diff --git a/go.mod b/go.mod
index f116fffa831..8f9d12581ad 100644
--- a/go.mod
+++ b/go.mod
@@ -25,7 +25,7 @@ require (
 	golang.org/x/lint v0.0.0-20200302205851-738671d3881b // indirect
 	golang.org/x/net v0.0.0-20200513185701-a91f0712d120
 	golang.org/x/sys v0.0.0-20200515095857-1151b9dac4a9 // indirect
-	golang.org/x/tools v0.0.0-20200604042327-9b20fe4cabe8 // indirect
+	golang.org/x/tools v0.0.0-20200622203043-20e05c1c8ffa // indirect
 	google.golang.org/grpc v1.29.1
 	google.golang.org/protobuf v1.24.0 // indirect
 	gopkg.in/russross/blackfriday.v2 v2.0.0 // indirect
diff --git a/go.sum b/go.sum
index 4be66277bcf..7038e78cbc0 100644
--- a/go.sum
+++ b/go.sum
@@ -78,6 +78,7 @@ github.com/evanphx/json-patch v0.0.0-20190203023257-5858425f7550/go.mod h1:50XU6
 github.com/evanphx/json-patch v4.2.0+incompatible/go.mod h1:50XU6AFN0ol/bzJsmQLiYLvXMP4fmwYFNcr97nuDLSk=
 github.com/feast-dev/feast/sdk/go v0.0.0-20200516052424-09ff3dda724c h1:jltCNN1tpaFxCslQtHUfU5u5qodH/D8rqPmxvRWGNWM=
 github.com/feast-dev/feast/sdk/go v0.0.0-20200516052424-09ff3dda724c/go.mod h1:F3sMDmJ9hxjlh0Z7fM6/atvMJd8moahKxUF1LCzVthQ=
+github.com/feast-dev/feast/sdk/go v0.5.0 h1:h4UiFgqeWrw9voPqigwiSYWl/vjUn2mgoUAFIa29s3A=
 github.com/fsnotify/fsnotify v1.4.7 h1:IXs+QLmnXW2CcXuY+8Mzv/fWEsPGWxqefPtCP5CnV9I=
 github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo=
 github.com/getkin/kin-openapi v0.1.1-0.20190507152207-d3180292eead/go.mod h1:V1z9xl9oF5Wt7v32ne4FmiF1alpS4dM6mNzoywPOXlk=
@@ -471,6 +472,8 @@ golang.org/x/tools v0.0.0-20200521211927-2b542361a4fc/go.mod h1:EkVYQZoAsY45+roY
 golang.org/x/tools v0.0.0-20200601175630-2caf76543d99/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
 golang.org/x/tools v0.0.0-20200604042327-9b20fe4cabe8 h1:8Xr1qwxn90MXYKftwNxIO2g4J+26naghxFS5rYiTZww=
 golang.org/x/tools v0.0.0-20200604042327-9b20fe4cabe8/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
+golang.org/x/tools v0.0.0-20200622203043-20e05c1c8ffa h1:mMXQKlWCw9mIWgVLLfiycDZjMHMMYqiuakI4E/l2xcA=
+golang.org/x/tools v0.0.0-20200622203043-20e05c1c8ffa/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543 h1:E7g+9GITq07hpfrRu66IVDexMakfv52eLZ2CXBWiKr4=
diff --git a/protos/feast/serving/ServingService.proto b/protos/feast/serving/ServingService.proto
index f11cd124f96..4a37df2c94a 100644
--- a/protos/feast/serving/ServingService.proto
+++ b/protos/feast/serving/ServingService.proto
@@ -91,6 +91,11 @@ message GetOnlineFeaturesRequest {
     // values will be returned.
     bool omit_entities_in_response = 3;
 
+    // Optional field to specify project name override. If specified, uses the 
+    // given project for retrieval. Overrides the projects specified in
+    // Feature References if both are specified.
+    string project = 5;
+
     message EntityRow {
         // Request timestamp of this row. This value will be used, 
         // together with maxAge, to determine feature staleness.
diff --git a/sdk/go/client.go b/sdk/go/client.go
index 617c37a6f10..eb9fb5bc81b 100644
--- a/sdk/go/client.go
+++ b/sdk/go/client.go
@@ -6,7 +6,6 @@ import (
 	"github.com/opentracing/opentracing-go"
 
 	"github.com/feast-dev/feast/sdk/go/protos/feast/serving"
-	"github.com/feast-dev/feast/sdk/go/protos/feast/types"
 	"google.golang.org/grpc"
 
 	"go.opencensus.io/plugin/ocgrpc"
@@ -58,28 +57,6 @@ func (fc *GrpcClient) GetOnlineFeatures(ctx context.Context, req *OnlineFeatures
 			entityRefs[ref] = struct{}{}
 		}
 	}
-
-	// strip projects from feature refs recieved
-	for _, fieldValues := range resp.GetFieldValues() {
-		stripFields := make(map[string]*types.Value, len(fieldValues.Fields))
-		stripStatuses := make(map[string]serving.GetOnlineFeaturesResponse_FieldStatus, len(fieldValues.Statuses))
-		for refStr, _ := range fieldValues.Fields {
-			_, isEntity := entityRefs[refStr]
-			stripRefStr := refStr
-			if !isEntity { // is feature ref
-				featureRef, err := parseFeatureRef(refStr, true)
-				if err != nil {
-					return nil, err
-				}
-				stripRefStr = toFeatureRefStr(featureRef)
-			}
-
-			stripFields[stripRefStr] = fieldValues.Fields[refStr]
-			stripStatuses[stripRefStr] = fieldValues.Statuses[refStr]
-		}
-		fieldValues.Fields, fieldValues.Statuses = stripFields, stripStatuses
-	}
-
 	return &OnlineFeaturesResponse{RawResponse: resp}, err
 }
 
diff --git a/sdk/go/client_test.go b/sdk/go/client_test.go
index 49fbe83266c..ab04cdeaa15 100644
--- a/sdk/go/client_test.go
+++ b/sdk/go/client_test.go
@@ -34,25 +34,6 @@ func TestGetOnlineFeatures(t *testing.T) {
 				},
 				Project: "driver_project",
 			},
-			// check GetOnlineFeatures() should strip projects returned from serving
-			recieve: OnlineFeaturesResponse{
-				RawResponse: &serving.GetOnlineFeaturesResponse{
-					FieldValues: []*serving.GetOnlineFeaturesResponse_FieldValues{
-						{
-							Fields: map[string]*types.Value{
-								"driver_project/driver:rating": Int64Val(1),
-								"driver_project/rating":        Int64Val(1),
-								"driver_project/null_value":    {},
-							},
-							Statuses: map[string]serving.GetOnlineFeaturesResponse_FieldStatus{
-								"driver_project/driver:rating": serving.GetOnlineFeaturesResponse_PRESENT,
-								"driver_project/rating":        serving.GetOnlineFeaturesResponse_PRESENT,
-								"driver_project/null_value":    serving.GetOnlineFeaturesResponse_NULL_VALUE,
-							},
-						},
-					},
-				},
-			},
 			want: OnlineFeaturesResponse{
 				RawResponse: &serving.GetOnlineFeaturesResponse{
 					FieldValues: []*serving.GetOnlineFeaturesResponse_FieldValues{
@@ -83,7 +64,7 @@ func TestGetOnlineFeatures(t *testing.T) {
 			ctx := context.Background()
 			_, traceCtx := opentracing.StartSpanFromContext(ctx, "get_online_features")
 			rawRequest, _ := tc.req.buildRequest()
-			resp := tc.recieve.RawResponse
+			resp := tc.want.RawResponse
 			cli.EXPECT().GetOnlineFeatures(traceCtx, rawRequest).Return(resp, nil).Times(1)
 
 			client := &GrpcClient{
diff --git a/sdk/go/protos/feast/core/CoreService.pb.go b/sdk/go/protos/feast/core/CoreService.pb.go
index a6d1dee6651..f0e35be844c 100644
--- a/sdk/go/protos/feast/core/CoreService.pb.go
+++ b/sdk/go/protos/feast/core/CoreService.pb.go
@@ -101,7 +101,7 @@ func (x ApplyFeatureSetResponse_Status) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use ApplyFeatureSetResponse_Status.Descriptor instead.
 func (ApplyFeatureSetResponse_Status) EnumDescriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{7, 0}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{9, 0}
 }
 
 type UpdateStoreResponse_Status int32
@@ -149,7 +149,7 @@ func (x UpdateStoreResponse_Status) Number() protoreflect.EnumNumber {
 
 // Deprecated: Use UpdateStoreResponse_Status.Descriptor instead.
 func (UpdateStoreResponse_Status) EnumDescriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{11, 0}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{13, 0}
 }
 
 // Request for a single feature set
@@ -353,6 +353,100 @@ func (x *ListFeatureSetsResponse) GetFeatureSets() []*FeatureSet {
 	return nil
 }
 
+type ListFeaturesRequest struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Filter *ListFeaturesRequest_Filter `protobuf:"bytes,1,opt,name=filter,proto3" json:"filter,omitempty"`
+}
+
+func (x *ListFeaturesRequest) Reset() {
+	*x = ListFeaturesRequest{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_feast_core_CoreService_proto_msgTypes[4]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *ListFeaturesRequest) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*ListFeaturesRequest) ProtoMessage() {}
+
+func (x *ListFeaturesRequest) ProtoReflect() protoreflect.Message {
+	mi := &file_feast_core_CoreService_proto_msgTypes[4]
+	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 ListFeaturesRequest.ProtoReflect.Descriptor instead.
+func (*ListFeaturesRequest) Descriptor() ([]byte, []int) {
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{4}
+}
+
+func (x *ListFeaturesRequest) GetFilter() *ListFeaturesRequest_Filter {
+	if x != nil {
+		return x.Filter
+	}
+	return nil
+}
+
+type ListFeaturesResponse struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Features map[string]*FeatureSpec `protobuf:"bytes,1,rep,name=features,proto3" json:"features,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+}
+
+func (x *ListFeaturesResponse) Reset() {
+	*x = ListFeaturesResponse{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_feast_core_CoreService_proto_msgTypes[5]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *ListFeaturesResponse) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*ListFeaturesResponse) ProtoMessage() {}
+
+func (x *ListFeaturesResponse) ProtoReflect() protoreflect.Message {
+	mi := &file_feast_core_CoreService_proto_msgTypes[5]
+	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 ListFeaturesResponse.ProtoReflect.Descriptor instead.
+func (*ListFeaturesResponse) Descriptor() ([]byte, []int) {
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{5}
+}
+
+func (x *ListFeaturesResponse) GetFeatures() map[string]*FeatureSpec {
+	if x != nil {
+		return x.Features
+	}
+	return nil
+}
+
 type ListStoresRequest struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -364,7 +458,7 @@ type ListStoresRequest struct {
 func (x *ListStoresRequest) Reset() {
 	*x = ListStoresRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[4]
+		mi := &file_feast_core_CoreService_proto_msgTypes[6]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -377,7 +471,7 @@ func (x *ListStoresRequest) String() string {
 func (*ListStoresRequest) ProtoMessage() {}
 
 func (x *ListStoresRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[4]
+	mi := &file_feast_core_CoreService_proto_msgTypes[6]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -390,7 +484,7 @@ func (x *ListStoresRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListStoresRequest.ProtoReflect.Descriptor instead.
 func (*ListStoresRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{4}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{6}
 }
 
 func (x *ListStoresRequest) GetFilter() *ListStoresRequest_Filter {
@@ -411,7 +505,7 @@ type ListStoresResponse struct {
 func (x *ListStoresResponse) Reset() {
 	*x = ListStoresResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[5]
+		mi := &file_feast_core_CoreService_proto_msgTypes[7]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -424,7 +518,7 @@ func (x *ListStoresResponse) String() string {
 func (*ListStoresResponse) ProtoMessage() {}
 
 func (x *ListStoresResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[5]
+	mi := &file_feast_core_CoreService_proto_msgTypes[7]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -437,7 +531,7 @@ func (x *ListStoresResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListStoresResponse.ProtoReflect.Descriptor instead.
 func (*ListStoresResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{5}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{7}
 }
 
 func (x *ListStoresResponse) GetStore() []*Store {
@@ -461,7 +555,7 @@ type ApplyFeatureSetRequest struct {
 func (x *ApplyFeatureSetRequest) Reset() {
 	*x = ApplyFeatureSetRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[6]
+		mi := &file_feast_core_CoreService_proto_msgTypes[8]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -474,7 +568,7 @@ func (x *ApplyFeatureSetRequest) String() string {
 func (*ApplyFeatureSetRequest) ProtoMessage() {}
 
 func (x *ApplyFeatureSetRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[6]
+	mi := &file_feast_core_CoreService_proto_msgTypes[8]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -487,7 +581,7 @@ func (x *ApplyFeatureSetRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ApplyFeatureSetRequest.ProtoReflect.Descriptor instead.
 func (*ApplyFeatureSetRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{6}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{8}
 }
 
 func (x *ApplyFeatureSetRequest) GetFeatureSet() *FeatureSet {
@@ -509,7 +603,7 @@ type ApplyFeatureSetResponse struct {
 func (x *ApplyFeatureSetResponse) Reset() {
 	*x = ApplyFeatureSetResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[7]
+		mi := &file_feast_core_CoreService_proto_msgTypes[9]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -522,7 +616,7 @@ func (x *ApplyFeatureSetResponse) String() string {
 func (*ApplyFeatureSetResponse) ProtoMessage() {}
 
 func (x *ApplyFeatureSetResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[7]
+	mi := &file_feast_core_CoreService_proto_msgTypes[9]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -535,7 +629,7 @@ func (x *ApplyFeatureSetResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ApplyFeatureSetResponse.ProtoReflect.Descriptor instead.
 func (*ApplyFeatureSetResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{7}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{9}
 }
 
 func (x *ApplyFeatureSetResponse) GetFeatureSet() *FeatureSet {
@@ -561,7 +655,7 @@ type GetFeastCoreVersionRequest struct {
 func (x *GetFeastCoreVersionRequest) Reset() {
 	*x = GetFeastCoreVersionRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[8]
+		mi := &file_feast_core_CoreService_proto_msgTypes[10]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -574,7 +668,7 @@ func (x *GetFeastCoreVersionRequest) String() string {
 func (*GetFeastCoreVersionRequest) ProtoMessage() {}
 
 func (x *GetFeastCoreVersionRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[8]
+	mi := &file_feast_core_CoreService_proto_msgTypes[10]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -587,7 +681,7 @@ func (x *GetFeastCoreVersionRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use GetFeastCoreVersionRequest.ProtoReflect.Descriptor instead.
 func (*GetFeastCoreVersionRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{8}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{10}
 }
 
 type GetFeastCoreVersionResponse struct {
@@ -601,7 +695,7 @@ type GetFeastCoreVersionResponse struct {
 func (x *GetFeastCoreVersionResponse) Reset() {
 	*x = GetFeastCoreVersionResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[9]
+		mi := &file_feast_core_CoreService_proto_msgTypes[11]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -614,7 +708,7 @@ func (x *GetFeastCoreVersionResponse) String() string {
 func (*GetFeastCoreVersionResponse) ProtoMessage() {}
 
 func (x *GetFeastCoreVersionResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[9]
+	mi := &file_feast_core_CoreService_proto_msgTypes[11]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -627,7 +721,7 @@ func (x *GetFeastCoreVersionResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use GetFeastCoreVersionResponse.ProtoReflect.Descriptor instead.
 func (*GetFeastCoreVersionResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{9}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{11}
 }
 
 func (x *GetFeastCoreVersionResponse) GetVersion() string {
@@ -648,7 +742,7 @@ type UpdateStoreRequest struct {
 func (x *UpdateStoreRequest) Reset() {
 	*x = UpdateStoreRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[10]
+		mi := &file_feast_core_CoreService_proto_msgTypes[12]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -661,7 +755,7 @@ func (x *UpdateStoreRequest) String() string {
 func (*UpdateStoreRequest) ProtoMessage() {}
 
 func (x *UpdateStoreRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[10]
+	mi := &file_feast_core_CoreService_proto_msgTypes[12]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -674,7 +768,7 @@ func (x *UpdateStoreRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use UpdateStoreRequest.ProtoReflect.Descriptor instead.
 func (*UpdateStoreRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{10}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{12}
 }
 
 func (x *UpdateStoreRequest) GetStore() *Store {
@@ -696,7 +790,7 @@ type UpdateStoreResponse struct {
 func (x *UpdateStoreResponse) Reset() {
 	*x = UpdateStoreResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[11]
+		mi := &file_feast_core_CoreService_proto_msgTypes[13]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -709,7 +803,7 @@ func (x *UpdateStoreResponse) String() string {
 func (*UpdateStoreResponse) ProtoMessage() {}
 
 func (x *UpdateStoreResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[11]
+	mi := &file_feast_core_CoreService_proto_msgTypes[13]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -722,7 +816,7 @@ func (x *UpdateStoreResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use UpdateStoreResponse.ProtoReflect.Descriptor instead.
 func (*UpdateStoreResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{11}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{13}
 }
 
 func (x *UpdateStoreResponse) GetStore() *Store {
@@ -752,7 +846,7 @@ type CreateProjectRequest struct {
 func (x *CreateProjectRequest) Reset() {
 	*x = CreateProjectRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[12]
+		mi := &file_feast_core_CoreService_proto_msgTypes[14]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -765,7 +859,7 @@ func (x *CreateProjectRequest) String() string {
 func (*CreateProjectRequest) ProtoMessage() {}
 
 func (x *CreateProjectRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[12]
+	mi := &file_feast_core_CoreService_proto_msgTypes[14]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -778,7 +872,7 @@ func (x *CreateProjectRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use CreateProjectRequest.ProtoReflect.Descriptor instead.
 func (*CreateProjectRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{12}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{14}
 }
 
 func (x *CreateProjectRequest) GetName() string {
@@ -798,7 +892,7 @@ type CreateProjectResponse struct {
 func (x *CreateProjectResponse) Reset() {
 	*x = CreateProjectResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[13]
+		mi := &file_feast_core_CoreService_proto_msgTypes[15]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -811,7 +905,7 @@ func (x *CreateProjectResponse) String() string {
 func (*CreateProjectResponse) ProtoMessage() {}
 
 func (x *CreateProjectResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[13]
+	mi := &file_feast_core_CoreService_proto_msgTypes[15]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -824,7 +918,7 @@ func (x *CreateProjectResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use CreateProjectResponse.ProtoReflect.Descriptor instead.
 func (*CreateProjectResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{13}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{15}
 }
 
 // Request for the archival of a project
@@ -840,7 +934,7 @@ type ArchiveProjectRequest struct {
 func (x *ArchiveProjectRequest) Reset() {
 	*x = ArchiveProjectRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[14]
+		mi := &file_feast_core_CoreService_proto_msgTypes[16]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -853,7 +947,7 @@ func (x *ArchiveProjectRequest) String() string {
 func (*ArchiveProjectRequest) ProtoMessage() {}
 
 func (x *ArchiveProjectRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[14]
+	mi := &file_feast_core_CoreService_proto_msgTypes[16]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -866,7 +960,7 @@ func (x *ArchiveProjectRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ArchiveProjectRequest.ProtoReflect.Descriptor instead.
 func (*ArchiveProjectRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{14}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{16}
 }
 
 func (x *ArchiveProjectRequest) GetName() string {
@@ -886,7 +980,7 @@ type ArchiveProjectResponse struct {
 func (x *ArchiveProjectResponse) Reset() {
 	*x = ArchiveProjectResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[15]
+		mi := &file_feast_core_CoreService_proto_msgTypes[17]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -899,7 +993,7 @@ func (x *ArchiveProjectResponse) String() string {
 func (*ArchiveProjectResponse) ProtoMessage() {}
 
 func (x *ArchiveProjectResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[15]
+	mi := &file_feast_core_CoreService_proto_msgTypes[17]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -912,7 +1006,7 @@ func (x *ArchiveProjectResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ArchiveProjectResponse.ProtoReflect.Descriptor instead.
 func (*ArchiveProjectResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{15}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{17}
 }
 
 // Request for listing of projects
@@ -925,7 +1019,7 @@ type ListProjectsRequest struct {
 func (x *ListProjectsRequest) Reset() {
 	*x = ListProjectsRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[16]
+		mi := &file_feast_core_CoreService_proto_msgTypes[18]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -938,7 +1032,7 @@ func (x *ListProjectsRequest) String() string {
 func (*ListProjectsRequest) ProtoMessage() {}
 
 func (x *ListProjectsRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[16]
+	mi := &file_feast_core_CoreService_proto_msgTypes[18]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -951,7 +1045,7 @@ func (x *ListProjectsRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListProjectsRequest.ProtoReflect.Descriptor instead.
 func (*ListProjectsRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{16}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{18}
 }
 
 // Response for listing of projects
@@ -967,7 +1061,7 @@ type ListProjectsResponse struct {
 func (x *ListProjectsResponse) Reset() {
 	*x = ListProjectsResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[17]
+		mi := &file_feast_core_CoreService_proto_msgTypes[19]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -980,7 +1074,7 @@ func (x *ListProjectsResponse) String() string {
 func (*ListProjectsResponse) ProtoMessage() {}
 
 func (x *ListProjectsResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[17]
+	mi := &file_feast_core_CoreService_proto_msgTypes[19]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -993,7 +1087,7 @@ func (x *ListProjectsResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListProjectsResponse.ProtoReflect.Descriptor instead.
 func (*ListProjectsResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{17}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{19}
 }
 
 func (x *ListProjectsResponse) GetProjects() []string {
@@ -1015,7 +1109,7 @@ type ListIngestionJobsRequest struct {
 func (x *ListIngestionJobsRequest) Reset() {
 	*x = ListIngestionJobsRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[18]
+		mi := &file_feast_core_CoreService_proto_msgTypes[20]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1028,7 +1122,7 @@ func (x *ListIngestionJobsRequest) String() string {
 func (*ListIngestionJobsRequest) ProtoMessage() {}
 
 func (x *ListIngestionJobsRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[18]
+	mi := &file_feast_core_CoreService_proto_msgTypes[20]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1041,7 +1135,7 @@ func (x *ListIngestionJobsRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListIngestionJobsRequest.ProtoReflect.Descriptor instead.
 func (*ListIngestionJobsRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{18}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{20}
 }
 
 func (x *ListIngestionJobsRequest) GetFilter() *ListIngestionJobsRequest_Filter {
@@ -1063,7 +1157,7 @@ type ListIngestionJobsResponse struct {
 func (x *ListIngestionJobsResponse) Reset() {
 	*x = ListIngestionJobsResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[19]
+		mi := &file_feast_core_CoreService_proto_msgTypes[21]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1076,7 +1170,7 @@ func (x *ListIngestionJobsResponse) String() string {
 func (*ListIngestionJobsResponse) ProtoMessage() {}
 
 func (x *ListIngestionJobsResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[19]
+	mi := &file_feast_core_CoreService_proto_msgTypes[21]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1089,7 +1183,7 @@ func (x *ListIngestionJobsResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListIngestionJobsResponse.ProtoReflect.Descriptor instead.
 func (*ListIngestionJobsResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{19}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{21}
 }
 
 func (x *ListIngestionJobsResponse) GetJobs() []*IngestionJob {
@@ -1112,7 +1206,7 @@ type RestartIngestionJobRequest struct {
 func (x *RestartIngestionJobRequest) Reset() {
 	*x = RestartIngestionJobRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[20]
+		mi := &file_feast_core_CoreService_proto_msgTypes[22]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1125,7 +1219,7 @@ func (x *RestartIngestionJobRequest) String() string {
 func (*RestartIngestionJobRequest) ProtoMessage() {}
 
 func (x *RestartIngestionJobRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[20]
+	mi := &file_feast_core_CoreService_proto_msgTypes[22]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1138,7 +1232,7 @@ func (x *RestartIngestionJobRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use RestartIngestionJobRequest.ProtoReflect.Descriptor instead.
 func (*RestartIngestionJobRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{20}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{22}
 }
 
 func (x *RestartIngestionJobRequest) GetId() string {
@@ -1158,7 +1252,7 @@ type RestartIngestionJobResponse struct {
 func (x *RestartIngestionJobResponse) Reset() {
 	*x = RestartIngestionJobResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[21]
+		mi := &file_feast_core_CoreService_proto_msgTypes[23]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1171,7 +1265,7 @@ func (x *RestartIngestionJobResponse) String() string {
 func (*RestartIngestionJobResponse) ProtoMessage() {}
 
 func (x *RestartIngestionJobResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[21]
+	mi := &file_feast_core_CoreService_proto_msgTypes[23]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1184,7 +1278,7 @@ func (x *RestartIngestionJobResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use RestartIngestionJobResponse.ProtoReflect.Descriptor instead.
 func (*RestartIngestionJobResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{21}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{23}
 }
 
 // Request to stop ingestion job
@@ -1200,7 +1294,7 @@ type StopIngestionJobRequest struct {
 func (x *StopIngestionJobRequest) Reset() {
 	*x = StopIngestionJobRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[22]
+		mi := &file_feast_core_CoreService_proto_msgTypes[24]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1213,7 +1307,7 @@ func (x *StopIngestionJobRequest) String() string {
 func (*StopIngestionJobRequest) ProtoMessage() {}
 
 func (x *StopIngestionJobRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[22]
+	mi := &file_feast_core_CoreService_proto_msgTypes[24]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1226,7 +1320,7 @@ func (x *StopIngestionJobRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use StopIngestionJobRequest.ProtoReflect.Descriptor instead.
 func (*StopIngestionJobRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{22}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{24}
 }
 
 func (x *StopIngestionJobRequest) GetId() string {
@@ -1246,7 +1340,7 @@ type StopIngestionJobResponse struct {
 func (x *StopIngestionJobResponse) Reset() {
 	*x = StopIngestionJobResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[23]
+		mi := &file_feast_core_CoreService_proto_msgTypes[25]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1259,7 +1353,7 @@ func (x *StopIngestionJobResponse) String() string {
 func (*StopIngestionJobResponse) ProtoMessage() {}
 
 func (x *StopIngestionJobResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[23]
+	mi := &file_feast_core_CoreService_proto_msgTypes[25]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1272,7 +1366,7 @@ func (x *StopIngestionJobResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use StopIngestionJobResponse.ProtoReflect.Descriptor instead.
 func (*StopIngestionJobResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{23}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{25}
 }
 
 type GetFeatureStatisticsRequest struct {
@@ -1309,7 +1403,7 @@ type GetFeatureStatisticsRequest struct {
 func (x *GetFeatureStatisticsRequest) Reset() {
 	*x = GetFeatureStatisticsRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[24]
+		mi := &file_feast_core_CoreService_proto_msgTypes[26]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1322,7 +1416,7 @@ func (x *GetFeatureStatisticsRequest) String() string {
 func (*GetFeatureStatisticsRequest) ProtoMessage() {}
 
 func (x *GetFeatureStatisticsRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[24]
+	mi := &file_feast_core_CoreService_proto_msgTypes[26]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1335,7 +1429,7 @@ func (x *GetFeatureStatisticsRequest) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use GetFeatureStatisticsRequest.ProtoReflect.Descriptor instead.
 func (*GetFeatureStatisticsRequest) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{24}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{26}
 }
 
 func (x *GetFeatureStatisticsRequest) GetFeatureSetId() string {
@@ -1401,7 +1495,7 @@ type GetFeatureStatisticsResponse struct {
 func (x *GetFeatureStatisticsResponse) Reset() {
 	*x = GetFeatureStatisticsResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[25]
+		mi := &file_feast_core_CoreService_proto_msgTypes[27]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1414,7 +1508,7 @@ func (x *GetFeatureStatisticsResponse) String() string {
 func (*GetFeatureStatisticsResponse) ProtoMessage() {}
 
 func (x *GetFeatureStatisticsResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[25]
+	mi := &file_feast_core_CoreService_proto_msgTypes[27]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1427,7 +1521,7 @@ func (x *GetFeatureStatisticsResponse) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use GetFeatureStatisticsResponse.ProtoReflect.Descriptor instead.
 func (*GetFeatureStatisticsResponse) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{25}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{27}
 }
 
 func (x *GetFeatureStatisticsResponse) GetDatasetFeatureStatisticsList() *v0.DatasetFeatureStatisticsList {
@@ -1458,12 +1552,15 @@ type ListFeatureSetsRequest_Filter struct {
 	// - my-feature-set* can be used to match all features prefixed by "my-feature-set"
 	// - my-feature-set-6 can be used to select a single feature set
 	FeatureSetName string `protobuf:"bytes,1,opt,name=feature_set_name,json=featureSetName,proto3" json:"feature_set_name,omitempty"`
+	// User defined metadata for feature set.
+	// Feature sets with all matching labels will be returned.
+	Labels map[string]string `protobuf:"bytes,4,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 }
 
 func (x *ListFeatureSetsRequest_Filter) Reset() {
 	*x = ListFeatureSetsRequest_Filter{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[26]
+		mi := &file_feast_core_CoreService_proto_msgTypes[28]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1476,7 +1573,7 @@ func (x *ListFeatureSetsRequest_Filter) String() string {
 func (*ListFeatureSetsRequest_Filter) ProtoMessage() {}
 
 func (x *ListFeatureSetsRequest_Filter) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[26]
+	mi := &file_feast_core_CoreService_proto_msgTypes[28]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1506,6 +1603,83 @@ func (x *ListFeatureSetsRequest_Filter) GetFeatureSetName() string {
 	return ""
 }
 
+func (x *ListFeatureSetsRequest_Filter) GetLabels() map[string]string {
+	if x != nil {
+		return x.Labels
+	}
+	return nil
+}
+
+type ListFeaturesRequest_Filter struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// User defined metadata for feature.
+	// Features with all matching labels will be returned.
+	Labels map[string]string `protobuf:"bytes,1,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	// List of entities contained within the featureSet that the feature belongs to.
+	// Only feature sets with these entities will be searched for features.
+	Entities []string `protobuf:"bytes,2,rep,name=entities,proto3" json:"entities,omitempty"`
+	// Name of project that the feature sets belongs to. Filtering on projects is disabled.
+	// It is NOT possible to provide an asterisk with a string in order to do pattern matching.
+	// If unspecified this field will default to the default project 'default'.
+	Project string `protobuf:"bytes,3,opt,name=project,proto3" json:"project,omitempty"`
+}
+
+func (x *ListFeaturesRequest_Filter) Reset() {
+	*x = ListFeaturesRequest_Filter{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_feast_core_CoreService_proto_msgTypes[30]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *ListFeaturesRequest_Filter) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*ListFeaturesRequest_Filter) ProtoMessage() {}
+
+func (x *ListFeaturesRequest_Filter) ProtoReflect() protoreflect.Message {
+	mi := &file_feast_core_CoreService_proto_msgTypes[30]
+	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 ListFeaturesRequest_Filter.ProtoReflect.Descriptor instead.
+func (*ListFeaturesRequest_Filter) Descriptor() ([]byte, []int) {
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{4, 0}
+}
+
+func (x *ListFeaturesRequest_Filter) GetLabels() map[string]string {
+	if x != nil {
+		return x.Labels
+	}
+	return nil
+}
+
+func (x *ListFeaturesRequest_Filter) GetEntities() []string {
+	if x != nil {
+		return x.Entities
+	}
+	return nil
+}
+
+func (x *ListFeaturesRequest_Filter) GetProject() string {
+	if x != nil {
+		return x.Project
+	}
+	return ""
+}
+
 type ListStoresRequest_Filter struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -1518,7 +1692,7 @@ type ListStoresRequest_Filter struct {
 func (x *ListStoresRequest_Filter) Reset() {
 	*x = ListStoresRequest_Filter{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[27]
+		mi := &file_feast_core_CoreService_proto_msgTypes[33]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1531,7 +1705,7 @@ func (x *ListStoresRequest_Filter) String() string {
 func (*ListStoresRequest_Filter) ProtoMessage() {}
 
 func (x *ListStoresRequest_Filter) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[27]
+	mi := &file_feast_core_CoreService_proto_msgTypes[33]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1544,7 +1718,7 @@ func (x *ListStoresRequest_Filter) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListStoresRequest_Filter.ProtoReflect.Descriptor instead.
 func (*ListStoresRequest_Filter) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{4, 0}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{6, 0}
 }
 
 func (x *ListStoresRequest_Filter) GetName() string {
@@ -1570,7 +1744,7 @@ type ListIngestionJobsRequest_Filter struct {
 func (x *ListIngestionJobsRequest_Filter) Reset() {
 	*x = ListIngestionJobsRequest_Filter{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_feast_core_CoreService_proto_msgTypes[28]
+		mi := &file_feast_core_CoreService_proto_msgTypes[34]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1583,7 +1757,7 @@ func (x *ListIngestionJobsRequest_Filter) String() string {
 func (*ListIngestionJobsRequest_Filter) ProtoMessage() {}
 
 func (x *ListIngestionJobsRequest_Filter) ProtoReflect() protoreflect.Message {
-	mi := &file_feast_core_CoreService_proto_msgTypes[28]
+	mi := &file_feast_core_CoreService_proto_msgTypes[34]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1596,7 +1770,7 @@ func (x *ListIngestionJobsRequest_Filter) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use ListIngestionJobsRequest_Filter.ProtoReflect.Descriptor instead.
 func (*ListIngestionJobsRequest_Filter) Descriptor() ([]byte, []int) {
-	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{18, 0}
+	return file_feast_core_CoreService_proto_rawDescGZIP(), []int{20, 0}
 }
 
 func (x *ListIngestionJobsRequest_Filter) GetId() string {
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+	0x74, 0x6f, 0x33,
 }
 
 var (
@@ -1882,7 +2100,7 @@ func file_feast_core_CoreService_proto_rawDescGZIP() []byte {
 }
 
 var file_feast_core_CoreService_proto_enumTypes = make([]protoimpl.EnumInfo, 2)
-var file_feast_core_CoreService_proto_msgTypes = make([]protoimpl.MessageInfo, 29)
+var file_feast_core_CoreService_proto_msgTypes = make([]protoimpl.MessageInfo, 35)
 var file_feast_core_CoreService_proto_goTypes = []interface{}{
 	(ApplyFeatureSetResponse_Status)(0),     // 0: feast.core.ApplyFeatureSetResponse.Status
 	(UpdateStoreResponse_Status)(0),         // 1: feast.core.UpdateStoreResponse.Status
@@ -1890,87 +2108,101 @@ var file_feast_core_CoreService_proto_goTypes = []interface{}{
 	(*GetFeatureSetResponse)(nil),           // 3: feast.core.GetFeatureSetResponse
 	(*ListFeatureSetsRequest)(nil),          // 4: feast.core.ListFeatureSetsRequest
 	(*ListFeatureSetsResponse)(nil),         // 5: feast.core.ListFeatureSetsResponse
-	(*ListStoresRequest)(nil),               // 6: feast.core.ListStoresRequest
-	(*ListStoresResponse)(nil),              // 7: feast.core.ListStoresResponse
-	(*ApplyFeatureSetRequest)(nil),          // 8: feast.core.ApplyFeatureSetRequest
-	(*ApplyFeatureSetResponse)(nil),         // 9: feast.core.ApplyFeatureSetResponse
-	(*GetFeastCoreVersionRequest)(nil),      // 10: feast.core.GetFeastCoreVersionRequest
-	(*GetFeastCoreVersionResponse)(nil),     // 11: feast.core.GetFeastCoreVersionResponse
-	(*UpdateStoreRequest)(nil),              // 12: feast.core.UpdateStoreRequest
-	(*UpdateStoreResponse)(nil),             // 13: feast.core.UpdateStoreResponse
-	(*CreateProjectRequest)(nil),            // 14: feast.core.CreateProjectRequest
-	(*CreateProjectResponse)(nil),           // 15: feast.core.CreateProjectResponse
-	(*ArchiveProjectRequest)(nil),           // 16: feast.core.ArchiveProjectRequest
-	(*ArchiveProjectResponse)(nil),          // 17: feast.core.ArchiveProjectResponse
-	(*ListProjectsRequest)(nil),             // 18: feast.core.ListProjectsRequest
-	(*ListProjectsResponse)(nil),            // 19: feast.core.ListProjectsResponse
-	(*ListIngestionJobsRequest)(nil),        // 20: feast.core.ListIngestionJobsRequest
-	(*ListIngestionJobsResponse)(nil),       // 21: feast.core.ListIngestionJobsResponse
-	(*RestartIngestionJobRequest)(nil),      // 22: feast.core.RestartIngestionJobRequest
-	(*RestartIngestionJobResponse)(nil),     // 23: feast.core.RestartIngestionJobResponse
-	(*StopIngestionJobRequest)(nil),         // 24: feast.core.StopIngestionJobRequest
-	(*StopIngestionJobResponse)(nil),        // 25: feast.core.StopIngestionJobResponse
-	(*GetFeatureStatisticsRequest)(nil),     // 26: feast.core.GetFeatureStatisticsRequest
-	(*GetFeatureStatisticsResponse)(nil),    // 27: feast.core.GetFeatureStatisticsResponse
-	(*ListFeatureSetsRequest_Filter)(nil),   // 28: feast.core.ListFeatureSetsRequest.Filter
-	(*ListStoresRequest_Filter)(nil),        // 29: feast.core.ListStoresRequest.Filter
-	(*ListIngestionJobsRequest_Filter)(nil), // 30: feast.core.ListIngestionJobsRequest.Filter
-	(*FeatureSet)(nil),                      // 31: feast.core.FeatureSet
-	(*Store)(nil),                           // 32: feast.core.Store
-	(*IngestionJob)(nil),                    // 33: feast.core.IngestionJob
-	(*timestamp.Timestamp)(nil),             // 34: google.protobuf.Timestamp
-	(*v0.DatasetFeatureStatisticsList)(nil), // 35: tensorflow.metadata.v0.DatasetFeatureStatisticsList
-	(*FeatureSetReference)(nil),             // 36: feast.core.FeatureSetReference
+	(*ListFeaturesRequest)(nil),             // 6: feast.core.ListFeaturesRequest
+	(*ListFeaturesResponse)(nil),            // 7: feast.core.ListFeaturesResponse
+	(*ListStoresRequest)(nil),               // 8: feast.core.ListStoresRequest
+	(*ListStoresResponse)(nil),              // 9: feast.core.ListStoresResponse
+	(*ApplyFeatureSetRequest)(nil),          // 10: feast.core.ApplyFeatureSetRequest
+	(*ApplyFeatureSetResponse)(nil),         // 11: feast.core.ApplyFeatureSetResponse
+	(*GetFeastCoreVersionRequest)(nil),      // 12: feast.core.GetFeastCoreVersionRequest
+	(*GetFeastCoreVersionResponse)(nil),     // 13: feast.core.GetFeastCoreVersionResponse
+	(*UpdateStoreRequest)(nil),              // 14: feast.core.UpdateStoreRequest
+	(*UpdateStoreResponse)(nil),             // 15: feast.core.UpdateStoreResponse
+	(*CreateProjectRequest)(nil),            // 16: feast.core.CreateProjectRequest
+	(*CreateProjectResponse)(nil),           // 17: feast.core.CreateProjectResponse
+	(*ArchiveProjectRequest)(nil),           // 18: feast.core.ArchiveProjectRequest
+	(*ArchiveProjectResponse)(nil),          // 19: feast.core.ArchiveProjectResponse
+	(*ListProjectsRequest)(nil),             // 20: feast.core.ListProjectsRequest
+	(*ListProjectsResponse)(nil),            // 21: feast.core.ListProjectsResponse
+	(*ListIngestionJobsRequest)(nil),        // 22: feast.core.ListIngestionJobsRequest
+	(*ListIngestionJobsResponse)(nil),       // 23: feast.core.ListIngestionJobsResponse
+	(*RestartIngestionJobRequest)(nil),      // 24: feast.core.RestartIngestionJobRequest
+	(*RestartIngestionJobResponse)(nil),     // 25: feast.core.RestartIngestionJobResponse
+	(*StopIngestionJobRequest)(nil),         // 26: feast.core.StopIngestionJobRequest
+	(*StopIngestionJobResponse)(nil),        // 27: feast.core.StopIngestionJobResponse
+	(*GetFeatureStatisticsRequest)(nil),     // 28: feast.core.GetFeatureStatisticsRequest
+	(*GetFeatureStatisticsResponse)(nil),    // 29: feast.core.GetFeatureStatisticsResponse
+	(*ListFeatureSetsRequest_Filter)(nil),   // 30: feast.core.ListFeatureSetsRequest.Filter
+	nil,                                     // 31: feast.core.ListFeatureSetsRequest.Filter.LabelsEntry
+	(*ListFeaturesRequest_Filter)(nil),      // 32: feast.core.ListFeaturesRequest.Filter
+	nil,                                     // 33: feast.core.ListFeaturesRequest.Filter.LabelsEntry
+	nil,                                     // 34: feast.core.ListFeaturesResponse.FeaturesEntry
+	(*ListStoresRequest_Filter)(nil),        // 35: feast.core.ListStoresRequest.Filter
+	(*ListIngestionJobsRequest_Filter)(nil), // 36: feast.core.ListIngestionJobsRequest.Filter
+	(*FeatureSet)(nil),                      // 37: feast.core.FeatureSet
+	(*Store)(nil),                           // 38: feast.core.Store
+	(*IngestionJob)(nil),                    // 39: feast.core.IngestionJob
+	(*timestamp.Timestamp)(nil),             // 40: google.protobuf.Timestamp
+	(*v0.DatasetFeatureStatisticsList)(nil), // 41: tensorflow.metadata.v0.DatasetFeatureStatisticsList
+	(*FeatureSpec)(nil),                     // 42: feast.core.FeatureSpec
+	(*FeatureSetReference)(nil),             // 43: feast.core.FeatureSetReference
 }
 var file_feast_core_CoreService_proto_depIdxs = []int32{
-	31, // 0: feast.core.GetFeatureSetResponse.feature_set:type_name -> feast.core.FeatureSet
-	28, // 1: feast.core.ListFeatureSetsRequest.filter:type_name -> feast.core.ListFeatureSetsRequest.Filter
-	31, // 2: feast.core.ListFeatureSetsResponse.feature_sets:type_name -> feast.core.FeatureSet
-	29, // 3: feast.core.ListStoresRequest.filter:type_name -> feast.core.ListStoresRequest.Filter
-	32, // 4: feast.core.ListStoresResponse.store:type_name -> feast.core.Store
-	31, // 5: feast.core.ApplyFeatureSetRequest.feature_set:type_name -> feast.core.FeatureSet
-	31, // 6: feast.core.ApplyFeatureSetResponse.feature_set:type_name -> feast.core.FeatureSet
-	0,  // 7: feast.core.ApplyFeatureSetResponse.status:type_name -> feast.core.ApplyFeatureSetResponse.Status
-	32, // 8: feast.core.UpdateStoreRequest.store:type_name -> feast.core.Store
-	32, // 9: feast.core.UpdateStoreResponse.store:type_name -> feast.core.Store
-	1,  // 10: feast.core.UpdateStoreResponse.status:type_name -> feast.core.UpdateStoreResponse.Status
-	30, // 11: feast.core.ListIngestionJobsRequest.filter:type_name -> feast.core.ListIngestionJobsRequest.Filter
-	33, // 12: feast.core.ListIngestionJobsResponse.jobs:type_name -> feast.core.IngestionJob
-	34, // 13: feast.core.GetFeatureStatisticsRequest.start_date:type_name -> google.protobuf.Timestamp
-	34, // 14: feast.core.GetFeatureStatisticsRequest.end_date:type_name -> google.protobuf.Timestamp
-	35, // 15: feast.core.GetFeatureStatisticsResponse.dataset_feature_statistics_list:type_name -> tensorflow.metadata.v0.DatasetFeatureStatisticsList
-	36, // 16: feast.core.ListIngestionJobsRequest.Filter.feature_set_reference:type_name -> feast.core.FeatureSetReference
-	10, // 17: feast.core.CoreService.GetFeastCoreVersion:input_type -> feast.core.GetFeastCoreVersionRequest
-	2,  // 18: feast.core.CoreService.GetFeatureSet:input_type -> feast.core.GetFeatureSetRequest
-	4,  // 19: feast.core.CoreService.ListFeatureSets:input_type -> feast.core.ListFeatureSetsRequest
-	26, // 20: feast.core.CoreService.GetFeatureStatistics:input_type -> feast.core.GetFeatureStatisticsRequest
-	6,  // 21: feast.core.CoreService.ListStores:input_type -> feast.core.ListStoresRequest
-	8,  // 22: feast.core.CoreService.ApplyFeatureSet:input_type -> feast.core.ApplyFeatureSetRequest
-	12, // 23: feast.core.CoreService.UpdateStore:input_type -> feast.core.UpdateStoreRequest
-	14, // 24: feast.core.CoreService.CreateProject:input_type -> feast.core.CreateProjectRequest
-	16, // 25: feast.core.CoreService.ArchiveProject:input_type -> feast.core.ArchiveProjectRequest
-	18, // 26: feast.core.CoreService.ListProjects:input_type -> feast.core.ListProjectsRequest
-	20, // 27: feast.core.CoreService.ListIngestionJobs:input_type -> feast.core.ListIngestionJobsRequest
-	22, // 28: feast.core.CoreService.RestartIngestionJob:input_type -> feast.core.RestartIngestionJobRequest
-	24, // 29: feast.core.CoreService.StopIngestionJob:input_type -> feast.core.StopIngestionJobRequest
-	11, // 30: feast.core.CoreService.GetFeastCoreVersion:output_type -> feast.core.GetFeastCoreVersionResponse
-	3,  // 31: feast.core.CoreService.GetFeatureSet:output_type -> feast.core.GetFeatureSetResponse
-	5,  // 32: feast.core.CoreService.ListFeatureSets:output_type -> feast.core.ListFeatureSetsResponse
-	27, // 33: feast.core.CoreService.GetFeatureStatistics:output_type -> feast.core.GetFeatureStatisticsResponse
-	7,  // 34: feast.core.CoreService.ListStores:output_type -> feast.core.ListStoresResponse
-	9,  // 35: feast.core.CoreService.ApplyFeatureSet:output_type -> feast.core.ApplyFeatureSetResponse
-	13, // 36: feast.core.CoreService.UpdateStore:output_type -> feast.core.UpdateStoreResponse
-	15, // 37: feast.core.CoreService.CreateProject:output_type -> feast.core.CreateProjectResponse
-	17, // 38: feast.core.CoreService.ArchiveProject:output_type -> feast.core.ArchiveProjectResponse
-	19, // 39: feast.core.CoreService.ListProjects:output_type -> feast.core.ListProjectsResponse
-	21, // 40: feast.core.CoreService.ListIngestionJobs:output_type -> feast.core.ListIngestionJobsResponse
-	23, // 41: feast.core.CoreService.RestartIngestionJob:output_type -> feast.core.RestartIngestionJobResponse
-	25, // 42: feast.core.CoreService.StopIngestionJob:output_type -> feast.core.StopIngestionJobResponse
-	30, // [30:43] is the sub-list for method output_type
-	17, // [17:30] is the sub-list for method input_type
-	17, // [17:17] is the sub-list for extension type_name
-	17, // [17:17] is the sub-list for extension extendee
-	0,  // [0:17] is the sub-list for field type_name
+	37, // 0: feast.core.GetFeatureSetResponse.feature_set:type_name -> feast.core.FeatureSet
+	30, // 1: feast.core.ListFeatureSetsRequest.filter:type_name -> feast.core.ListFeatureSetsRequest.Filter
+	37, // 2: feast.core.ListFeatureSetsResponse.feature_sets:type_name -> feast.core.FeatureSet
+	32, // 3: feast.core.ListFeaturesRequest.filter:type_name -> feast.core.ListFeaturesRequest.Filter
+	34, // 4: feast.core.ListFeaturesResponse.features:type_name -> feast.core.ListFeaturesResponse.FeaturesEntry
+	35, // 5: feast.core.ListStoresRequest.filter:type_name -> feast.core.ListStoresRequest.Filter
+	38, // 6: feast.core.ListStoresResponse.store:type_name -> feast.core.Store
+	37, // 7: feast.core.ApplyFeatureSetRequest.feature_set:type_name -> feast.core.FeatureSet
+	37, // 8: feast.core.ApplyFeatureSetResponse.feature_set:type_name -> feast.core.FeatureSet
+	0,  // 9: feast.core.ApplyFeatureSetResponse.status:type_name -> feast.core.ApplyFeatureSetResponse.Status
+	38, // 10: feast.core.UpdateStoreRequest.store:type_name -> feast.core.Store
+	38, // 11: feast.core.UpdateStoreResponse.store:type_name -> feast.core.Store
+	1,  // 12: feast.core.UpdateStoreResponse.status:type_name -> feast.core.UpdateStoreResponse.Status
+	36, // 13: feast.core.ListIngestionJobsRequest.filter:type_name -> feast.core.ListIngestionJobsRequest.Filter
+	39, // 14: feast.core.ListIngestionJobsResponse.jobs:type_name -> feast.core.IngestionJob
+	40, // 15: feast.core.GetFeatureStatisticsRequest.start_date:type_name -> google.protobuf.Timestamp
+	40, // 16: feast.core.GetFeatureStatisticsRequest.end_date:type_name -> google.protobuf.Timestamp
+	41, // 17: feast.core.GetFeatureStatisticsResponse.dataset_feature_statistics_list:type_name -> tensorflow.metadata.v0.DatasetFeatureStatisticsList
+	31, // 18: feast.core.ListFeatureSetsRequest.Filter.labels:type_name -> feast.core.ListFeatureSetsRequest.Filter.LabelsEntry
+	33, // 19: feast.core.ListFeaturesRequest.Filter.labels:type_name -> feast.core.ListFeaturesRequest.Filter.LabelsEntry
+	42, // 20: feast.core.ListFeaturesResponse.FeaturesEntry.value:type_name -> feast.core.FeatureSpec
+	43, // 21: feast.core.ListIngestionJobsRequest.Filter.feature_set_reference:type_name -> feast.core.FeatureSetReference
+	12, // 22: feast.core.CoreService.GetFeastCoreVersion:input_type -> feast.core.GetFeastCoreVersionRequest
+	2,  // 23: feast.core.CoreService.GetFeatureSet:input_type -> feast.core.GetFeatureSetRequest
+	4,  // 24: feast.core.CoreService.ListFeatureSets:input_type -> feast.core.ListFeatureSetsRequest
+	6,  // 25: feast.core.CoreService.ListFeatures:input_type -> feast.core.ListFeaturesRequest
+	28, // 26: feast.core.CoreService.GetFeatureStatistics:input_type -> feast.core.GetFeatureStatisticsRequest
+	8,  // 27: feast.core.CoreService.ListStores:input_type -> feast.core.ListStoresRequest
+	10, // 28: feast.core.CoreService.ApplyFeatureSet:input_type -> feast.core.ApplyFeatureSetRequest
+	14, // 29: feast.core.CoreService.UpdateStore:input_type -> feast.core.UpdateStoreRequest
+	16, // 30: feast.core.CoreService.CreateProject:input_type -> feast.core.CreateProjectRequest
+	18, // 31: feast.core.CoreService.ArchiveProject:input_type -> feast.core.ArchiveProjectRequest
+	20, // 32: feast.core.CoreService.ListProjects:input_type -> feast.core.ListProjectsRequest
+	22, // 33: feast.core.CoreService.ListIngestionJobs:input_type -> feast.core.ListIngestionJobsRequest
+	24, // 34: feast.core.CoreService.RestartIngestionJob:input_type -> feast.core.RestartIngestionJobRequest
+	26, // 35: feast.core.CoreService.StopIngestionJob:input_type -> feast.core.StopIngestionJobRequest
+	13, // 36: feast.core.CoreService.GetFeastCoreVersion:output_type -> feast.core.GetFeastCoreVersionResponse
+	3,  // 37: feast.core.CoreService.GetFeatureSet:output_type -> feast.core.GetFeatureSetResponse
+	5,  // 38: feast.core.CoreService.ListFeatureSets:output_type -> feast.core.ListFeatureSetsResponse
+	7,  // 39: feast.core.CoreService.ListFeatures:output_type -> feast.core.ListFeaturesResponse
+	29, // 40: feast.core.CoreService.GetFeatureStatistics:output_type -> feast.core.GetFeatureStatisticsResponse
+	9,  // 41: feast.core.CoreService.ListStores:output_type -> feast.core.ListStoresResponse
+	11, // 42: feast.core.CoreService.ApplyFeatureSet:output_type -> feast.core.ApplyFeatureSetResponse
+	15, // 43: feast.core.CoreService.UpdateStore:output_type -> feast.core.UpdateStoreResponse
+	17, // 44: feast.core.CoreService.CreateProject:output_type -> feast.core.CreateProjectResponse
+	19, // 45: feast.core.CoreService.ArchiveProject:output_type -> feast.core.ArchiveProjectResponse
+	21, // 46: feast.core.CoreService.ListProjects:output_type -> feast.core.ListProjectsResponse
+	23, // 47: feast.core.CoreService.ListIngestionJobs:output_type -> feast.core.ListIngestionJobsResponse
+	25, // 48: feast.core.CoreService.RestartIngestionJob:output_type -> feast.core.RestartIngestionJobResponse
+	27, // 49: feast.core.CoreService.StopIngestionJob:output_type -> feast.core.StopIngestionJobResponse
+	36, // [36:50] is the sub-list for method output_type
+	22, // [22:36] is the sub-list for method input_type
+	22, // [22:22] is the sub-list for extension type_name
+	22, // [22:22] is the sub-list for extension extendee
+	0,  // [0:22] is the sub-list for field type_name
 }
 
 func init() { file_feast_core_CoreService_proto_init() }
@@ -2032,7 +2264,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListStoresRequest); i {
+			switch v := v.(*ListFeaturesRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2044,7 +2276,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListStoresResponse); i {
+			switch v := v.(*ListFeaturesResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2056,7 +2288,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ApplyFeatureSetRequest); i {
+			switch v := v.(*ListStoresRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2068,7 +2300,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ApplyFeatureSetResponse); i {
+			switch v := v.(*ListStoresResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2080,7 +2312,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*GetFeastCoreVersionRequest); i {
+			switch v := v.(*ApplyFeatureSetRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2092,7 +2324,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*GetFeastCoreVersionResponse); i {
+			switch v := v.(*ApplyFeatureSetResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2104,7 +2336,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*UpdateStoreRequest); i {
+			switch v := v.(*GetFeastCoreVersionRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2116,7 +2348,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*UpdateStoreResponse); i {
+			switch v := v.(*GetFeastCoreVersionResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2128,7 +2360,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*CreateProjectRequest); i {
+			switch v := v.(*UpdateStoreRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2140,7 +2372,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*CreateProjectResponse); i {
+			switch v := v.(*UpdateStoreResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2152,7 +2384,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ArchiveProjectRequest); i {
+			switch v := v.(*CreateProjectRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2164,7 +2396,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[15].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ArchiveProjectResponse); i {
+			switch v := v.(*CreateProjectResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2176,7 +2408,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[16].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListProjectsRequest); i {
+			switch v := v.(*ArchiveProjectRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2188,7 +2420,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[17].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListProjectsResponse); i {
+			switch v := v.(*ArchiveProjectResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2200,7 +2432,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[18].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListIngestionJobsRequest); i {
+			switch v := v.(*ListProjectsRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2212,7 +2444,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[19].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListIngestionJobsResponse); i {
+			switch v := v.(*ListProjectsResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2224,7 +2456,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[20].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*RestartIngestionJobRequest); i {
+			switch v := v.(*ListIngestionJobsRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2236,7 +2468,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[21].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*RestartIngestionJobResponse); i {
+			switch v := v.(*ListIngestionJobsResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2248,7 +2480,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[22].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*StopIngestionJobRequest); i {
+			switch v := v.(*RestartIngestionJobRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2260,7 +2492,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[23].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*StopIngestionJobResponse); i {
+			switch v := v.(*RestartIngestionJobResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2272,7 +2504,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[24].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*GetFeatureStatisticsRequest); i {
+			switch v := v.(*StopIngestionJobRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2284,7 +2516,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[25].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*GetFeatureStatisticsResponse); i {
+			switch v := v.(*StopIngestionJobResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2296,7 +2528,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[26].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListFeatureSetsRequest_Filter); i {
+			switch v := v.(*GetFeatureStatisticsRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2308,7 +2540,7 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[27].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*ListStoresRequest_Filter); i {
+			switch v := v.(*GetFeatureStatisticsResponse); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2320,6 +2552,42 @@ func file_feast_core_CoreService_proto_init() {
 			}
 		}
 		file_feast_core_CoreService_proto_msgTypes[28].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*ListFeatureSetsRequest_Filter); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_feast_core_CoreService_proto_msgTypes[30].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*ListFeaturesRequest_Filter); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_feast_core_CoreService_proto_msgTypes[33].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*ListStoresRequest_Filter); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_feast_core_CoreService_proto_msgTypes[34].Exporter = func(v interface{}, i int) interface{} {
 			switch v := v.(*ListIngestionJobsRequest_Filter); i {
 			case 0:
 				return &v.state
@@ -2338,7 +2606,7 @@ func file_feast_core_CoreService_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_feast_core_CoreService_proto_rawDesc,
 			NumEnums:      2,
-			NumMessages:   29,
+			NumMessages:   35,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
@@ -2376,6 +2644,11 @@ type CoreServiceClient interface {
 	// If no filter is provided in the request, the response will contain all the feature
 	// sets currently stored in the registry.
 	ListFeatureSets(ctx context.Context, in *ListFeatureSetsRequest, opts ...grpc.CallOption) (*ListFeatureSetsResponse, error)
+	// Returns all feature references and respective features matching that filter. If none are found
+	// an empty map will be returned
+	// If no filter is provided in the request, the response will contain all the features
+	// currently stored in the default project.
+	ListFeatures(ctx context.Context, in *ListFeaturesRequest, opts ...grpc.CallOption) (*ListFeaturesResponse, error)
 	// Get feature statistics computed over the data in the batch stores.
 	//
 	// Returns a dataset containing TFDV statistics mapped to each valid historical store.
@@ -2462,6 +2735,15 @@ func (c *coreServiceClient) ListFeatureSets(ctx context.Context, in *ListFeature
 	return out, nil
 }
 
+func (c *coreServiceClient) ListFeatures(ctx context.Context, in *ListFeaturesRequest, opts ...grpc.CallOption) (*ListFeaturesResponse, error) {
+	out := new(ListFeaturesResponse)
+	err := c.cc.Invoke(ctx, "/feast.core.CoreService/ListFeatures", in, out, opts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
 func (c *coreServiceClient) GetFeatureStatistics(ctx context.Context, in *GetFeatureStatisticsRequest, opts ...grpc.CallOption) (*GetFeatureStatisticsResponse, error) {
 	out := new(GetFeatureStatisticsResponse)
 	err := c.cc.Invoke(ctx, "/feast.core.CoreService/GetFeatureStatistics", in, out, opts...)
@@ -2565,6 +2847,11 @@ type CoreServiceServer interface {
 	// If no filter is provided in the request, the response will contain all the feature
 	// sets currently stored in the registry.
 	ListFeatureSets(context.Context, *ListFeatureSetsRequest) (*ListFeatureSetsResponse, error)
+	// Returns all feature references and respective features matching that filter. If none are found
+	// an empty map will be returned
+	// If no filter is provided in the request, the response will contain all the features
+	// currently stored in the default project.
+	ListFeatures(context.Context, *ListFeaturesRequest) (*ListFeaturesResponse, error)
 	// Get feature statistics computed over the data in the batch stores.
 	//
 	// Returns a dataset containing TFDV statistics mapped to each valid historical store.
@@ -2629,6 +2916,9 @@ func (*UnimplementedCoreServiceServer) GetFeatureSet(context.Context, *GetFeatur
 func (*UnimplementedCoreServiceServer) ListFeatureSets(context.Context, *ListFeatureSetsRequest) (*ListFeatureSetsResponse, error) {
 	return nil, status.Errorf(codes.Unimplemented, "method ListFeatureSets not implemented")
 }
+func (*UnimplementedCoreServiceServer) ListFeatures(context.Context, *ListFeaturesRequest) (*ListFeaturesResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method ListFeatures not implemented")
+}
 func (*UnimplementedCoreServiceServer) GetFeatureStatistics(context.Context, *GetFeatureStatisticsRequest) (*GetFeatureStatisticsResponse, error) {
 	return nil, status.Errorf(codes.Unimplemented, "method GetFeatureStatistics not implemented")
 }
@@ -2718,6 +3008,24 @@ func _CoreService_ListFeatureSets_Handler(srv interface{}, ctx context.Context,
 	return interceptor(ctx, in, info, handler)
 }
 
+func _CoreService_ListFeatures_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(ListFeaturesRequest)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(CoreServiceServer).ListFeatures(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: "/feast.core.CoreService/ListFeatures",
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(CoreServiceServer).ListFeatures(ctx, req.(*ListFeaturesRequest))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
 func _CoreService_GetFeatureStatistics_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
 	in := new(GetFeatureStatisticsRequest)
 	if err := dec(in); err != nil {
@@ -2914,6 +3222,10 @@ var _CoreService_serviceDesc = grpc.ServiceDesc{
 			MethodName: "ListFeatureSets",
 			Handler:    _CoreService_ListFeatureSets_Handler,
 		},
+		{
+			MethodName: "ListFeatures",
+			Handler:    _CoreService_ListFeatures_Handler,
+		},
 		{
 			MethodName: "GetFeatureStatistics",
 			Handler:    _CoreService_GetFeatureStatistics_Handler,
diff --git a/sdk/go/protos/feast/core/FeatureSet.pb.go b/sdk/go/protos/feast/core/FeatureSet.pb.go
index acd111614d2..b43b9f4ea77 100644
--- a/sdk/go/protos/feast/core/FeatureSet.pb.go
+++ b/sdk/go/protos/feast/core/FeatureSet.pb.go
@@ -97,6 +97,52 @@ func (FeatureSetStatus) EnumDescriptor() ([]byte, []int) {
 	return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{0}
 }
 
+type FeatureSetJobDeliveryStatus int32
+
+const (
+	FeatureSetJobDeliveryStatus_STATUS_IN_PROGRESS FeatureSetJobDeliveryStatus = 0
+	FeatureSetJobDeliveryStatus_STATUS_DELIVERED   FeatureSetJobDeliveryStatus = 1
+)
+
+// Enum value maps for FeatureSetJobDeliveryStatus.
+var (
+	FeatureSetJobDeliveryStatus_name = map[int32]string{
+		0: "STATUS_IN_PROGRESS",
+		1: "STATUS_DELIVERED",
+	}
+	FeatureSetJobDeliveryStatus_value = map[string]int32{
+		"STATUS_IN_PROGRESS": 0,
+		"STATUS_DELIVERED":   1,
+	}
+)
+
+func (x FeatureSetJobDeliveryStatus) Enum() *FeatureSetJobDeliveryStatus {
+	p := new(FeatureSetJobDeliveryStatus)
+	*p = x
+	return p
+}
+
+func (x FeatureSetJobDeliveryStatus) String() string {
+	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
+}
+
+func (FeatureSetJobDeliveryStatus) Descriptor() protoreflect.EnumDescriptor {
+	return file_feast_core_FeatureSet_proto_enumTypes[1].Descriptor()
+}
+
+func (FeatureSetJobDeliveryStatus) Type() protoreflect.EnumType {
+	return &file_feast_core_FeatureSet_proto_enumTypes[1]
+}
+
+func (x FeatureSetJobDeliveryStatus) Number() protoreflect.EnumNumber {
+	return protoreflect.EnumNumber(x)
+}
+
+// Deprecated: Use FeatureSetJobDeliveryStatus.Descriptor instead.
+func (FeatureSetJobDeliveryStatus) EnumDescriptor() ([]byte, []int) {
+	return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{1}
+}
+
 type FeatureSet struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -179,6 +225,9 @@ type FeatureSetSpec struct {
 	Source *Source `protobuf:"bytes,6,opt,name=source,proto3" json:"source,omitempty"`
 	// User defined metadata
 	Labels map[string]string `protobuf:"bytes,8,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
+	// Read-only self-incrementing version that increases monotonically
+	// when changes are made to a feature set
+	Version int32 `protobuf:"varint,9,opt,name=version,proto3" json:"version,omitempty"`
 }
 
 func (x *FeatureSetSpec) Reset() {
@@ -262,6 +311,13 @@ func (x *FeatureSetSpec) GetLabels() map[string]string {
 	return nil
 }
 
+func (x *FeatureSetSpec) GetVersion() int32 {
+	if x != nil {
+		return x.Version
+	}
+	return 0
+}
+
 type EntitySpec struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -746,7 +802,7 @@ var file_feast_core_FeatureSet_proto_rawDesc = []byte{
 	0x04, 0x73, 0x70, 0x65, 0x63, 0x12, 0x2e, 0x0a, 0x04, 0x6d, 0x65, 0x74, 0x61, 0x18, 0x02, 0x20,
 	0x01, 0x28, 0x0b, 0x32, 0x1a, 0x2e, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2e, 0x63, 0x6f, 0x72, 0x65,
 	0x2e, 0x46, 0x65, 0x61, 0x74, 0x75, 0x72, 0x65, 0x53, 0x65, 0x74, 0x4d, 0x65, 0x74, 0x61, 0x52,
-	0x04, 0x6d, 0x65, 0x74, 0x61, 0x22, 0x88, 0x03, 0x0a, 0x0e, 0x46, 0x65, 0x61, 0x74, 0x75, 0x72,
+	0x04, 0x6d, 0x65, 0x74, 0x61, 0x22, 0xa2, 0x03, 0x0a, 0x0e, 0x46, 0x65, 0x61, 0x74, 0x75, 0x72,
 	0x65, 0x53, 0x65, 0x74, 0x53, 0x70, 0x65, 0x63, 0x12, 0x18, 0x0a, 0x07, 0x70, 0x72, 0x6f, 0x6a,
 	0x65, 0x63, 0x74, 0x18, 0x07, 0x20, 0x01, 0x28, 0x09, 0x52, 0x07, 0x70, 0x72, 0x6f, 0x6a, 0x65,
 	0x63, 0x74, 0x12, 0x12, 0x0a, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09,
@@ -766,129 +822,136 @@ var file_feast_core_FeatureSet_proto_rawDesc = []byte{
 	0x3e, 0x0a, 0x06, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x18, 0x08, 0x20, 0x03, 0x28, 0x0b, 0x32,
 	0x26, 0x2e, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2e, 0x63, 0x6f, 0x72, 0x65, 0x2e, 0x46, 0x65, 0x61,
 	0x74, 0x75, 0x72, 0x65, 0x53, 0x65, 0x74, 0x53, 0x70, 0x65, 0x63, 0x2e, 0x4c, 0x61, 0x62, 0x65,
-	0x6c, 0x73, 0x45, 0x6e, 0x74, 0x72, 0x79, 0x52, 0x06, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x1a,
-	0x39, 0x0a, 0x0b, 0x4c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x45, 0x6e, 0x74, 0x72, 0x79, 0x12, 0x10,
-	0x0a, 0x03, 0x6b, 0x65, 0x79, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09, 0x52, 0x03, 0x6b, 0x65, 0x79,
-	0x12, 0x14, 0x0a, 0x05, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x18, 0x02, 0x20, 0x01, 0x28, 0x09, 0x52,
-	0x05, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x3a, 0x02, 0x38, 0x01, 0x4a, 0x04, 0x08, 0x02, 0x10, 0x03,
-	0x22, 0x5c, 0x0a, 0x0a, 0x45, 0x6e, 0x74, 0x69, 0x74, 0x79, 0x53, 0x70, 0x65, 0x63, 0x12, 0x12,
-	0x0a, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09, 0x52, 0x04, 0x6e, 0x61,
-	0x6d, 0x65, 0x12, 0x3a, 0x0a, 0x0a, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x5f, 0x74, 0x79, 0x70, 0x65,
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+	0x10, 0x46, 0x65, 0x61, 0x74, 0x75, 0x72, 0x65, 0x53, 0x65, 0x74, 0x53, 0x74, 0x61, 0x74, 0x75,
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+	0x4c, 0x49, 0x44, 0x10, 0x00, 0x12, 0x12, 0x0a, 0x0e, 0x53, 0x54, 0x41, 0x54, 0x55, 0x53, 0x5f,
+	0x50, 0x45, 0x4e, 0x44, 0x49, 0x4e, 0x47, 0x10, 0x01, 0x12, 0x17, 0x0a, 0x13, 0x53, 0x54, 0x41,
+	0x54, 0x55, 0x53, 0x5f, 0x4a, 0x4f, 0x42, 0x5f, 0x53, 0x54, 0x41, 0x52, 0x54, 0x49, 0x4e, 0x47,
+	0x10, 0x03, 0x12, 0x10, 0x0a, 0x0c, 0x53, 0x54, 0x41, 0x54, 0x55, 0x53, 0x5f, 0x52, 0x45, 0x41,
+	0x44, 0x59, 0x10, 0x02, 0x2a, 0x4b, 0x0a, 0x1b, 0x46, 0x65, 0x61, 0x74, 0x75, 0x72, 0x65, 0x53,
+	0x65, 0x74, 0x4a, 0x6f, 0x62, 0x44, 0x65, 0x6c, 0x69, 0x76, 0x65, 0x72, 0x79, 0x53, 0x74, 0x61,
+	0x74, 0x75, 0x73, 0x12, 0x16, 0x0a, 0x12, 0x53, 0x54, 0x41, 0x54, 0x55, 0x53, 0x5f, 0x49, 0x4e,
+	0x5f, 0x50, 0x52, 0x4f, 0x47, 0x52, 0x45, 0x53, 0x53, 0x10, 0x00, 0x12, 0x14, 0x0a, 0x10, 0x53,
+	0x54, 0x41, 0x54, 0x55, 0x53, 0x5f, 0x44, 0x45, 0x4c, 0x49, 0x56, 0x45, 0x52, 0x45, 0x44, 0x10,
+	0x01, 0x42, 0x58, 0x0a, 0x10, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f,
+	0x2e, 0x63, 0x6f, 0x72, 0x65, 0x42, 0x0f, 0x46, 0x65, 0x61, 0x74, 0x75, 0x72, 0x65, 0x53, 0x65,
+	0x74, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x5a, 0x33, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63,
+	0x6f, 0x6d, 0x2f, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2d, 0x64, 0x65, 0x76, 0x2f, 0x66, 0x65, 0x61,
+	0x73, 0x74, 0x2f, 0x73, 0x64, 0x6b, 0x2f, 0x67, 0x6f, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x73,
+	0x2f, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x62, 0x06, 0x70, 0x72, 0x6f,
+	0x74, 0x6f, 0x33,
 }
 
 var (
@@ -903,64 +966,65 @@ func file_feast_core_FeatureSet_proto_rawDescGZIP() []byte {
 	return file_feast_core_FeatureSet_proto_rawDescData
 }
 
-var file_feast_core_FeatureSet_proto_enumTypes = make([]protoimpl.EnumInfo, 1)
+var file_feast_core_FeatureSet_proto_enumTypes = make([]protoimpl.EnumInfo, 2)
 var file_feast_core_FeatureSet_proto_msgTypes = make([]protoimpl.MessageInfo, 7)
 var file_feast_core_FeatureSet_proto_goTypes = []interface{}{
 	(FeatureSetStatus)(0),                 // 0: feast.core.FeatureSetStatus
-	(*FeatureSet)(nil),                    // 1: feast.core.FeatureSet
-	(*FeatureSetSpec)(nil),                // 2: feast.core.FeatureSetSpec
-	(*EntitySpec)(nil),                    // 3: feast.core.EntitySpec
-	(*FeatureSpec)(nil),                   // 4: feast.core.FeatureSpec
-	(*FeatureSetMeta)(nil),                // 5: feast.core.FeatureSetMeta
-	nil,                                   // 6: feast.core.FeatureSetSpec.LabelsEntry
-	nil,                                   // 7: feast.core.FeatureSpec.LabelsEntry
-	(*duration.Duration)(nil),             // 8: google.protobuf.Duration
-	(*Source)(nil),                        // 9: feast.core.Source
-	(types.ValueType_Enum)(0),             // 10: feast.types.ValueType.Enum
-	(*v0.FeaturePresence)(nil),            // 11: tensorflow.metadata.v0.FeaturePresence
-	(*v0.FeaturePresenceWithinGroup)(nil), // 12: tensorflow.metadata.v0.FeaturePresenceWithinGroup
-	(*v0.FixedShape)(nil),                 // 13: tensorflow.metadata.v0.FixedShape
-	(*v0.ValueCount)(nil),                 // 14: tensorflow.metadata.v0.ValueCount
-	(*v0.IntDomain)(nil),                  // 15: tensorflow.metadata.v0.IntDomain
-	(*v0.FloatDomain)(nil),                // 16: tensorflow.metadata.v0.FloatDomain
-	(*v0.StringDomain)(nil),               // 17: tensorflow.metadata.v0.StringDomain
-	(*v0.BoolDomain)(nil),                 // 18: tensorflow.metadata.v0.BoolDomain
-	(*v0.StructDomain)(nil),               // 19: tensorflow.metadata.v0.StructDomain
-	(*v0.NaturalLanguageDomain)(nil),      // 20: tensorflow.metadata.v0.NaturalLanguageDomain
-	(*v0.ImageDomain)(nil),                // 21: tensorflow.metadata.v0.ImageDomain
-	(*v0.MIDDomain)(nil),                  // 22: tensorflow.metadata.v0.MIDDomain
-	(*v0.URLDomain)(nil),                  // 23: tensorflow.metadata.v0.URLDomain
-	(*v0.TimeDomain)(nil),                 // 24: tensorflow.metadata.v0.TimeDomain
-	(*v0.TimeOfDayDomain)(nil),            // 25: tensorflow.metadata.v0.TimeOfDayDomain
-	(*timestamp.Timestamp)(nil),           // 26: google.protobuf.Timestamp
+	(FeatureSetJobDeliveryStatus)(0),      // 1: feast.core.FeatureSetJobDeliveryStatus
+	(*FeatureSet)(nil),                    // 2: feast.core.FeatureSet
+	(*FeatureSetSpec)(nil),                // 3: feast.core.FeatureSetSpec
+	(*EntitySpec)(nil),                    // 4: feast.core.EntitySpec
+	(*FeatureSpec)(nil),                   // 5: feast.core.FeatureSpec
+	(*FeatureSetMeta)(nil),                // 6: feast.core.FeatureSetMeta
+	nil,                                   // 7: feast.core.FeatureSetSpec.LabelsEntry
+	nil,                                   // 8: feast.core.FeatureSpec.LabelsEntry
+	(*duration.Duration)(nil),             // 9: google.protobuf.Duration
+	(*Source)(nil),                        // 10: feast.core.Source
+	(types.ValueType_Enum)(0),             // 11: feast.types.ValueType.Enum
+	(*v0.FeaturePresence)(nil),            // 12: tensorflow.metadata.v0.FeaturePresence
+	(*v0.FeaturePresenceWithinGroup)(nil), // 13: tensorflow.metadata.v0.FeaturePresenceWithinGroup
+	(*v0.FixedShape)(nil),                 // 14: tensorflow.metadata.v0.FixedShape
+	(*v0.ValueCount)(nil),                 // 15: tensorflow.metadata.v0.ValueCount
+	(*v0.IntDomain)(nil),                  // 16: tensorflow.metadata.v0.IntDomain
+	(*v0.FloatDomain)(nil),                // 17: tensorflow.metadata.v0.FloatDomain
+	(*v0.StringDomain)(nil),               // 18: tensorflow.metadata.v0.StringDomain
+	(*v0.BoolDomain)(nil),                 // 19: tensorflow.metadata.v0.BoolDomain
+	(*v0.StructDomain)(nil),               // 20: tensorflow.metadata.v0.StructDomain
+	(*v0.NaturalLanguageDomain)(nil),      // 21: tensorflow.metadata.v0.NaturalLanguageDomain
+	(*v0.ImageDomain)(nil),                // 22: tensorflow.metadata.v0.ImageDomain
+	(*v0.MIDDomain)(nil),                  // 23: tensorflow.metadata.v0.MIDDomain
+	(*v0.URLDomain)(nil),                  // 24: tensorflow.metadata.v0.URLDomain
+	(*v0.TimeDomain)(nil),                 // 25: tensorflow.metadata.v0.TimeDomain
+	(*v0.TimeOfDayDomain)(nil),            // 26: tensorflow.metadata.v0.TimeOfDayDomain
+	(*timestamp.Timestamp)(nil),           // 27: google.protobuf.Timestamp
 }
 var file_feast_core_FeatureSet_proto_depIdxs = []int32{
-	2,  // 0: feast.core.FeatureSet.spec:type_name -> feast.core.FeatureSetSpec
-	5,  // 1: feast.core.FeatureSet.meta:type_name -> feast.core.FeatureSetMeta
-	3,  // 2: feast.core.FeatureSetSpec.entities:type_name -> feast.core.EntitySpec
-	4,  // 3: feast.core.FeatureSetSpec.features:type_name -> feast.core.FeatureSpec
-	8,  // 4: feast.core.FeatureSetSpec.max_age:type_name -> google.protobuf.Duration
-	9,  // 5: feast.core.FeatureSetSpec.source:type_name -> feast.core.Source
-	6,  // 6: feast.core.FeatureSetSpec.labels:type_name -> feast.core.FeatureSetSpec.LabelsEntry
-	10, // 7: feast.core.EntitySpec.value_type:type_name -> feast.types.ValueType.Enum
-	10, // 8: feast.core.FeatureSpec.value_type:type_name -> feast.types.ValueType.Enum
-	7,  // 9: feast.core.FeatureSpec.labels:type_name -> feast.core.FeatureSpec.LabelsEntry
-	11, // 10: feast.core.FeatureSpec.presence:type_name -> tensorflow.metadata.v0.FeaturePresence
-	12, // 11: feast.core.FeatureSpec.group_presence:type_name -> tensorflow.metadata.v0.FeaturePresenceWithinGroup
-	13, // 12: feast.core.FeatureSpec.shape:type_name -> tensorflow.metadata.v0.FixedShape
-	14, // 13: feast.core.FeatureSpec.value_count:type_name -> tensorflow.metadata.v0.ValueCount
-	15, // 14: feast.core.FeatureSpec.int_domain:type_name -> tensorflow.metadata.v0.IntDomain
-	16, // 15: feast.core.FeatureSpec.float_domain:type_name -> tensorflow.metadata.v0.FloatDomain
-	17, // 16: feast.core.FeatureSpec.string_domain:type_name -> tensorflow.metadata.v0.StringDomain
-	18, // 17: feast.core.FeatureSpec.bool_domain:type_name -> tensorflow.metadata.v0.BoolDomain
-	19, // 18: feast.core.FeatureSpec.struct_domain:type_name -> tensorflow.metadata.v0.StructDomain
-	20, // 19: feast.core.FeatureSpec.natural_language_domain:type_name -> tensorflow.metadata.v0.NaturalLanguageDomain
-	21, // 20: feast.core.FeatureSpec.image_domain:type_name -> tensorflow.metadata.v0.ImageDomain
-	22, // 21: feast.core.FeatureSpec.mid_domain:type_name -> tensorflow.metadata.v0.MIDDomain
-	23, // 22: feast.core.FeatureSpec.url_domain:type_name -> tensorflow.metadata.v0.URLDomain
-	24, // 23: feast.core.FeatureSpec.time_domain:type_name -> tensorflow.metadata.v0.TimeDomain
-	25, // 24: feast.core.FeatureSpec.time_of_day_domain:type_name -> tensorflow.metadata.v0.TimeOfDayDomain
-	26, // 25: feast.core.FeatureSetMeta.created_timestamp:type_name -> google.protobuf.Timestamp
+	3,  // 0: feast.core.FeatureSet.spec:type_name -> feast.core.FeatureSetSpec
+	6,  // 1: feast.core.FeatureSet.meta:type_name -> feast.core.FeatureSetMeta
+	4,  // 2: feast.core.FeatureSetSpec.entities:type_name -> feast.core.EntitySpec
+	5,  // 3: feast.core.FeatureSetSpec.features:type_name -> feast.core.FeatureSpec
+	9,  // 4: feast.core.FeatureSetSpec.max_age:type_name -> google.protobuf.Duration
+	10, // 5: feast.core.FeatureSetSpec.source:type_name -> feast.core.Source
+	7,  // 6: feast.core.FeatureSetSpec.labels:type_name -> feast.core.FeatureSetSpec.LabelsEntry
+	11, // 7: feast.core.EntitySpec.value_type:type_name -> feast.types.ValueType.Enum
+	11, // 8: feast.core.FeatureSpec.value_type:type_name -> feast.types.ValueType.Enum
+	8,  // 9: feast.core.FeatureSpec.labels:type_name -> feast.core.FeatureSpec.LabelsEntry
+	12, // 10: feast.core.FeatureSpec.presence:type_name -> tensorflow.metadata.v0.FeaturePresence
+	13, // 11: feast.core.FeatureSpec.group_presence:type_name -> tensorflow.metadata.v0.FeaturePresenceWithinGroup
+	14, // 12: feast.core.FeatureSpec.shape:type_name -> tensorflow.metadata.v0.FixedShape
+	15, // 13: feast.core.FeatureSpec.value_count:type_name -> tensorflow.metadata.v0.ValueCount
+	16, // 14: feast.core.FeatureSpec.int_domain:type_name -> tensorflow.metadata.v0.IntDomain
+	17, // 15: feast.core.FeatureSpec.float_domain:type_name -> tensorflow.metadata.v0.FloatDomain
+	18, // 16: feast.core.FeatureSpec.string_domain:type_name -> tensorflow.metadata.v0.StringDomain
+	19, // 17: feast.core.FeatureSpec.bool_domain:type_name -> tensorflow.metadata.v0.BoolDomain
+	20, // 18: feast.core.FeatureSpec.struct_domain:type_name -> tensorflow.metadata.v0.StructDomain
+	21, // 19: feast.core.FeatureSpec.natural_language_domain:type_name -> tensorflow.metadata.v0.NaturalLanguageDomain
+	22, // 20: feast.core.FeatureSpec.image_domain:type_name -> tensorflow.metadata.v0.ImageDomain
+	23, // 21: feast.core.FeatureSpec.mid_domain:type_name -> tensorflow.metadata.v0.MIDDomain
+	24, // 22: feast.core.FeatureSpec.url_domain:type_name -> tensorflow.metadata.v0.URLDomain
+	25, // 23: feast.core.FeatureSpec.time_domain:type_name -> tensorflow.metadata.v0.TimeDomain
+	26, // 24: feast.core.FeatureSpec.time_of_day_domain:type_name -> tensorflow.metadata.v0.TimeOfDayDomain
+	27, // 25: feast.core.FeatureSetMeta.created_timestamp:type_name -> google.protobuf.Timestamp
 	0,  // 26: feast.core.FeatureSetMeta.status:type_name -> feast.core.FeatureSetStatus
 	27, // [27:27] is the sub-list for method output_type
 	27, // [27:27] is the sub-list for method input_type
@@ -1060,7 +1124,7 @@ func file_feast_core_FeatureSet_proto_init() {
 		File: protoimpl.DescBuilder{
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_feast_core_FeatureSet_proto_rawDesc,
-			NumEnums:      1,
+			NumEnums:      2,
 			NumMessages:   7,
 			NumExtensions: 0,
 			NumServices:   0,
diff --git a/sdk/go/protos/feast/core/IngestionJob.pb.go b/sdk/go/protos/feast/core/IngestionJob.pb.go
index a54b23c4498..c8d3478ac9a 100644
--- a/sdk/go/protos/feast/core/IngestionJob.pb.go
+++ b/sdk/go/protos/feast/core/IngestionJob.pb.go
@@ -212,6 +212,128 @@ func (x *IngestionJob) GetStore() *Store {
 	return nil
 }
 
+// Config for bi-directional communication channel between Core Service and Ingestion Job
+type SpecsStreamingUpdateConfig struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// out-channel for publishing new FeatureSetSpecs (by Core).
+	// IngestionJob use it as source of existing FeatureSetSpecs and new real-time updates
+	Source *KafkaSourceConfig `protobuf:"bytes,1,opt,name=source,proto3" json:"source,omitempty"`
+	// ack-channel for sending acknowledgments when new FeatureSetSpecs is installed in Job
+	Ack *KafkaSourceConfig `protobuf:"bytes,2,opt,name=ack,proto3" json:"ack,omitempty"`
+}
+
+func (x *SpecsStreamingUpdateConfig) Reset() {
+	*x = SpecsStreamingUpdateConfig{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_feast_core_IngestionJob_proto_msgTypes[1]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *SpecsStreamingUpdateConfig) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*SpecsStreamingUpdateConfig) ProtoMessage() {}
+
+func (x *SpecsStreamingUpdateConfig) ProtoReflect() protoreflect.Message {
+	mi := &file_feast_core_IngestionJob_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 SpecsStreamingUpdateConfig.ProtoReflect.Descriptor instead.
+func (*SpecsStreamingUpdateConfig) Descriptor() ([]byte, []int) {
+	return file_feast_core_IngestionJob_proto_rawDescGZIP(), []int{1}
+}
+
+func (x *SpecsStreamingUpdateConfig) GetSource() *KafkaSourceConfig {
+	if x != nil {
+		return x.Source
+	}
+	return nil
+}
+
+func (x *SpecsStreamingUpdateConfig) GetAck() *KafkaSourceConfig {
+	if x != nil {
+		return x.Ack
+	}
+	return nil
+}
+
+type FeatureSetSpecAck struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	FeatureSetReference string `protobuf:"bytes,1,opt,name=feature_set_reference,json=featureSetReference,proto3" json:"feature_set_reference,omitempty"`
+	FeatureSetVersion   int32  `protobuf:"varint,2,opt,name=feature_set_version,json=featureSetVersion,proto3" json:"feature_set_version,omitempty"`
+	JobName             string `protobuf:"bytes,3,opt,name=job_name,json=jobName,proto3" json:"job_name,omitempty"`
+}
+
+func (x *FeatureSetSpecAck) Reset() {
+	*x = FeatureSetSpecAck{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_feast_core_IngestionJob_proto_msgTypes[2]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *FeatureSetSpecAck) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*FeatureSetSpecAck) ProtoMessage() {}
+
+func (x *FeatureSetSpecAck) ProtoReflect() protoreflect.Message {
+	mi := &file_feast_core_IngestionJob_proto_msgTypes[2]
+	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 FeatureSetSpecAck.ProtoReflect.Descriptor instead.
+func (*FeatureSetSpecAck) Descriptor() ([]byte, []int) {
+	return file_feast_core_IngestionJob_proto_rawDescGZIP(), []int{2}
+}
+
+func (x *FeatureSetSpecAck) GetFeatureSetReference() string {
+	if x != nil {
+		return x.FeatureSetReference
+	}
+	return ""
+}
+
+func (x *FeatureSetSpecAck) GetFeatureSetVersion() int32 {
+	if x != nil {
+		return x.FeatureSetVersion
+	}
+	return 0
+}
+
+func (x *FeatureSetSpecAck) GetJobName() string {
+	if x != nil {
+		return x.JobName
+	}
+	return ""
+}
+
 var File_feast_core_IngestionJob_proto protoreflect.FileDescriptor
 
 var file_feast_core_IngestionJob_proto_rawDesc = []byte{
@@ -239,22 +361,40 @@ var file_feast_core_IngestionJob_proto_rawDesc = []byte{
 	0x63, 0x65, 0x52, 0x06, 0x73, 0x6f, 0x75, 0x72, 0x63, 0x65, 0x12, 0x27, 0x0a, 0x05, 0x73, 0x74,
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+	0x72, 0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
@@ -270,24 +410,29 @@ func file_feast_core_IngestionJob_proto_rawDescGZIP() []byte {
 }
 
 var file_feast_core_IngestionJob_proto_enumTypes = make([]protoimpl.EnumInfo, 1)
-var file_feast_core_IngestionJob_proto_msgTypes = make([]protoimpl.MessageInfo, 1)
+var file_feast_core_IngestionJob_proto_msgTypes = make([]protoimpl.MessageInfo, 3)
 var file_feast_core_IngestionJob_proto_goTypes = []interface{}{
-	(IngestionJobStatus)(0), // 0: feast.core.IngestionJobStatus
-	(*IngestionJob)(nil),    // 1: feast.core.IngestionJob
-	(*FeatureSet)(nil),      // 2: feast.core.FeatureSet
-	(*Source)(nil),          // 3: feast.core.Source
-	(*Store)(nil),           // 4: feast.core.Store
+	(IngestionJobStatus)(0),            // 0: feast.core.IngestionJobStatus
+	(*IngestionJob)(nil),               // 1: feast.core.IngestionJob
+	(*SpecsStreamingUpdateConfig)(nil), // 2: feast.core.SpecsStreamingUpdateConfig
+	(*FeatureSetSpecAck)(nil),          // 3: feast.core.FeatureSetSpecAck
+	(*FeatureSet)(nil),                 // 4: feast.core.FeatureSet
+	(*Source)(nil),                     // 5: feast.core.Source
+	(*Store)(nil),                      // 6: feast.core.Store
+	(*KafkaSourceConfig)(nil),          // 7: feast.core.KafkaSourceConfig
 }
 var file_feast_core_IngestionJob_proto_depIdxs = []int32{
 	0, // 0: feast.core.IngestionJob.status:type_name -> feast.core.IngestionJobStatus
-	2, // 1: feast.core.IngestionJob.feature_sets:type_name -> feast.core.FeatureSet
-	3, // 2: feast.core.IngestionJob.source:type_name -> feast.core.Source
-	4, // 3: feast.core.IngestionJob.store:type_name -> feast.core.Store
-	4, // [4:4] is the sub-list for method output_type
-	4, // [4:4] is the sub-list for method input_type
-	4, // [4:4] is the sub-list for extension type_name
-	4, // [4:4] is the sub-list for extension extendee
-	0, // [0:4] is the sub-list for field type_name
+	4, // 1: feast.core.IngestionJob.feature_sets:type_name -> feast.core.FeatureSet
+	5, // 2: feast.core.IngestionJob.source:type_name -> feast.core.Source
+	6, // 3: feast.core.IngestionJob.store:type_name -> feast.core.Store
+	7, // 4: feast.core.SpecsStreamingUpdateConfig.source:type_name -> feast.core.KafkaSourceConfig
+	7, // 5: feast.core.SpecsStreamingUpdateConfig.ack:type_name -> feast.core.KafkaSourceConfig
+	6, // [6:6] is the sub-list for method output_type
+	6, // [6:6] 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_feast_core_IngestionJob_proto_init() }
@@ -311,6 +456,30 @@ func file_feast_core_IngestionJob_proto_init() {
 				return nil
 			}
 		}
+		file_feast_core_IngestionJob_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*SpecsStreamingUpdateConfig); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_feast_core_IngestionJob_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*FeatureSetSpecAck); 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{
@@ -318,7 +487,7 @@ func file_feast_core_IngestionJob_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_feast_core_IngestionJob_proto_rawDesc,
 			NumEnums:      1,
-			NumMessages:   1,
+			NumMessages:   3,
 			NumExtensions: 0,
 			NumServices:   0,
 		},
diff --git a/sdk/go/protos/feast/core/Store.pb.go b/sdk/go/protos/feast/core/Store.pb.go
index 829e2e7c180..9a339a6b173 100644
--- a/sdk/go/protos/feast/core/Store.pb.go
+++ b/sdk/go/protos/feast/core/Store.pb.go
@@ -598,6 +598,8 @@ type Store_Subscription struct {
 	// - my-feature-set* can be used to match all features prefixed by "my-feature-set"
 	// - my-feature-set-6 can be used to select a single feature set
 	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
+	// All matches with exclude enabled will be filtered out instead of added
+	Exclude bool `protobuf:"varint,4,opt,name=exclude,proto3" json:"exclude,omitempty"`
 }
 
 func (x *Store_Subscription) Reset() {
@@ -646,12 +648,19 @@ func (x *Store_Subscription) GetName() string {
 	return ""
 }
 
+func (x *Store_Subscription) GetExclude() bool {
+	if x != nil {
+		return x.Exclude
+	}
+	return false
+}
+
 var File_feast_core_Store_proto protoreflect.FileDescriptor
 
 var file_feast_core_Store_proto_rawDesc = []byte{
 	0x0a, 0x16, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x53, 0x74, 0x6f,
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 	0x0a, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09, 0x52, 0x04, 0x6e, 0x61,
 	0x6d, 0x65, 0x12, 0x2f, 0x0a, 0x04, 0x74, 0x79, 0x70, 0x65, 0x18, 0x02, 0x20, 0x01, 0x28, 0x0e,
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@@ -721,23 +730,24 @@ var file_feast_core_Store_proto_rawDesc = []byte{
 	0x28, 0x05, 0x52, 0x10, 0x69, 0x6e, 0x69, 0x74, 0x69, 0x61, 0x6c, 0x42, 0x61, 0x63, 0x6b, 0x6f,
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+	0x74, 0x6f, 0x5a, 0x33, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x66,
+	0x65, 0x61, 0x73, 0x74, 0x2d, 0x64, 0x65, 0x76, 0x2f, 0x66, 0x65, 0x61, 0x73, 0x74, 0x2f, 0x73,
+	0x64, 0x6b, 0x2f, 0x67, 0x6f, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x73, 0x2f, 0x66, 0x65, 0x61,
+	0x73, 0x74, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
diff --git a/sdk/go/protos/feast/serving/ServingService.pb.go b/sdk/go/protos/feast/serving/ServingService.pb.go
index c8b09a352b5..50e2f3fe2b6 100644
--- a/sdk/go/protos/feast/serving/ServingService.pb.go
+++ b/sdk/go/protos/feast/serving/ServingService.pb.go
@@ -495,6 +495,10 @@ type GetOnlineFeaturesRequest struct {
 	// Option to omit entities from the response. If true, only feature
 	// values will be returned.
 	OmitEntitiesInResponse bool `protobuf:"varint,3,opt,name=omit_entities_in_response,json=omitEntitiesInResponse,proto3" json:"omit_entities_in_response,omitempty"`
+	// Optional field to specify project name override. If specified, uses the
+	// given project for retrieval. Overrides the projects specified in
+	// Feature References if both are specified.
+	Project string `protobuf:"bytes,5,opt,name=project,proto3" json:"project,omitempty"`
 }
 
 func (x *GetOnlineFeaturesRequest) Reset() {
@@ -550,6 +554,13 @@ func (x *GetOnlineFeaturesRequest) GetOmitEntitiesInResponse() bool {
 	return false
 }
 
+func (x *GetOnlineFeaturesRequest) GetProject() string {
+	if x != nil {
+		return x.Project
+	}
+	return ""
+}
+
 type GetOnlineFeaturesResponse struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -1161,7 +1172,7 @@ var file_feast_serving_ServingService_proto_rawDesc = []byte{
 	0x6d, 0x65, 0x18, 0x02, 0x20, 0x01, 0x28, 0x09, 0x52, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x12, 0x1f,
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+	0x33,
 }
 
 var (
diff --git a/sdk/go/request.go b/sdk/go/request.go
index a11999ae890..010545d6c4e 100644
--- a/sdk/go/request.go
+++ b/sdk/go/request.go
@@ -23,7 +23,8 @@ type OnlineFeaturesRequest struct {
 	// Entities is the list of entity rows to retrieve features on. Each row is a map of entity name to entity value.
 	Entities []Row
 
-	// Project specifies the project would contain the feature sets where the requested features belong to.
+	// Project optionally specifies the project override. If specified, uses given project for retrieval.
+	// Overrides the projects specified in Feature References if also specified.
 	Project string
 
 	// whether to omit the entities fields in the response.
@@ -32,7 +33,7 @@ type OnlineFeaturesRequest struct {
 
 // Builds the feast-specified request payload from the wrapper.
 func (r OnlineFeaturesRequest) buildRequest() (*serving.GetOnlineFeaturesRequest, error) {
-	featureRefs, err := buildFeatureRefs(r.Features, r.Project)
+	featureRefs, err := buildFeatureRefs(r.Features)
 	if err != nil {
 		return nil, err
 	}
@@ -46,30 +47,26 @@ func (r OnlineFeaturesRequest) buildRequest() (*serving.GetOnlineFeaturesRequest
 	}
 
 	return &serving.GetOnlineFeaturesRequest{
-		Features:                  featureRefs,
-		EntityRows:                entityRows,
-		OmitEntitiesInResponse:    r.OmitEntities,
+		Features:               featureRefs,
+		EntityRows:             entityRows,
+		OmitEntitiesInResponse: r.OmitEntities,
+		Project:                r.Project,
 	}, nil
 }
 
 // Creates a slice of FeatureReferences from string representation in
 // the format featureset:feature.
 // featureRefStrs - string feature references to parse.
-// project - Optionally sets the project in parsed FeatureReferences. Otherwise pass ""
 // Returns parsed FeatureReferences.
 // Returns an error when the format of the string feature reference is invalid
-func buildFeatureRefs(featureRefStrs []string, project string) ([]*serving.FeatureReference, error) {
+func buildFeatureRefs(featureRefStrs []string) ([]*serving.FeatureReference, error) {
 	var featureRefs []*serving.FeatureReference
 
 	for _, featureRefStr := range featureRefStrs {
-		featureRef, err := parseFeatureRef(featureRefStr, false)
+		featureRef, err := parseFeatureRef(featureRefStr)
 		if err != nil {
 			return nil, err
 		}
-		// apply project if specified
-		if len(project) != 0 {
-			featureRef.Project = project
-		}
 		featureRefs = append(featureRefs, featureRef)
 	}
 	return featureRefs, nil
@@ -77,23 +74,16 @@ func buildFeatureRefs(featureRefStrs []string, project string) ([]*serving.Featu
 
 // Parses a string FeatureReference into FeatureReference proto
 // featureRefStr - the string feature reference to parse.
-// ignoreProject - if true would ignore if project is specified in the given featureRefStr
-// 				   Otherwise, would return an error if project is detected in featureRefStr.
 // Returns parsed FeatureReference.
 // Returns an error when the format of the string feature reference is invalid
-func parseFeatureRef(featureRefStr string, ignoreProject bool) (*serving.FeatureReference, error) {
+func parseFeatureRef(featureRefStr string) (*serving.FeatureReference, error) {
 	if len(featureRefStr) == 0 {
 		return nil, fmt.Errorf(ErrInvalidFeatureRef, featureRefStr)
 	}
 
 	var featureRef serving.FeatureReference
 	if strings.Contains(featureRefStr, "/") {
-		if ignoreProject {
-			projectSplit := strings.Split(featureRefStr, "/")
-			featureRefStr = projectSplit[1]
-		} else {
-			return nil, fmt.Errorf(ErrInvalidFeatureRef, featureRefStr)
-		}
+		return nil, fmt.Errorf(ErrInvalidFeatureRef, featureRefStr)
 	}
 	// parse featureset if specified
 	if strings.Contains(featureRefStr, ":") {
diff --git a/sdk/go/request_test.go b/sdk/go/request_test.go
index 70e1f0d8f5e..943fd37fee7 100644
--- a/sdk/go/request_test.go
+++ b/sdk/go/request_test.go
@@ -34,13 +34,11 @@ func TestGetOnlineFeaturesRequest(t *testing.T) {
 			want: &serving.GetOnlineFeaturesRequest{
 				Features: []*serving.FeatureReference{
 					{
-						Project:    "driver_project",
 						FeatureSet: "driver",
 						Name:       "driver_id",
 					},
 					{
-						Project: "driver_project",
-						Name:    "driver_id",
+						Name: "driver_id",
 					},
 				},
 				EntityRows: []*serving.GetOnlineFeaturesRequest_EntityRow{
@@ -64,6 +62,7 @@ func TestGetOnlineFeaturesRequest(t *testing.T) {
 					},
 				},
 				OmitEntitiesInResponse: false,
+				Project:                "driver_project",
 			},
 			wantErr: false,
 			err:     nil,
diff --git a/sdk/java/src/main/java/com/gojek/feast/FeastClient.java b/sdk/java/src/main/java/com/gojek/feast/FeastClient.java
index a7f24e5282b..374db0d2af2 100644
--- a/sdk/java/src/main/java/com/gojek/feast/FeastClient.java
+++ b/sdk/java/src/main/java/com/gojek/feast/FeastClient.java
@@ -16,7 +16,6 @@
  */
 package com.gojek.feast;
 
-import feast.common.models.Feature;
 import feast.proto.serving.ServingAPIProto.FeatureReference;
 import feast.proto.serving.ServingAPIProto.GetFeastServingInfoRequest;
 import feast.proto.serving.ServingAPIProto.GetFeastServingInfoResponse;
@@ -83,8 +82,8 @@ public List<Row> getOnlineFeatures(List<String> featureRefs, List<Row> rows) {
    *     featureSet:feature, where 'featureSet' and 'feature' refer to the FeatureSet and Feature
    *     names respectively. Only the Feature name is required.
    * @param rows list of {@link Row} to select the entities to retrieve the features for
-   * @param project {@link String} Specifies the project which contains the FeatureSets which the
-   *     Feature requested belong to.
+   * @param project {@link String} Specifies the project override. If specifed uses the project for
+   *     retrieval. Overrides the projects set in Feature References if also specified.
    * @return list of {@link Row} containing retrieved data fields.
    */
   public List<Row> getOnlineFeatures(List<String> featureRefs, List<Row> rows, String project) {
@@ -110,15 +109,15 @@ public List<Row> getOnlineFeatures(List<String> featureRefs, List<Row> rows, Str
    *     featureSet:feature, where 'featureSet' and 'feature' refer to the FeatureSet and Feature
    *     names respectively. Only the Feature name is required.
    * @param rows list of {@link Row} to select the entities to retrieve the features for
-   * @param project {@link String} Specifies the project which contains the FeatureSets which the
-   *     Feature requested belong to.
+   * @param project {@link String} Specifies the project override. If specifed uses the project for
+   *     retrieval. Overrides the projects set in Feature References if also specified.
    * @param omitEntitiesInResponse if true, the returned {@link Row} will not contain field and
    *     value for the entity
    * @return list of {@link Row} containing retrieved data fields.
    */
   public List<Row> getOnlineFeatures(
       List<String> featureRefs, List<Row> rows, String project, boolean omitEntitiesInResponse) {
-    List<FeatureReference> features = RequestUtil.createFeatureRefs(featureRefs, project);
+    List<FeatureReference> features = RequestUtil.createFeatureRefs(featureRefs);
     // build entity rows and collect entity references
     HashSet<String> entityRefs = new HashSet<>();
     List<EntityRow> entityRows =
@@ -138,6 +137,7 @@ public List<Row> getOnlineFeatures(
             GetOnlineFeaturesRequest.newBuilder()
                 .addAllFeatures(features)
                 .addAllEntityRows(entityRows)
+                .setProject(project)
                 .setOmitEntitiesInResponse(omitEntitiesInResponse)
                 .build());
 
@@ -146,17 +146,10 @@ public List<Row> getOnlineFeatures(
             fieldValues -> {
               Row row = Row.create();
               for (String fieldName : fieldValues.getFieldsMap().keySet()) {
-                String stripFieldName = fieldName;
-                if (!entityRefs.contains(fieldName)) {
-                  // Strip project from string Feature References from returned from serving
-                  FeatureReference featureRef =
-                      RequestUtil.parseFeatureRef(fieldName, true).build();
-                  stripFieldName = Feature.getFeatureStringRef(featureRef);
-                  row.set(
-                      stripFieldName,
-                      fieldValues.getFieldsMap().get(fieldName),
-                      fieldValues.getStatusesMap().get(fieldName));
-                }
+                row.set(
+                    fieldName,
+                    fieldValues.getFieldsMap().get(fieldName),
+                    fieldValues.getStatusesMap().get(fieldName));
               }
               return row;
             })
diff --git a/sdk/java/src/main/java/com/gojek/feast/RequestUtil.java b/sdk/java/src/main/java/com/gojek/feast/RequestUtil.java
index 08a2a535737..c2290c6d11d 100644
--- a/sdk/java/src/main/java/com/gojek/feast/RequestUtil.java
+++ b/sdk/java/src/main/java/com/gojek/feast/RequestUtil.java
@@ -27,24 +27,17 @@ public class RequestUtil {
    * Create feature references protos from given string feature reference.
    *
    * @param featureRefStrings to create Feature Reference protos from
-   * @param project specifies to the project set in parsed Feature Reference protos otherwise ""
    * @return List of parsed {@link FeatureReference} protos
    */
-  public static List<FeatureReference> createFeatureRefs(
-      List<String> featureRefStrings, String project) {
+  public static List<FeatureReference> createFeatureRefs(List<String> featureRefStrings) {
     if (featureRefStrings == null) {
       throw new IllegalArgumentException("featureRefs cannot be null");
     }
 
     List<FeatureReference.Builder> featureRefs =
         featureRefStrings.stream()
-            .map(refStr -> parseFeatureRef(refStr, false))
+            .map(refStr -> parseFeatureRef(refStr))
             .collect(Collectors.toList());
-    // apply project override if specified
-    if (!project.isEmpty()) {
-      featureRefs =
-          featureRefs.stream().map(ref -> ref.setProject(project)).collect(Collectors.toList());
-    }
 
     return featureRefs.stream().map(ref -> ref.build()).collect(Collectors.toList());
   }
@@ -53,29 +46,22 @@ public static List<FeatureReference> createFeatureRefs(
    * Parse a feature reference proto builder from the given featureRefString
    *
    * @param featureRefString string feature reference to parse from.
-   * @param ignoreProject If true, would ignore if project is specified in given ref string.
-   *     Otherwise, throwws a {@link IllegalArgumentException} if project is specified.
    * @return a parsed {@link FeatureReference.Builder}
    */
-  public static FeatureReference.Builder parseFeatureRef(
-      String featureRefString, boolean ignoreProject) {
+  public static FeatureReference.Builder parseFeatureRef(String featureRefString) {
     featureRefString = featureRefString.trim();
     if (featureRefString.isEmpty()) {
       throw new IllegalArgumentException("Cannot parse a empty feature reference");
     }
-    FeatureReference.Builder featureRef = FeatureReference.newBuilder();
-
-    // parse project if specified
     if (featureRefString.contains("/")) {
-      if (ignoreProject) {
-        String[] projectSplit = featureRefString.split("/");
-        featureRefString = projectSplit[1];
-      } else {
-        throw new IllegalArgumentException(
-            String.format("Unsupported feature reference: %s", featureRefString));
-      }
+      throw new IllegalArgumentException(
+          String.format(
+              "Unsupported feature reference: Specifying project in string"
+                  + " Feature References is not longer supported: %s",
+              featureRefString));
     }
 
+    FeatureReference.Builder featureRef = FeatureReference.newBuilder();
     // parse featureset if specified
     if (featureRefString.contains(":")) {
       String[] featureSetSplit = featureRefString.split(":");
diff --git a/sdk/java/src/test/java/com/gojek/feast/FeastClientTest.java b/sdk/java/src/test/java/com/gojek/feast/FeastClientTest.java
index 5cb756f8de6..84d92466571 100644
--- a/sdk/java/src/test/java/com/gojek/feast/FeastClientTest.java
+++ b/sdk/java/src/test/java/com/gojek/feast/FeastClientTest.java
@@ -118,23 +118,14 @@ public void shouldGetOnlineFeatures() {
   private static GetOnlineFeaturesRequest getFakeRequest() {
     // setup mock serving service stub
     return GetOnlineFeaturesRequest.newBuilder()
-        .addFeatures(
-            FeatureReference.newBuilder()
-                .setProject("driver_project")
-                .setFeatureSet("driver")
-                .setName("name")
-                .build())
-        .addFeatures(
-            FeatureReference.newBuilder().setProject("driver_project").setName("rating").build())
-        .addFeatures(
-            FeatureReference.newBuilder()
-                .setProject("driver_project")
-                .setName("null_value")
-                .build())
+        .addFeatures(FeatureReference.newBuilder().setFeatureSet("driver").setName("name").build())
+        .addFeatures(FeatureReference.newBuilder().setName("rating").build())
+        .addFeatures(FeatureReference.newBuilder().setName("null_value").build())
         .addEntityRows(
             EntityRow.newBuilder()
                 .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
                 .putFields("driver_id", intValue(1)))
+        .setProject("driver_project")
         .build();
   }
 
@@ -142,14 +133,14 @@ private static GetOnlineFeaturesResponse getFakeResponse() {
     return GetOnlineFeaturesResponse.newBuilder()
         .addFieldValues(
             FieldValues.newBuilder()
-                .putFields("driver_project/driver_id", intValue(1))
-                .putStatuses("driver_project/driver_id", FieldStatus.PRESENT)
-                .putFields("driver_project/driver:name", strValue("david"))
-                .putStatuses("driver_project/driver:name", FieldStatus.PRESENT)
-                .putFields("driver_project/rating", intValue(3))
-                .putStatuses("driver_project/rating", FieldStatus.PRESENT)
-                .putFields("driver_project/null_value", Value.newBuilder().build())
-                .putStatuses("driver_project/null_value", FieldStatus.NULL_VALUE)
+                .putFields("driver_id", intValue(1))
+                .putStatuses("driver_id", FieldStatus.PRESENT)
+                .putFields("driver:name", strValue("david"))
+                .putStatuses("driver:name", FieldStatus.PRESENT)
+                .putFields("rating", intValue(3))
+                .putStatuses("rating", FieldStatus.PRESENT)
+                .putFields("null_value", Value.newBuilder().build())
+                .putStatuses("null_value", FieldStatus.NULL_VALUE)
                 .build())
         .build();
   }
diff --git a/sdk/java/src/test/java/com/gojek/feast/RequestUtilTest.java b/sdk/java/src/test/java/com/gojek/feast/RequestUtilTest.java
index 11e15c6cec3..1148710d5a6 100644
--- a/sdk/java/src/test/java/com/gojek/feast/RequestUtilTest.java
+++ b/sdk/java/src/test/java/com/gojek/feast/RequestUtilTest.java
@@ -40,22 +40,15 @@ private static Stream<Arguments> provideValidFeatureRefs() {
         Arguments.of(
             Arrays.asList("driver:driver_id", "driver_id"),
             Arrays.asList(
-                FeatureReference.newBuilder()
-                    .setProject("driver_project")
-                    .setFeatureSet("driver")
-                    .setName("driver_id")
-                    .build(),
-                FeatureReference.newBuilder()
-                    .setProject("driver_project")
-                    .setName("driver_id")
-                    .build())));
+                FeatureReference.newBuilder().setFeatureSet("driver").setName("driver_id").build(),
+                FeatureReference.newBuilder().setName("driver_id").build())));
   }
 
   @ParameterizedTest
   @MethodSource("provideValidFeatureRefs")
   void createFeatureSets_ShouldReturnFeatureSetsForValidFeatureRefs(
       List<String> input, List<FeatureReference> expected) {
-    List<FeatureReference> actual = RequestUtil.createFeatureRefs(input, "driver_project");
+    List<FeatureReference> actual = RequestUtil.createFeatureRefs(input);
     // Order of the actual and expected featureSets do no not matter
     actual.sort(Comparator.comparing(FeatureReference::getName));
     expected.sort(Comparator.comparing(FeatureReference::getName));
@@ -90,12 +83,12 @@ private static Stream<Arguments> provideInvalidFeatureRefs() {
   @ParameterizedTest
   @MethodSource("provideInvalidFeatureRefs")
   void createFeatureSets_ShouldThrowExceptionForInvalidFeatureRefs(List<String> input) {
-    assertThrows(IllegalArgumentException.class, () -> RequestUtil.createFeatureRefs(input, ""));
+    assertThrows(IllegalArgumentException.class, () -> RequestUtil.createFeatureRefs(input));
   }
 
   @ParameterizedTest
   @NullSource
   void createFeatureSets_ShouldThrowExceptionForNullFeatureRefs(List<String> input) {
-    assertThrows(IllegalArgumentException.class, () -> RequestUtil.createFeatureRefs(input, ""));
+    assertThrows(IllegalArgumentException.class, () -> RequestUtil.createFeatureRefs(input));
   }
 }
diff --git a/sdk/python/feast/client.py b/sdk/python/feast/client.py
index f4c822e018a..3a7dfb0b781 100644
--- a/sdk/python/feast/client.py
+++ b/sdk/python/feast/client.py
@@ -671,10 +671,9 @@ def get_online_features(
             entity_rows: List of GetFeaturesRequest.EntityRow where each row
                 contains entities. Timestamp should not be set for online
                 retrieval. All entity types within a feature
-            project: Specifies the project which contain the FeatureSets
-                which the requested features belong to.
+            project: Optionally specify the the project override. If specified, uses given project for retrieval.
+                Overrides the projects specified in Feature References if also are specified.
             omit_entities: If true will omit entity values in the returned feature data.
-
         Returns:
             GetOnlineFeaturesResponse containing the feature data in records.
             Each EntityRow provided will yield one record, which contains
@@ -685,43 +684,11 @@ def get_online_features(
             response = self._serving_service.GetOnlineFeatures(
                 GetOnlineFeaturesRequest(
                     omit_entities_in_response=omit_entities,
-                    features=_build_feature_references(
-                        feature_ref_strs=feature_refs,
-                        project=project if project is not None else self.project,
-                    ),
+                    features=_build_feature_references(feature_ref_strs=feature_refs),
                     entity_rows=entity_rows,
+                    project=project if project is not None else self.project,
                 )
             )
-
-            entity_refs = {
-                key for entity_row in entity_rows for key in entity_row.fields.keys()
-            }
-            # strip the project part the string feature references returned from serving
-            strip = (
-                lambda ref: repr(FeatureRef.from_str(ref, ignore_project=True))
-                if ref not in entity_refs
-                else ref
-            )
-            strip_field_values = []
-            for field_value in response.field_values:
-                keys, fields, statuses = (
-                    field_value.fields.keys(),
-                    field_value.fields,
-                    field_value.statuses,
-                )
-                fields_and_statuses = [
-                    (strip(key), fields[key], statuses[key]) for key in keys
-                ]
-                keys, fields, statuses = zip(*fields_and_statuses)
-                strip_field_values.append(
-                    GetOnlineFeaturesResponse.FieldValues(
-                        fields=dict(zip(keys, fields)),
-                        statuses=dict(zip(keys, statuses)),
-                    )
-                )
-            del response.field_values[:]
-            response.field_values.extend(strip_field_values)
-
         except grpc.RpcError as e:
             raise grpc.RpcError(e.details())
 
diff --git a/sdk/python/tests/test_client.py b/sdk/python/tests/test_client.py
index 720662acb62..9a492c1721e 100644
--- a/sdk/python/tests/test_client.py
+++ b/sdk/python/tests/test_client.py
@@ -272,14 +272,12 @@ def test_get_online_features(self, mocked_client, mocker):
         def int_val(x):
             return ValueProto.Value(int64_val=x)
 
-        request = GetOnlineFeaturesRequest()
+        request = GetOnlineFeaturesRequest(project="driver_project")
         request.features.extend(
             [
-                FeatureRefProto(
-                    project="driver_project", feature_set="driver", name="age"
-                ),
-                FeatureRefProto(project="driver_project", name="rating"),
-                FeatureRefProto(project="driver_project", name="null_value"),
+                FeatureRefProto(feature_set="driver", name="age"),
+                FeatureRefProto(name="rating"),
+                FeatureRefProto(name="null_value"),
             ]
         )
         recieve_response = GetOnlineFeaturesResponse()
@@ -292,15 +290,15 @@ def int_val(x):
             field_values = GetOnlineFeaturesResponse.FieldValues(
                 fields={
                     "driver_id": int_val(row_number),
-                    "driver_project/driver:age": int_val(1),
-                    "driver_project/rating": int_val(9),
-                    "driver_project/null_value": ValueProto.Value(),
+                    "driver:age": int_val(1),
+                    "rating": int_val(9),
+                    "null_value": ValueProto.Value(),
                 },
                 statuses={
                     "driver_id": GetOnlineFeaturesResponse.FieldStatus.PRESENT,
-                    "driver_project/driver:age": GetOnlineFeaturesResponse.FieldStatus.PRESENT,
-                    "driver_project/rating": GetOnlineFeaturesResponse.FieldStatus.PRESENT,
-                    "driver_project/null_value": GetOnlineFeaturesResponse.FieldStatus.NULL_VALUE,
+                    "driver:age": GetOnlineFeaturesResponse.FieldStatus.PRESENT,
+                    "rating": GetOnlineFeaturesResponse.FieldStatus.PRESENT,
+                    "null_value": GetOnlineFeaturesResponse.FieldStatus.NULL_VALUE,
                 },
             )
             recieve_response.field_values.append(field_values)
diff --git a/serving/src/main/java/feast/serving/service/OnlineServingService.java b/serving/src/main/java/feast/serving/service/OnlineServingService.java
index 861cd99dd3b..a357904e32f 100644
--- a/serving/src/main/java/feast/serving/service/OnlineServingService.java
+++ b/serving/src/main/java/feast/serving/service/OnlineServingService.java
@@ -88,7 +88,7 @@ public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequest requ
       }
 
       List<FeatureSetRequest> featureSetRequests =
-          specService.getFeatureSets(request.getFeaturesList());
+          specService.getFeatureSets(request.getFeaturesList(), request.getProject());
       for (FeatureSetRequest featureSetRequest : featureSetRequests) {
         // Pull feature rows for given entity rows from the feature/featureset specified in feature
         // set request.
@@ -153,7 +153,7 @@ public GetOnlineFeaturesResponse getOnlineFeatures(GetOnlineFeaturesRequest requ
    * feature set request.
    *
    * @param featureRow optional to unpack for feature values.
-   * @param featureSetRequest for which the feature row was retrieved.
+   * @param featureSetRequest feature set request for which the feature row is retrieved for.
    * @param isOutsideMaxAge whether which the feature row contains values that is outside max age.
    * @return valueMap mapping string feature name to feature value for the given feature set
    *     request.
@@ -166,6 +166,7 @@ private static Map<String, Value> unpackValueMap(
     // In order to return values containing the same feature references provided by the user,
     // we reuse the feature references in the request as the keys in field builder map
     Map<String, FeatureReference> nameRefMap = featureSetRequest.getFeatureRefsByName();
+
     if (featureRow.isPresent()) {
       // unpack feature row's feature values and populate value map
       Map<String, Value> featureValueMap =
diff --git a/serving/src/main/java/feast/serving/specs/CachedSpecService.java b/serving/src/main/java/feast/serving/specs/CachedSpecService.java
index f49e8faf0ba..6d2d2d543ab 100644
--- a/serving/src/main/java/feast/serving/specs/CachedSpecService.java
+++ b/serving/src/main/java/feast/serving/specs/CachedSpecService.java
@@ -103,69 +103,108 @@ public FeatureSetSpec getFeatureSetSpec(String featureSetRef) throws ExecutionEx
     return featureSetCache.get(featureSetRef);
   }
 
+  /**
+   * Get FeatureSetSpecs for the given features references. See {@link #getFeatureSets(List,
+   * String)} for full documentation.
+   */
+  public List<FeatureSetRequest> getFeatureSets(List<FeatureReference> featureReferences) {
+    return getFeatureSets(featureReferences, "");
+  }
+
   /**
    * Get FeatureSetSpecs for the given features references. If the project is unspecified in the
-   * given references, autofills the default project. Throws a {@link SpecRetrievalException}. If
-   * multiple feature sets match given string reference,
+   * given references or project override, autofills the default project. Throws a {@link
+   * SpecRetrievalException} if multiple feature sets match given string reference.
    *
+   * @param projectOverride If specified would take the spec request in the context of the given
+   *     project only. Otherwise if "", will default to determining the project from the individual
+   *     references. Has higher precedence compared to project specifed in Feature Reference if both
+   *     are specified.
    * @return FeatureSetRequest containing the specs, and their respective feature references
    */
-  public List<FeatureSetRequest> getFeatureSets(List<FeatureReference> featureReferences) {
+  public List<FeatureSetRequest> getFeatureSets(
+      List<FeatureReference> featureReferences, String projectOverride) {
     List<FeatureSetRequest> featureSetRequests = new ArrayList<>();
     featureReferences.stream()
         .map(
             featureReference -> {
-              // map feature reference to coresponding feature set name
-              String fsName =
-                  featureToFeatureSetMapping.get(getFeatureStringWithProjectRef(featureReference));
-              if (fsName == null) {
-                throw new SpecRetrievalException(
-                    String.format(
-                        "Unable to find Feature Set for the given Feature Reference: %s",
-                        getFeatureStringWithProjectRef(featureReference)));
-              } else if (fsName == FEATURE_SET_CONFLICT_FLAG) {
-                throw new SpecRetrievalException(
-                    String.format(
-                        "Given Feature Reference is amibigous as it matches multiple Feature Sets: %s."
-                            + "Please specify a more specific Feature Reference (ie specify the project or feature set)",
-                        getFeatureStringWithProjectRef(featureReference)));
+              // apply project override when finding feature set for feature
+              FeatureReference queryFeatureRef = featureReference;
+              if (!projectOverride.isEmpty()) {
+                queryFeatureRef = featureReference.toBuilder().setProject(projectOverride).build();
               }
-              return Pair.of(fsName, featureReference);
+
+              String featureSetRefStr = mapFeatureToFeatureSetReference(queryFeatureRef);
+              return Pair.of(featureSetRefStr, featureReference);
             })
         .collect(groupingBy(Pair::getLeft))
         .forEach(
-            (fsName, featureRefs) -> {
-              try {
-                FeatureSetSpec featureSetSpec = featureSetCache.get(fsName);
-                List<FeatureReference> requestedFeatures =
-                    featureRefs.stream().map(Pair::getRight).collect(Collectors.toList());
-
-                // check that requested features reference point to different features in the
-                // featureset.
-                HashSet<String> featureNames = new HashSet<>();
-                requestedFeatures.forEach(
-                    ref -> {
-                      if (featureNames.contains(ref.getName())) {
-                        throw new SpecRetrievalException(
-                            "Multiple Feature References referencing the same feature in a featureset is not allowed.");
-                      }
-                      featureNames.add(ref.getName());
-                    });
-
-                FeatureSetRequest featureSetRequest =
-                    FeatureSetRequest.newBuilder()
-                        .setSpec(featureSetSpec)
-                        .addAllFeatureReferences(requestedFeatures)
-                        .build();
-                featureSetRequests.add(featureSetRequest);
-              } catch (ExecutionException e) {
-                throw new SpecRetrievalException(
-                    String.format("Unable to find featureSet with name: %s", fsName), e);
-              }
+            (featureSetRefStr, fsRefStrAndFeatureRefs) -> {
+              List<FeatureReference> featureRefs =
+                  fsRefStrAndFeatureRefs.stream().map(Pair::getRight).collect(Collectors.toList());
+              featureSetRequests.add(buildFeatureSetRequest(featureSetRefStr, featureRefs));
             });
     return featureSetRequests;
   }
 
+  /**
+   * Build a Feature Set request from the Feature Set specified by given Feature Set reference and
+   * given Feature References.
+   *
+   * @param featureSetRefStr string feature set reference specifying the feature set that contains
+   *     requested features
+   * @param featureReferences list of feature references specifying the containing feature set
+   *     references.
+   */
+  private FeatureSetRequest buildFeatureSetRequest(
+      String featureSetRefStr, List<FeatureReference> featureReferences) {
+    // get feature set for name
+    FeatureSetSpec featureSetSpec;
+    try {
+      featureSetSpec = featureSetCache.get(featureSetRefStr);
+    } catch (ExecutionException e) {
+      throw new SpecRetrievalException(
+          String.format("Unable to find featureSet with name: %s", featureSetRefStr), e);
+    }
+
+    // check that requested features reference point to different features in the
+    // featureset.
+    HashSet<String> featureNames = new HashSet<>();
+    featureReferences.forEach(
+        ref -> {
+          if (featureNames.contains(ref.getName())) {
+            throw new SpecRetrievalException(
+                "Multiple Feature References referencing the same feature in a featureset is not allowed.");
+          }
+          featureNames.add(ref.getName());
+        });
+
+    return FeatureSetRequest.newBuilder()
+        .setSpec(featureSetSpec)
+        .addAllFeatureReferences(featureReferences)
+        .build();
+  }
+
+  /** Maps given Feature Reference to the containing Feature Set's string reference */
+  private String mapFeatureToFeatureSetReference(FeatureReference featureReference) {
+    // map feature reference to coresponding feature set string reference
+    String featureSetRefStr =
+        featureToFeatureSetMapping.get(getFeatureStringWithProjectRef(featureReference));
+    if (featureSetRefStr == null) {
+      throw new SpecRetrievalException(
+          String.format(
+              "Unable to find Feature Set for the given Feature Reference: %s",
+              getFeatureStringWithProjectRef(featureReference)));
+    } else if (featureSetRefStr == FEATURE_SET_CONFLICT_FLAG) {
+      throw new SpecRetrievalException(
+          String.format(
+              "Given Feature Reference is amibigous as it matches multiple Feature Sets: %s."
+                  + "Please specify a more specific Feature Reference (ie specify the project or feature set)",
+              getFeatureStringWithProjectRef(featureReference)));
+    }
+    return featureSetRefStr;
+  }
+
   /**
    * Reload the store configuration from the given config path, then retrieve the necessary specs
    * from core to preload the cache.
diff --git a/serving/src/test/java/feast/serving/service/OnlineServingServiceTest.java b/serving/src/test/java/feast/serving/service/OnlineServingServiceTest.java
index 9ab892a0c44..f2a8038a973 100644
--- a/serving/src/test/java/feast/serving/service/OnlineServingServiceTest.java
+++ b/serving/src/test/java/feast/serving/service/OnlineServingServiceTest.java
@@ -40,6 +40,7 @@
 import feast.storage.connectors.redis.retriever.RedisOnlineRetriever;
 import io.opentracing.Tracer;
 import io.opentracing.Tracer.SpanBuilder;
+import java.util.ArrayList;
 import java.util.Collections;
 import java.util.List;
 import java.util.Optional;
@@ -59,80 +60,66 @@ public class OnlineServingServiceTest {
 
   private OnlineServingService onlineServingService;
 
+  List<FeatureRow> testFeatureRows;
+
   @Before
   public void setUp() {
     initMocks(this);
     onlineServingService = new OnlineServingService(retriever, specService, tracer);
+
+    // create fake feature rows for testing.
+    testFeatureRows = new ArrayList<>();
+    testFeatureRows.add(
+        FeatureRow.newBuilder()
+            .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
+            .addAllFields(
+                Lists.newArrayList(
+                    FieldProto.Field.newBuilder().setName("entity1").setValue(intValue(1)).build(),
+                    FieldProto.Field.newBuilder()
+                        .setName("entity2")
+                        .setValue(strValue("a"))
+                        .build(),
+                    FieldProto.Field.newBuilder().setName("feature1").setValue(intValue(1)).build(),
+                    FieldProto.Field.newBuilder()
+                        .setName("feature2")
+                        .setValue(intValue(1))
+                        .build()))
+            .setFeatureSet("featureSet")
+            .build());
+
+    testFeatureRows.add(
+        FeatureRow.newBuilder()
+            .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
+            .addAllFields(
+                Lists.newArrayList(
+                    FieldProto.Field.newBuilder().setName("entity1").setValue(intValue(2)).build(),
+                    FieldProto.Field.newBuilder()
+                        .setName("entity2")
+                        .setValue(strValue("b"))
+                        .build(),
+                    FieldProto.Field.newBuilder().setName("feature1").setValue(intValue(2)).build(),
+                    FieldProto.Field.newBuilder()
+                        .setName("feature2")
+                        .setValue(intValue(2))
+                        .build()))
+            .setFeatureSet("featureSet")
+            .build());
+
+    testFeatureRows.add(
+        testFeatureRows
+            .get(1)
+            .toBuilder()
+            .setEventTimestamp(Timestamp.newBuilder().setSeconds(50))
+            .build());
   }
 
   @Test
   public void shouldReturnResponseWithValuesAndMetadataIfKeysPresent() {
     GetOnlineFeaturesRequest request =
-        GetOnlineFeaturesRequest.newBuilder()
-            .setOmitEntitiesInResponse(false)
-            .addFeatures(FeatureReference.newBuilder().setName("feature1").build())
-            .addFeatures(
-                FeatureReference.newBuilder().setName("feature2").setProject("project").build())
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .putFields("entity1", intValue(1))
-                    .putFields("entity2", strValue("a")))
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .putFields("entity1", intValue(2))
-                    .putFields("entity2", strValue("b")))
-            .build();
-
-    List<Optional<FeatureRow>> featureRows =
-        Lists.newArrayList(
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("entity1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("entity2")
-                                .setValue(strValue("a"))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature2")
-                                .setValue(intValue(1))
-                                .build()))
-                    .setFeatureSet("featureSet")
-                    .build()),
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("entity1")
-                                .setValue(intValue(2))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("entity2")
-                                .setValue(strValue("b"))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(2))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature2")
-                                .setValue(intValue(2))
-                                .build()))
-                    .setFeatureSet("featureSet")
-                    .build()));
+        getOnlineFeaturesRequest(
+            List.of(
+                FeatureReference.newBuilder().setName("feature1").build(),
+                FeatureReference.newBuilder().setName("feature2").setProject("project").build()));
 
     FeatureSetRequest featureSetRequest =
         FeatureSetRequest.newBuilder()
@@ -140,10 +127,14 @@ public void shouldReturnResponseWithValuesAndMetadataIfKeysPresent() {
             .setSpec(getFeatureSetSpec())
             .build();
 
-    when(specService.getFeatureSets(request.getFeaturesList()))
+    List<Optional<FeatureRow>> featureRows =
+        List.of(Optional.of(testFeatureRows.get(0)), Optional.of(testFeatureRows.get(1)));
+
+    when(specService.getFeatureSets(request.getFeaturesList(), ""))
         .thenReturn(Collections.singletonList(featureSetRequest));
     when(retriever.getOnlineFeatures(request.getEntityRowsList(), featureSetRequest))
         .thenReturn(featureRows);
+
     when(tracer.buildSpan(ArgumentMatchers.any())).thenReturn(Mockito.mock(SpanBuilder.class));
 
     GetOnlineFeaturesResponse expected =
@@ -179,21 +170,10 @@ public void shouldReturnResponseWithValuesAndMetadataIfKeysPresent() {
   public void shouldReturnResponseWithUnsetValuesAndMetadataIfKeysNotPresent() {
     // some keys not present, should have empty values
     GetOnlineFeaturesRequest request =
-        GetOnlineFeaturesRequest.newBuilder()
-            .addFeatures(FeatureReference.newBuilder().setName("feature1").build())
-            .addFeatures(
-                FeatureReference.newBuilder().setName("feature2").setProject("project").build())
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .putFields("entity1", intValue(1))
-                    .putFields("entity2", strValue("a")))
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .putFields("entity1", intValue(2))
-                    .putFields("entity2", strValue("b")))
-            .build();
+        getOnlineFeaturesRequest(
+            List.of(
+                FeatureReference.newBuilder().setName("feature1").build(),
+                FeatureReference.newBuilder().setName("feature2").setProject("project").build()));
 
     FeatureSetRequest featureSetRequest =
         FeatureSetRequest.newBuilder()
@@ -202,25 +182,9 @@ public void shouldReturnResponseWithUnsetValuesAndMetadataIfKeysNotPresent() {
             .build();
 
     List<Optional<FeatureRow>> featureRows =
-        Lists.newArrayList(
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .setFeatureSet("project/featureSet")
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature2")
-                                .setValue(intValue(1))
-                                .build()))
-                    .build()),
-            Optional.empty());
-
-    when(specService.getFeatureSets(request.getFeaturesList()))
+        List.of(Optional.of(testFeatureRows.get(0)), Optional.empty());
+
+    when(specService.getFeatureSets(request.getFeaturesList(), ""))
         .thenReturn(Collections.singletonList(featureSetRequest));
     when(retriever.getOnlineFeatures(request.getEntityRowsList(), featureSetRequest))
         .thenReturn(featureRows);
@@ -259,72 +223,13 @@ public void shouldReturnResponseWithUnsetValuesAndMetadataIfKeysNotPresent() {
   public void shouldReturnResponseWithUnsetValuesAndMetadataIfMaxAgeIsExceeded() {
     // keys present, but considered stale when compared to maxAge
     GetOnlineFeaturesRequest request =
-        GetOnlineFeaturesRequest.newBuilder()
-            .addFeatures(FeatureReference.newBuilder().setName("feature1").build())
-            .addFeatures(
-                FeatureReference.newBuilder().setName("feature2").setProject("project").build())
-            .setOmitEntitiesInResponse(false)
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .putFields("entity1", intValue(1))
-                    .putFields("entity2", strValue("a")))
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .putFields("entity1", intValue(2))
-                    .putFields("entity2", strValue("b")))
-            .build();
+        getOnlineFeaturesRequest(
+            List.of(
+                FeatureReference.newBuilder().setName("feature1").build(),
+                FeatureReference.newBuilder().setName("feature2").setProject("project").build()));
 
     List<Optional<FeatureRow>> featureRows =
-        Lists.newArrayList(
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("entity1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("entity2")
-                                .setValue(strValue("a"))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature2")
-                                .setValue(intValue(1))
-                                .build()))
-                    .setFeatureSet("project/featureSet")
-                    .build()),
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(
-                        Timestamp.newBuilder().setSeconds(50)) // this value should be nulled
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("entity1")
-                                .setValue(intValue(2))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("entity2")
-                                .setValue(strValue("b"))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(2))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("project/feature2")
-                                .setValue(intValue(2))
-                                .build()))
-                    .setFeatureSet("project/featureSet")
-                    .build()));
+        List.of(Optional.of(testFeatureRows.get(0)), Optional.of(testFeatureRows.get(2)));
 
     FeatureSetSpec spec =
         getFeatureSetSpec().toBuilder().setMaxAge(Duration.newBuilder().setSeconds(1)).build();
@@ -334,7 +239,7 @@ public void shouldReturnResponseWithUnsetValuesAndMetadataIfMaxAgeIsExceeded() {
             .setSpec(spec)
             .build();
 
-    when(specService.getFeatureSets(request.getFeaturesList()))
+    when(specService.getFeatureSets(request.getFeaturesList(), ""))
         .thenReturn(Collections.singletonList(featureSetRequest));
     when(retriever.getOnlineFeatures(request.getEntityRowsList(), featureSetRequest))
         .thenReturn(featureRows);
@@ -373,69 +278,65 @@ public void shouldReturnResponseWithUnsetValuesAndMetadataIfMaxAgeIsExceeded() {
   public void shouldFilterOutUndesiredRows() {
     // requested rows less than the rows available in the featureset
     GetOnlineFeaturesRequest request =
-        GetOnlineFeaturesRequest.newBuilder()
-            .setOmitEntitiesInResponse(false)
-            .addFeatures(FeatureReference.newBuilder().setName("feature1").build())
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
+        getOnlineFeaturesRequest(
+            List.of(FeatureReference.newBuilder().setName("feature1").build()));
+
+    List<Optional<FeatureRow>> featureRows =
+        List.of(Optional.of(testFeatureRows.get(0)), Optional.of(testFeatureRows.get(1)));
+
+    FeatureSetRequest featureSetRequest =
+        FeatureSetRequest.newBuilder()
+            .addAllFeatureReferences(request.getFeaturesList())
+            .setSpec(getFeatureSetSpec())
+            .build();
+
+    when(specService.getFeatureSets(request.getFeaturesList(), ""))
+        .thenReturn(Collections.singletonList(featureSetRequest));
+    when(retriever.getOnlineFeatures(request.getEntityRowsList(), featureSetRequest))
+        .thenReturn(featureRows);
+    when(tracer.buildSpan(ArgumentMatchers.any())).thenReturn(Mockito.mock(SpanBuilder.class));
+
+    GetOnlineFeaturesResponse expected =
+        GetOnlineFeaturesResponse.newBuilder()
+            .addFieldValues(
+                FieldValues.newBuilder()
                     .putFields("entity1", intValue(1))
-                    .putFields("entity2", strValue("a")))
-            .addEntityRows(
-                EntityRow.newBuilder()
-                    .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
+                    .putStatuses("entity1", FieldStatus.PRESENT)
+                    .putFields("entity2", strValue("a"))
+                    .putStatuses("entity2", FieldStatus.PRESENT)
+                    .putFields("feature1", intValue(1))
+                    .putStatuses("feature1", FieldStatus.PRESENT)
+                    .build())
+            .addFieldValues(
+                FieldValues.newBuilder()
                     .putFields("entity1", intValue(2))
-                    .putFields("entity2", strValue("b")))
+                    .putStatuses("entity1", FieldStatus.PRESENT)
+                    .putFields("entity2", strValue("b"))
+                    .putStatuses("entity2", FieldStatus.PRESENT)
+                    .putFields("feature1", intValue(2))
+                    .putStatuses("feature1", FieldStatus.PRESENT)
+                    .build())
+            .build();
+    GetOnlineFeaturesResponse actual = onlineServingService.getOnlineFeatures(request);
+    assertThat(actual, equalTo(expected));
+  }
+
+  @Test
+  public void shouldApplyProjectOverrideInRequest() {
+    GetOnlineFeaturesRequest request =
+        getOnlineFeaturesRequest(
+                List.of(
+                    FeatureReference.newBuilder().setName("feature1").build(),
+                    FeatureReference.newBuilder()
+                        .setName("feature2")
+                        .setProject("project")
+                        .build()))
+            .toBuilder()
+            .setProject("project")
             .build();
 
     List<Optional<FeatureRow>> featureRows =
-        Lists.newArrayList(
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("entity1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("entity2")
-                                .setValue(strValue("a"))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(1))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature2")
-                                .setValue(intValue(1))
-                                .build()))
-                    .setFeatureSet("featureSet")
-                    .build()),
-            Optional.of(
-                FeatureRow.newBuilder()
-                    .setEventTimestamp(Timestamp.newBuilder().setSeconds(100))
-                    .addAllFields(
-                        Lists.newArrayList(
-                            FieldProto.Field.newBuilder()
-                                .setName("entity1")
-                                .setValue(intValue(2))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("entity2")
-                                .setValue(strValue("b"))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature1")
-                                .setValue(intValue(2))
-                                .build(),
-                            FieldProto.Field.newBuilder()
-                                .setName("feature2")
-                                .setValue(intValue(2))
-                                .build()))
-                    .setFeatureSet("featureSet")
-                    .build()));
+        List.of(Optional.of(testFeatureRows.get(0)), Optional.of(testFeatureRows.get(1)));
 
     FeatureSetRequest featureSetRequest =
         FeatureSetRequest.newBuilder()
@@ -443,7 +344,7 @@ public void shouldFilterOutUndesiredRows() {
             .setSpec(getFeatureSetSpec())
             .build();
 
-    when(specService.getFeatureSets(request.getFeaturesList()))
+    when(specService.getFeatureSets(request.getFeaturesList(), "project"))
         .thenReturn(Collections.singletonList(featureSetRequest));
     when(retriever.getOnlineFeatures(request.getEntityRowsList(), featureSetRequest))
         .thenReturn(featureRows);
@@ -459,6 +360,8 @@ public void shouldFilterOutUndesiredRows() {
                     .putStatuses("entity2", FieldStatus.PRESENT)
                     .putFields("feature1", intValue(1))
                     .putStatuses("feature1", FieldStatus.PRESENT)
+                    .putFields("project/feature2", intValue(1))
+                    .putStatuses("project/feature2", FieldStatus.PRESENT)
                     .build())
             .addFieldValues(
                 FieldValues.newBuilder()
@@ -468,6 +371,8 @@ public void shouldFilterOutUndesiredRows() {
                     .putStatuses("entity2", FieldStatus.PRESENT)
                     .putFields("feature1", intValue(2))
                     .putStatuses("feature1", FieldStatus.PRESENT)
+                    .putFields("project/feature2", intValue(2))
+                    .putStatuses("project/feature2", FieldStatus.PRESENT)
                     .build())
             .build();
     GetOnlineFeaturesResponse actual = onlineServingService.getOnlineFeatures(request);
@@ -487,7 +392,25 @@ private FeatureSetSpec getFeatureSetSpec() {
         .setName("featureSet")
         .addEntities(EntitySpec.newBuilder().setName("entity1"))
         .addEntities(EntitySpec.newBuilder().setName("entity2"))
-        .setMaxAge(Duration.newBuilder().setSeconds(30)) // default
+        .setMaxAge(Duration.newBuilder().setSeconds(30))
+        .build();
+  }
+
+  private GetOnlineFeaturesRequest getOnlineFeaturesRequest(
+      List<FeatureReference> featureReferences) {
+    return GetOnlineFeaturesRequest.newBuilder()
+        .setOmitEntitiesInResponse(false)
+        .addAllFeatures(featureReferences)
+        .addEntityRows(
+            EntityRow.newBuilder()
+                .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
+                .putFields("entity1", intValue(1))
+                .putFields("entity2", strValue("a")))
+        .addEntityRows(
+            EntityRow.newBuilder()
+                .setEntityTimestamp(Timestamp.newBuilder().setSeconds(100))
+                .putFields("entity1", intValue(2))
+                .putFields("entity2", strValue("b")))
         .build();
   }
 }
diff --git a/storage/connectors/redis/src/main/java/feast/storage/connectors/redis/retriever/RedisOnlineRetriever.java b/storage/connectors/redis/src/main/java/feast/storage/connectors/redis/retriever/RedisOnlineRetriever.java
index 2b09f7346bb..ef80b06799b 100644
--- a/storage/connectors/redis/src/main/java/feast/storage/connectors/redis/retriever/RedisOnlineRetriever.java
+++ b/storage/connectors/redis/src/main/java/feast/storage/connectors/redis/retriever/RedisOnlineRetriever.java
@@ -151,17 +151,15 @@ private List<Optional<FeatureRow>> getFeaturesFromRedis(
 
       // decode feature rows from data bytes using decoder.
       FeatureRow featureRow = FeatureRow.parseFrom(featureRowBytes);
-      if (decoder.isEncoded(featureRow)) {
-        if (decoder.isEncodingValid(featureRow)) {
-          featureRow = decoder.decode(featureRow);
-        } else {
-          // decoding feature row failed: data corruption could have occurred
-          throw Status.DATA_LOSS
-              .withDescription(
-                  "Failed to decode FeatureRow from bytes retrieved from redis"
-                      + ": Possible data corruption")
-              .asRuntimeException();
-        }
+      if (decoder.isEncoded(featureRow) && decoder.isEncodingValid(featureRow)) {
+        featureRow = decoder.decode(featureRow);
+      } else {
+        // decoding feature row failed: data corruption could have occurred
+        throw Status.DATA_LOSS
+            .withDescription(
+                "Failed to decode FeatureRow from bytes retrieved from redis"
+                    + ": Possible data corruption")
+            .asRuntimeException();
       }
       featureRows.add(Optional.of(featureRow));
     }
diff --git a/tests/e2e/bq/feature-stats.py b/tests/e2e/bq/feature-stats.py
index 72778e8f28d..b145f891fe4 100644
--- a/tests/e2e/bq/feature-stats.py
+++ b/tests/e2e/bq/feature-stats.py
@@ -25,7 +25,7 @@
 
 PROJECT_NAME = "batch_" + uuid.uuid4().hex.upper()[0:6]
 STORE_NAME = "historical"
-os.environ['CUDA_VISIBLE_DEVICES'] = "0"
+os.environ["CUDA_VISIBLE_DEVICES"] = "0"
 
 
 @pytest.fixture(scope="module")
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index 89b08023347..392f6501d9b 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -2,5 +2,7 @@ def pytest_addoption(parser):
     parser.addoption("--core_url", action="store", default="localhost:6565")
     parser.addoption("--serving_url", action="store", default="localhost:6566")
     parser.addoption("--allow_dirty", action="store", default="False")
-    parser.addoption("--gcs_path", action="store", default="gs://feast-templocation-kf-feast/")
+    parser.addoption(
+        "--gcs_path", action="store", default="gs://feast-templocation-kf-feast/"
+    )
     parser.addoption("--enable_auth", action="store", default="False")
diff --git a/tests/e2e/redis/basic-ingest-redis-serving.py b/tests/e2e/redis/basic-ingest-redis-serving.py
index 618cc45d9a1..f3b1dacc621 100644
--- a/tests/e2e/redis/basic-ingest-redis-serving.py
+++ b/tests/e2e/redis/basic-ingest-redis-serving.py
@@ -125,9 +125,9 @@ def client(core_url, serving_url, allow_dirty, enable_auth):
     # Get client for core and serving
     # if enable_auth is True, Google Id token will be 
     # passed in the metadata for authentication. 
-    client = Client(core_url=core_url, 
+    client = Client(core_url=core_url,
                 serving_url=serving_url,
-                core_enable_auth=enable_auth, 
+                core_enable_auth=enable_auth,
                 core_auth_provider="google")
     client.create_project(PROJECT_NAME)
 
@@ -253,8 +253,8 @@ def try_get_features():
                     }
                 )
             ],
-            feature_refs=feature_refs)
-            # type: GetOnlineFeaturesResponse 
+            feature_refs=feature_refs,
+        )# type: GetOnlineFeaturesResponse 
         is_ok = all([check_online_response(ref, cust_trans_df, response) for ref in feature_refs])
         return response, is_ok
 
@@ -679,7 +679,7 @@ def test_all_types_infer_register_ingest_file_success(client,
 
 
 @pytest.mark.timeout(200)
-@pytest.mark.run(order=42)
+@pytest.mark.run(order=50)
 def test_list_entities_and_features(client):
     customer_entity = Entity("customer_id", ValueType.INT64)
     driver_entity = Entity("driver_id", ValueType.INT64)
@@ -730,10 +730,10 @@ def test_list_entities_and_features(client):
     # Test for listing of features
     # Case 1: Filter by: project, entities and labels
     filter_by_project_entity_labels_actual = client.list_features_by_ref(project=PROJECT_NAME, entities=["customer_id"], labels={"key1":"val1"})
-    
+
     # Case 2: Filter by: project, entities
     filter_by_project_entity_actual = client.list_features_by_ref(project=PROJECT_NAME, entities=["driver_id"])
-    
+
     # Case 3: Filter by: project, labels
     filter_by_project_labels_actual = client.list_features_by_ref(project=PROJECT_NAME, labels={"key1":"val1"})
 
@@ -742,7 +742,7 @@ def test_list_entities_and_features(client):
     assert set(filter_by_project_labels_expected) == set(filter_by_project_labels_actual)
 
 @pytest.mark.timeout(900)
-@pytest.mark.run(order=50)
+@pytest.mark.run(order=60)
 def test_sources_deduplicate_ingest_jobs(client):
     source = KafkaSource("localhost:9092", "feast-features")
     alt_source = KafkaSource("localhost:9092", "feast-data")