourcesUserPreferences is a collection of resource IDs that will be
+// displayed in the user's pinned resources tab in the Web UI.
+type PinnedResourcesUserPreferences struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// resource_ids is a list of unified resource name sort keys.
+	ResourceIds []string `protobuf:"bytes,1,rep,name=resource_ids,json=resourceIds,proto3" json:"resource_ids,omitempty"`
+}
+
+func (x *PinnedResourcesUserPreferences) Reset() {
+	*x = PinnedResourcesUserPreferences{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes[0]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *PinnedResourcesUserPreferences) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*PinnedResourcesUserPreferences) ProtoMessage() {}
+
+func (x *PinnedResourcesUserPreferences) ProtoReflect() protoreflect.Message {
+	mi := &file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes[0]
+	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 PinnedResourcesUserPreferences.ProtoReflect.Descriptor instead.
+func (*PinnedResourcesUserPreferences) Descriptor() ([]byte, []int) {
+	return file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescGZIP(), []int{0}
+}
+
+func (x *PinnedResourcesUserPreferences) GetResourceIds() []string {
+	if x != nil {
+		return x.ResourceIds
+	}
+	return nil
+}
+
+// ClusterUserPreferences are user preferences saved per cluster.
+type ClusterUserPreferences struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// pinned_resources is a list of pinned resources.
+	PinnedResources *PinnedResourcesUserPreferences `protobuf:"bytes,1,opt,name=pinned_resources,json=pinnedResources,proto3" json:"pinned_resources,omitempty"`
+}
+
+func (x *ClusterUserPreferences) Reset() {
+	*x = ClusterUserPreferences{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes[1]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *ClusterUserPreferences) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*ClusterUserPreferences) ProtoMessage() {}
+
+func (x *ClusterUserPreferences) ProtoReflect() protoreflect.Message {
+	mi := &file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes[1]
+	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 ClusterUserPreferences.ProtoReflect.Descriptor instead.
+func (*ClusterUserPreferences) Descriptor() ([]byte, []int) {
+	return file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescGZIP(), []int{1}
+}
+
+func (x *ClusterUserPreferences) GetPinnedResources() *PinnedResourcesUserPreferences {
+	if x != nil {
+		return x.PinnedResources
+	}
+	return nil
+}
+
+var File_teleport_userpreferences_v1_cluster_preferences_proto protoreflect.FileDescriptor
+
+var file_teleport_userpreferences_v1_cluster_preferences_proto_rawDesc = []byte{
+	0x0a, 0x35, 0x74, 0x65, 0x6c, 0x65, 0x70, 0x6f, 0x72, 0x74, 0x2f, 0x75, 0x73, 0x65, 0x72, 0x70,
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+	0x63, 0x65, 0x5f, 0x69, 0x64, 0x73, 0x18, 0x01, 0x20, 0x03, 0x28, 0x09, 0x52, 0x0b, 0x72, 0x65,
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+	0x75, 0x73, 0x74, 0x65, 0x72, 0x55, 0x73, 0x65, 0x72, 0x50, 0x72, 0x65, 0x66, 0x65, 0x72, 0x65,
+	0x6e, 0x63, 0x65, 0x73, 0x12, 0x66, 0x0a, 0x10, 0x70, 0x69, 0x6e, 0x6e, 0x65, 0x64, 0x5f, 0x72,
+	0x65, 0x73, 0x6f, 0x75, 0x72, 0x63, 0x65, 0x73, 0x18, 0x01, 0x20, 0x01, 0x28, 0x0b, 0x32, 0x3b,
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+	0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x67, 0x72, 0x61, 0x76, 0x69,
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+	0x67, 0x6f, 0x2f, 0x75, 0x73, 0x65, 0x72, 0x70, 0x72, 0x65, 0x66, 0x65, 0x72, 0x65, 0x6e, 0x63,
+	0x65, 0x73, 0x2f, 0x76, 0x31, 0x3b, 0x75, 0x73, 0x65, 0x72, 0x70, 0x72, 0x65, 0x66, 0x65, 0x72,
+	0x65, 0x6e, 0x63, 0x65, 0x73, 0x76, 0x31, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
+}
+
+var (
+	file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescOnce sync.Once
+	file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescData = file_teleport_userpreferences_v1_cluster_preferences_proto_rawDesc
+)
+
+func file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescGZIP() []byte {
+	file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescOnce.Do(func() {
+		file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescData = protoimpl.X.CompressGZIP(file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescData)
+	})
+	return file_teleport_userpreferences_v1_cluster_preferences_proto_rawDescData
+}
+
+var file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes = make([]protoimpl.MessageInfo, 2)
+var file_teleport_userpreferences_v1_cluster_preferences_proto_goTypes = []interface{}{
+	(*PinnedResourcesUserPreferences)(nil), // 0: teleport.userpreferences.v1.PinnedResourcesUserPreferences
+	(*ClusterUserPreferences)(nil),         // 1: teleport.userpreferences.v1.ClusterUserPreferences
+}
+var file_teleport_userpreferences_v1_cluster_preferences_proto_depIdxs = []int32{
+	0, // 0: teleport.userpreferences.v1.ClusterUserPreferences.pinned_resources:type_name -> teleport.userpreferences.v1.PinnedResourcesUserPreferences
+	1, // [1:1] is the sub-list for method output_type
+	1, // [1:1] is the sub-list for method input_type
+	1, // [1:1] is the sub-list for extension type_name
+	1, // [1:1] is the sub-list for extension extendee
+	0, // [0:1] is the sub-list for field type_name
+}
+
+func init() { file_teleport_userpreferences_v1_cluster_preferences_proto_init() }
+func file_teleport_userpreferences_v1_cluster_preferences_proto_init() {
+	if File_teleport_userpreferences_v1_cluster_preferences_proto != nil {
+		return
+	}
+	if !protoimpl.UnsafeEnabled {
+		file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*PinnedResourcesUserPreferences); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*ClusterUserPreferences); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+	}
+	type x struct{}
+	out := protoimpl.TypeBuilder{
+		File: protoimpl.DescBuilder{
+			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
+			RawDescriptor: file_teleport_userpreferences_v1_cluster_preferences_proto_rawDesc,
+			NumEnums:      0,
+			NumMessages:   2,
+			NumExtensions: 0,
+			NumServices:   0,
+		},
+		GoTypes:           file_teleport_userpreferences_v1_cluster_preferences_proto_goTypes,
+		DependencyIndexes: file_teleport_userpreferences_v1_cluster_preferences_proto_depIdxs,
+		MessageInfos:      file_teleport_userpreferences_v1_cluster_preferences_proto_msgTypes,
+	}.Build()
+	File_teleport_userpreferences_v1_cluster_preferences_proto = out.File
+	file_teleport_userpreferences_v1_cluster_preferences_proto_rawDesc = nil
+	file_teleport_userpreferences_v1_cluster_preferences_proto_goTypes = nil
+	file_teleport_userpreferences_v1_cluster_preferences_proto_depIdxs = nil
+}
diff --git a/api/gen/proto/go/userpreferences/v1/userpreferences.pb.go b/api/gen/proto/go/userpreferences/v1/userpreferences.pb.go
index 85f08816262a8..49635d3d8e266 100644
--- a/api/gen/proto/go/userpreferences/v1/userpreferences.pb.go
+++ b/api/gen/proto/go/userpreferences/v1/userpreferences.pb.go
@@ -47,6 +47,8 @@ type UserPreferences struct {
 	Theme Theme `protobuf:"varint,2,opt,name=theme,proto3,enum=teleport.userpreferences.v1.Theme" json:"theme,omitempty"`
 	// onboard is the preferences from the onboarding questionnaire.
 	Onboard *OnboardUserPreferences `protobuf:"bytes,3,opt,name=onboard,proto3" json:"onboard,omitempty"`
+	// cluster_preferences are user preferences saved per cluster.
+	ClusterPreferences *ClusterUserPreferences `protobuf:"bytes,4,opt,name=cluster_preferences,json=clusterPreferences,proto3" json:"cluster_preferences,omitempty"`
 }
 
 func (x *UserPreferences) Reset() {
@@ -102,6 +104,13 @@ func (x *UserPreferences) GetOnboard() *OnboardUserPreferences {
 	return nil
 }
 
+func (x *UserPreferences) GetClusterPreferences() *ClusterUserPreferences {
+	if x != nil {
+		return x.ClusterPreferences
+	}
+	return nil
+}
+
 // GetUserPreferencesRequest is a request to get the user preferences.
 type GetUserPreferencesRequest struct {
 	state         protoimpl.MessageState
@@ -251,68 +260,77 @@ var file_teleport_userpreferences_v1_userpreferences_proto_rawDesc = []byte{
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 }
 
 var (
@@ -336,23 +354,25 @@ var file_teleport_userpreferences_v1_userpreferences_proto_goTypes = []interface
 	(*AssistUserPreferences)(nil),        // 4: teleport.userpreferences.v1.AssistUserPreferences
 	(Theme)(0),                           // 5: teleport.userpreferences.v1.Theme
 	(*OnboardUserPreferences)(nil),       // 6: teleport.userpreferences.v1.OnboardUserPreferences
-	(*emptypb.Empty)(nil),                // 7: google.protobuf.Empty
+	(*ClusterUserPreferences)(nil),       // 7: teleport.userpreferences.v1.ClusterUserPreferences
+	(*emptypb.Empty)(nil),                // 8: google.protobuf.Empty
 }
 var file_teleport_userpreferences_v1_userpreferences_proto_depIdxs = []int32{
 	4, // 0: teleport.userpreferences.v1.UserPreferences.assist:type_name -> teleport.userpreferences.v1.AssistUserPreferences
 	5, // 1: teleport.userpreferences.v1.UserPreferences.theme:type_name -> teleport.userpreferences.v1.Theme
 	6, // 2: teleport.userpreferences.v1.UserPreferences.onboard:type_name -> teleport.userpreferences.v1.OnboardUserPreferences
-	0, // 3: teleport.userpreferences.v1.GetUserPreferencesResponse.preferences:type_name -> teleport.userpreferences.v1.UserPreferences
-	0, // 4: teleport.userpreferences.v1.UpsertUserPreferencesRequest.preferences:type_name -> teleport.userpreferences.v1.UserPreferences
-	1, // 5: teleport.userpreferences.v1.UserPreferencesService.GetUserPreferences:input_type -> teleport.userpreferences.v1.GetUserPreferencesRequest
-	3, // 6: teleport.userpreferences.v1.UserPreferencesService.UpsertUserPreferences:input_type -> teleport.userpreferences.v1.UpsertUserPreferencesRequest
-	2, // 7: teleport.userpreferences.v1.UserPreferencesService.GetUserPreferences:output_type -> teleport.userpreferences.v1.GetUserPreferencesResponse
-	7, // 8: teleport.userpreferences.v1.UserPreferencesService.UpsertUserPreferences:output_type -> google.protobuf.Empty
-	7, // [7:9] is the sub-list for method output_type
-	5, // [5:7] is the sub-list for method input_type
-	5, // [5:5] is the sub-list for extension type_name
-	5, // [5:5] is the sub-list for extension extendee
-	0, // [0:5] is the sub-list for field type_name
+	7, // 3: teleport.userpreferences.v1.UserPreferences.cluster_preferences:type_name -> teleport.userpreferences.v1.ClusterUserPreferences
+	0, // 4: teleport.userpreferences.v1.GetUserPreferencesResponse.preferences:type_name -> teleport.userpreferences.v1.UserPreferences
+	0, // 5: teleport.userpreferences.v1.UpsertUserPreferencesRequest.preferences:type_name -> teleport.userpreferences.v1.UserPreferences
+	1, // 6: teleport.userpreferences.v1.UserPreferencesService.GetUserPreferences:input_type -> teleport.userpreferences.v1.GetUserPreferencesRequest
+	3, // 7: teleport.userpreferences.v1.UserPreferencesService.UpsertUserPreferences:input_type -> teleport.userpreferences.v1.UpsertUserPreferencesRequest
+	2, // 8: teleport.userpreferences.v1.UserPreferencesService.GetUserPreferences:output_type -> teleport.userpreferences.v1.GetUserPreferencesResponse
+	8, // 9: teleport.userpreferences.v1.UserPreferencesService.UpsertUserPreferences:output_type -> google.protobuf.Empty
+	8, // [8:10] is the sub-list for method output_type
+	6, // [6:8] is the sub-list for method input_type
+	6, // [6:6] is the sub-list for extension type_name
+	6, // [6:6] is the sub-list for extension extendee
+	0, // [0:6] is the sub-list for field type_name
 }
 
 func init() { file_teleport_userpreferences_v1_userpreferences_proto_init() }
@@ -361,6 +381,7 @@ func file_teleport_userpreferences_v1_userpreferences_proto_init() {
 		return
 	}
 	file_teleport_userpreferences_v1_assist_proto_init()
+	file_teleport_userpreferences_v1_cluster_preferences_proto_init()
 	file_teleport_userpreferences_v1_onboard_proto_init()
 	file_teleport_userpreferences_v1_theme_proto_init()
 	if !protoimpl.UnsafeEnabled {
diff --git a/api/proto/teleport/userpreferences/v1/cluster_preferences.proto b/api/proto/teleport/userpreferences/v1/cluster_preferences.proto
new file mode 100644
index 0000000000000..cd9d6cc1b7d64
--- /dev/null
+++ b/api/proto/teleport/userpreferences/v1/cluster_preferences.proto
@@ -0,0 +1,32 @@
+// Copyright 2023 Gravitational, Inc
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//      http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+syntax = "proto3";
+
+package teleport.userpreferences.v1;
+
+option go_package = "github.com/gravitational/teleport/api/gen/proto/go/userpreferences/v1;userpreferencesv1";
+
+// PinnedResourcesUserPreferences is a collection of resource IDs that will be
+// displayed in the user's pinned resources tab in the Web UI.
+message PinnedResourcesUserPreferences {
+  // resource_ids is a list of unified resource name sort keys.
+  repeated string resource_ids = 1;
+}
+
+// ClusterUserPreferences are user preferences saved per cluster.
+message ClusterUserPreferences {
+  // pinned_resources is a list of pinned resources.
+  PinnedResourcesUserPreferences pinned_resources = 1;
+}
diff --git a/api/proto/teleport/userpreferences/v1/userpreferences.proto b/api/proto/teleport/userpreferences/v1/userpreferences.proto
index 229a768f444c7..452121b654273 100644
--- a/api/proto/teleport/userpreferences/v1/userpreferences.proto
+++ b/api/proto/teleport/userpreferences/v1/userpreferences.proto
@@ -18,6 +18,7 @@ package teleport.userpreferences.v1;
 
 import "google/protobuf/empty.proto";
 import "teleport/userpreferences/v1/assist.proto";
+import "teleport/userpreferences/v1/cluster_preferences.proto";
 import "teleport/userpreferences/v1/onboard.proto";
 import "teleport/userpreferences/v1/theme.proto";
 
@@ -31,6 +32,8 @@ message UserPreferences {
   Theme theme = 2;
   // onboard is the preferences from the onboarding questionnaire.
   v1.OnboardUserPreferences onboard = 3;
+  // cluster_preferences are user preferences saved per cluster.
+  v1.ClusterUserPreferences cluster_preferences = 4;
 }
 
 // GetUserPreferencesRequest is a request to get the user preferences.
diff --git a/lib/auth/userpreferences/userpreferencesv1/service.go b/lib/auth/userpreferences/userpreferencesv1/service.go
index 37393f0c770ad..e09ca4d885714 100644
--- a/lib/auth/userpreferences/userpreferencesv1/service.go
+++ b/lib/auth/userpreferences/userpreferencesv1/service.go
@@ -70,10 +70,6 @@ func (a *Service) GetUserPreferences(ctx context.Context, _ *userpreferences.Get
 		return nil, trace.Wrap(err)
 	}
 
-	if !authz.IsLocalUser(*authCtx) {
-		return nil, trace.AccessDenied("Non-local user cannot get user preferences")
-	}
-
 	username := authCtx.User.GetName()
 
 	prefs, err := a.backend.GetUserPreferences(ctx, username)
@@ -92,9 +88,6 @@ func (a *Service) UpsertUserPreferences(ctx context.Context, req *userpreference
 	if err != nil {
 		return nil, trace.Wrap(err)
 	}
-	if !authz.IsLocalUser(*authCtx) {
-		return nil, trace.AccessDenied("Non-local user cannot upsert user preferences")
-	}
 
 	username := authCtx.User.GetName()
 
diff --git a/lib/auth/userpreferences/userpreferencesv1/service_test.go b/lib/auth/userpreferences/userpreferencesv1/service_test.go
index 2fb1b2e627c51..1b943a978f76c 100644
--- a/lib/auth/userpreferences/userpreferencesv1/service_test.go
+++ b/lib/auth/userpreferences/userpreferencesv1/service_test.go
@@ -62,6 +62,9 @@ func TestService_GetUserPreferences(t *testing.T) {
 						PreferredResources: []userpreferencesv1.Resource{},
 						MarketingParams:    &userpreferencesv1.MarketingParams{},
 					},
+					ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+						PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{},
+					},
 				},
 			},
 			wantErr: assert.NoError,
@@ -101,6 +104,11 @@ func TestService_UpsertUserPreferences(t *testing.T) {
 		Onboard: &userpreferencesv1.OnboardUserPreferences{
 			PreferredResources: []userpreferencesv1.Resource{},
 		},
+		ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+			PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+				ResourceIds: []string{"node1", "node2"},
+			},
+		},
 	}
 
 	tests := []struct {
diff --git a/lib/services/local/userpreferences.go b/lib/services/local/userpreferences.go
index 45053e9d61a90..75a1777ca9d21 100644
--- a/lib/services/local/userpreferences.go
+++ b/lib/services/local/userpreferences.go
@@ -45,6 +45,9 @@ func DefaultUserPreferences() *userpreferencesv1.UserPreferences {
 			PreferredResources: []userpreferencesv1.Resource{},
 			MarketingParams:    &userpreferencesv1.MarketingParams{},
 		},
+		ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+			PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{},
+		},
 	}
 }
 
@@ -78,19 +81,7 @@ func (u *UserPreferencesService) UpsertUserPreferences(ctx context.Context, user
 		return trace.Wrap(err)
 	}
 
-	preferences, err := u.getUserPreferences(ctx, username)
-	if err != nil {
-		if !trace.IsNotFound(err) {
-			return trace.Wrap(err)
-		}
-		preferences = DefaultUserPreferences()
-	}
-
-	if err := overwriteValues(preferences, prefs); err != nil {
-		return trace.Wrap(err)
-	}
-
-	item, err := createBackendItem(username, preferences)
+	item, err := createBackendItem(username, prefs)
 	if err != nil {
 		return trace.Wrap(err)
 	}
diff --git a/lib/services/local/userpreferences_test.go b/lib/services/local/userpreferences_test.go
index 2794eabeee0c5..965035ceae650 100644
--- a/lib/services/local/userpreferences_test.go
+++ b/lib/services/local/userpreferences_test.go
@@ -43,6 +43,37 @@ func newUserPreferencesService(t *testing.T) *local.UserPreferencesService {
 	return local.NewUserPreferencesService(backend)
 }
 
+func TestUserPreferences_ClusterPreferences(t *testing.T) {
+	t.Parallel()
+
+	ctx := context.Background()
+	defaultPref := local.DefaultUserPreferences()
+	defaultPref.ClusterPreferences = &userpreferencesv1.ClusterUserPreferences{
+		PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+			ResourceIds: []string{"123", "234"},
+		},
+	}
+
+	username := "something"
+	identity := newUserPreferencesService(t)
+
+	err := identity.UpsertUserPreferences(ctx, username, defaultPref)
+	require.NoError(t, err)
+
+	res, err := identity.GetUserPreferences(ctx, username)
+	require.NoError(t, err)
+
+	require.Empty(t, cmp.Diff(defaultPref, res, protocmp.Transform()))
+
+	// send empty preferences, cluster prefs should be overwritten
+	reqPrefs := local.DefaultUserPreferences()
+	err = identity.UpsertUserPreferences(ctx, username, reqPrefs)
+	require.NoError(t, err)
+	res, err = identity.GetUserPreferences(ctx, username)
+	require.NoError(t, err)
+	require.Empty(t, cmp.Diff(reqPrefs, res, protocmp.Transform()))
+}
+
 func TestUserPreferencesCRUD(t *testing.T) {
 	t.Parallel()
 
@@ -68,9 +99,10 @@ func TestUserPreferencesCRUD(t *testing.T) {
 				},
 			},
 			expected: &userpreferencesv1.UserPreferences{
-				Assist:  defaultPref.Assist,
-				Onboard: defaultPref.Onboard,
-				Theme:   userpreferencesv1.Theme_THEME_DARK,
+				Assist:             defaultPref.Assist,
+				Onboard:            defaultPref.Onboard,
+				Theme:              userpreferencesv1.Theme_THEME_DARK,
+				ClusterPreferences: defaultPref.ClusterPreferences,
 			},
 		},
 		{
@@ -93,6 +125,7 @@ func TestUserPreferencesCRUD(t *testing.T) {
 					PreferredLogins: []string{"foo", "bar"},
 					ViewMode:        defaultPref.Assist.ViewMode,
 				},
+				ClusterPreferences: defaultPref.ClusterPreferences,
 			},
 		},
 		{
@@ -111,6 +144,7 @@ func TestUserPreferencesCRUD(t *testing.T) {
 					PreferredLogins: defaultPref.Assist.PreferredLogins,
 					ViewMode:        userpreferencesv1.AssistViewMode_ASSIST_VIEW_MODE_POPUP_EXPANDED_SIDEBAR_VISIBLE,
 				},
+				ClusterPreferences: defaultPref.ClusterPreferences,
 			},
 		},
 		{
@@ -140,6 +174,29 @@ func TestUserPreferencesCRUD(t *testing.T) {
 						Intent:   "i_1",
 					},
 				},
+				ClusterPreferences: defaultPref.ClusterPreferences,
+			},
+		},
+		{
+			name: "update cluster preference only",
+			req: &userpreferencesv1.UpsertUserPreferencesRequest{
+				Preferences: &userpreferencesv1.UserPreferences{
+					ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+						PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+							ResourceIds: []string{"node1", "node2"},
+						},
+					},
+				},
+			},
+			expected: &userpreferencesv1.UserPreferences{
+				Assist:  defaultPref.Assist,
+				Theme:   defaultPref.Theme,
+				Onboard: defaultPref.Onboard,
+				ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+					PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+						ResourceIds: []string{"node1", "node2"},
+					},
+				},
 			},
 		},
 		{
@@ -160,6 +217,11 @@ func TestUserPreferencesCRUD(t *testing.T) {
 							Intent:   "i_2",
 						},
 					},
+					ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+						PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+							ResourceIds: []string{"node1", "node2"},
+						},
+					},
 				},
 			},
 			expected: &userpreferencesv1.UserPreferences{
@@ -177,6 +239,11 @@ func TestUserPreferencesCRUD(t *testing.T) {
 						Intent:   "i_2",
 					},
 				},
+				ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+					PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+						ResourceIds: []string{"node1", "node2"},
+					},
+				},
 			},
 		},
 	}
diff --git a/lib/web/apiserver.go b/lib/web/apiserver.go
index ecccb1af0a23d..830bda5893efe 100644
--- a/lib/web/apiserver.go
+++ b/lib/web/apiserver.go
@@ -861,6 +861,12 @@ func (h *Handler) bindDefaultEndpoints() {
 
 	// Updates the user's preferences
 	h.PUT("/webapi/user/preferences", h.WithAuth(h.updateUserPreferences))
+
+	// Fetches the user's cluster preferences.
+	h.GET("/webapi/user/preferences/:site", h.WithClusterAuth(h.getUserClusterPreferences))
+
+	// Updates the user's cluster preferences.
+	h.PUT("/webapi/user/preferences/:site", h.WithClusterAuth(h.updateUserClusterPreferences))
 }
 
 // GetProxyClient returns authenticated auth server client
diff --git a/lib/web/userpreferences.go b/lib/web/userpreferences.go
index ececb5af1e9ed..01611ac938b27 100644
--- a/lib/web/userpreferences.go
+++ b/lib/web/userpreferences.go
@@ -24,6 +24,7 @@ import (
 
 	userpreferencesv1 "github.com/gravitational/teleport/api/gen/proto/go/userpreferences/v1"
 	"github.com/gravitational/teleport/lib/httplib"
+	"github.com/gravitational/teleport/lib/reversetunnelclient"
 )
 
 // AssistUserPreferencesResponse is the JSON response for the assist user preferences.
@@ -44,16 +45,21 @@ type OnboardUserPreferencesResponse struct {
 	MarketingParams    preferencesMarketingParams   `json:"marketingParams"`
 }
 
+// ClusterUserPreferencesResponse is the JSON response for the user's cluster preferences.
+type ClusterUserPreferencesResponse struct {
+	PinnedResources []string `json:"pinnedResources"`
+}
+
 // UserPreferencesResponse is the JSON response for the user preferences.
 type UserPreferencesResponse struct {
-	Assist  AssistUserPreferencesResponse  `json:"assist"`
-	Theme   userpreferencesv1.Theme        `json:"theme"`
-	Onboard OnboardUserPreferencesResponse `json:"onboard"`
+	Assist             AssistUserPreferencesResponse  `json:"assist"`
+	Theme              userpreferencesv1.Theme        `json:"theme"`
+	Onboard            OnboardUserPreferencesResponse `json:"onboard"`
+	ClusterPreferences ClusterUserPreferencesResponse `json:"clusterPreferences,omitempty"`
 }
 
-// getUserPreferences is a handler for GET /webapi/user/preferences
-func (h *Handler) getUserPreferences(_ http.ResponseWriter, r *http.Request, _ httprouter.Params, sctx *SessionContext) (any, error) {
-	authClient, err := sctx.GetClient()
+func (h *Handler) getUserClusterPreferences(_ http.ResponseWriter, r *http.Request, p httprouter.Params, sctx *SessionContext, site reversetunnelclient.RemoteSite) (interface{}, error) {
+	authClient, err := sctx.GetUserClient(r.Context(), site)
 	if err != nil {
 		return nil, trace.Wrap(err)
 	}
@@ -63,23 +69,48 @@ func (h *Handler) getUserPreferences(_ http.ResponseWriter, r *http.Request, _ h
 		return nil, trace.Wrap(err)
 	}
 
-	return userPreferencesResponse(resp.Preferences), nil
+	return resp.Preferences.ClusterPreferences, nil
 }
 
-// updateUserPreferences is a handler for PUT /webapi/user/preferences.
-func (h *Handler) updateUserPreferences(_ http.ResponseWriter, r *http.Request, _ httprouter.Params, sctx *SessionContext) (any, error) {
+// updateUserClusterPreferences is a handler for PUT /webapi/user/preferences.
+func (h *Handler) updateUserClusterPreferences(_ http.ResponseWriter, r *http.Request, p httprouter.Params, sctx *SessionContext, site reversetunnelclient.RemoteSite) (any, error) {
 	req := UserPreferencesResponse{}
 
 	if err := httplib.ReadJSON(r, &req); err != nil {
 		return nil, trace.Wrap(err)
 	}
 
+	authClient, err := sctx.GetUserClient(r.Context(), site)
+	if err != nil {
+		return nil, trace.Wrap(err)
+	}
+
+	preferences := makePreferenceRequest(req)
+
+	if err := authClient.UpsertUserPreferences(r.Context(), preferences); err != nil {
+		return nil, trace.Wrap(err)
+	}
+
+	return OK(), nil
+}
+
+// getUserPreferences is a handler for GET /webapi/user/preferences.
+func (h *Handler) getUserPreferences(_ http.ResponseWriter, r *http.Request, _ httprouter.Params, sctx *SessionContext) (any, error) {
 	authClient, err := sctx.GetClient()
 	if err != nil {
 		return nil, trace.Wrap(err)
 	}
 
-	preferences := &userpreferencesv1.UpsertUserPreferencesRequest{
+	resp, err := authClient.GetUserPreferences(r.Context(), &userpreferencesv1.GetUserPreferencesRequest{})
+	if err != nil {
+		return nil, trace.Wrap(err)
+	}
+
+	return userPreferencesResponse(resp.Preferences), nil
+}
+
+func makePreferenceRequest(req UserPreferencesResponse) *userpreferencesv1.UpsertUserPreferencesRequest {
+	return &userpreferencesv1.UpsertUserPreferencesRequest{
 		Preferences: &userpreferencesv1.UserPreferences{
 			Theme: req.Theme,
 			Assist: &userpreferencesv1.AssistUserPreferences{
@@ -95,9 +126,29 @@ func (h *Handler) updateUserPreferences(_ http.ResponseWriter, r *http.Request,
 					Intent:   req.Onboard.MarketingParams.Intent,
 				},
 			},
+			ClusterPreferences: &userpreferencesv1.ClusterUserPreferences{
+				PinnedResources: &userpreferencesv1.PinnedResourcesUserPreferences{
+					ResourceIds: req.ClusterPreferences.PinnedResources,
+				},
+			},
 		},
 	}
+}
+
+// updateUserPreferences is a handler for PUT /webapi/user/preferences.
+func (h *Handler) updateUserPreferences(_ http.ResponseWriter, r *http.Request, _ httprouter.Params, sctx *SessionContext) (any, error) {
+	var req UserPreferencesResponse
+
+	if err := httplib.ReadJSON(r, &req); err != nil {
+		return nil, trace.Wrap(err)
+	}
+
+	authClient, err := sctx.GetClient()
+	if err != nil {
+		return nil, trace.Wrap(err)
+	}
 
+	preferences := makePreferenceRequest(req)
 	if err := authClient.UpsertUserPreferences(r.Context(), preferences); err != nil {
 		return nil, trace.Wrap(err)
 	}
diff --git a/web/packages/teleport/src/config.ts b/web/packages/teleport/src/config.ts
index b4623812a8ffa..8ca868eb7dc26 100644
--- a/web/packages/teleport/src/config.ts
+++ b/web/packages/teleport/src/config.ts
@@ -268,11 +268,18 @@ const cfg = {
     assistExecuteCommandWebSocketPath:
       'wss://:hostname/v1/webapi/command/:clusterId/execute',
     userPreferencesPath: '/v1/webapi/user/preferences',
+    userClusterPreferencesPath: '/v1/webapi/user/preferences/:clusterId',
 
     // Assist needs some access request info to exist in OSS
     accessRequestPath: '/v1/enterprise/accessrequest/:requestId?',
   },
 
+  getUserClusterPreferencesUrl(clusterId: string) {
+    return generatePath(cfg.api.userClusterPreferencesPath, {
+      clusterId,
+    });
+  },
+
   getAppFqdnUrl(params: UrlAppParams) {
     return generatePath(cfg.api.appFqdnPath, { ...params });
   },
diff --git a/web/packages/teleport/src/services/userPreferences/types.ts b/web/packages/teleport/src/services/userPreferences/types.ts
index 9777e12fbcaa6..73b7ef59e4741 100644
--- a/web/packages/teleport/src/services/userPreferences/types.ts
+++ b/web/packages/teleport/src/services/userPreferences/types.ts
@@ -48,8 +48,17 @@ export interface UserPreferences {
   theme: ThemePreference;
   assist: AssistUserPreferences;
   onboard: OnboardUserPreferences;
+  clusterPreferences: UserClusterPreferences;
 }
 
+// UserClusterPreferences are user preferences that are
+// different per cluster.
+export interface UserClusterPreferences {
+  // pinnedResources is an array of resource IDs.
+  pinnedResources: string[];
+}
+
+export type GetUserClusterPreferencesResponse = UserClusterPreferences;
 export type GetUserPreferencesResponse = UserPreferences;
 
 export function deprecatedThemeToThemePreference(
diff --git a/web/packages/teleport/src/services/userPreferences/userPreferences.ts b/web/packages/teleport/src/services/userPreferences/userPreferences.ts
index bbc6adab50703..eb7bd04c5103a 100644
--- a/web/packages/teleport/src/services/userPreferences/userPreferences.ts
+++ b/web/packages/teleport/src/services/userPreferences/userPreferences.ts
@@ -21,7 +21,9 @@ import { ViewMode } from 'teleport/Assist/types';
 import { ThemePreference } from 'teleport/services/userPreferences/types';
 
 import type {
+  GetUserClusterPreferencesResponse,
   GetUserPreferencesResponse,
+  UserClusterPreferences,
   UserPreferences,
 } from 'teleport/services/userPreferences/types';
 
@@ -33,6 +35,21 @@ export async function getUserPreferences() {
   return res;
 }
 
+export async function getUserClusterPreferences(clusterId: string) {
+  const res: GetUserClusterPreferencesResponse = await api.get(
+    cfg.getUserClusterPreferencesUrl(clusterId)
+  );
+
+  return res;
+}
+
+export function updateUserClusterPreferences(
+  clusterId: string,
+  preferences: Partial<UserPreferences>
+) {
+  return api.put(cfg.getUserClusterPreferencesUrl(clusterId), preferences);
+}
+
 export function updateUserPreferences(preferences: Partial<UserPreferences>) {
   return api.put(cfg.api.userPreferencesPath, preferences);
 }
@@ -53,5 +70,12 @@ export function makeDefaultUserPreferences(): UserPreferences {
         intent: '',
       },
     },
+    clusterPreferences: makeDefaultUserClusterPreferences(),
+  };
+}
+
+export function makeDefaultUserClusterPreferences(): UserClusterPreferences {
+  return {
+    pinnedResources: [],
   };
 }