From b97885b3757c7a35a49fb71b10cc16a9f527fb5c Mon Sep 17 00:00:00 2001
From: Derek Wang <whynowy@gmail.com>
Date: Sun, 23 Feb 2025 16:14:23 -0800
Subject: [PATCH] refactor: introducing lifecycle to Vertex spec (#2419)

Signed-off-by: Derek Wang <whynowy@gmail.com>
---
 api/json-schema/schema.json                   |   15 +-
 api/openapi-spec/swagger.json                 |   15 +-
 .../full/numaflow.numaproj.io_vertices.yaml   |   14 +
 config/install.yaml                           |   14 +
 config/namespace-install.yaml                 |   14 +
 docs/APIs.md                                  |  108 +-
 pkg/apis/numaflow/v1alpha1/generated.pb.go    | 1268 ++++++++++-------
 pkg/apis/numaflow/v1alpha1/generated.proto    |   14 +-
 .../numaflow/v1alpha1/mono_vertex_types.go    |    6 +-
 pkg/apis/numaflow/v1alpha1/vertex_types.go    |   78 +-
 .../numaflow/v1alpha1/vertex_types_test.go    |   26 +-
 .../v1alpha1/zz_generated.deepcopy.go         |   17 +
 .../numaflow/v1alpha1/zz_generated.openapi.go |   31 +-
 pkg/reconciler/pipeline/controller.go         |   50 +-
 pkg/reconciler/pipeline/controller_test.go    |    2 +-
 pkg/reconciler/vertex/controller.go           |   14 +-
 pkg/reconciler/vertex/scaling/scaling.go      |    3 +
 rust/numaflow-models/src/models/mod.rs        |    2 +
 .../src/models/mono_vertex_lifecycle.rs       |    2 +-
 .../src/models/vertex_lifecycle.rs            |   32 +
 .../numaflow-models/src/models/vertex_spec.rs |    3 +
 test/fixtures/util.go                         |    2 +-
 22 files changed, 1118 insertions(+), 612 deletions(-)
 create mode 100644 rust/numaflow-models/src/models/vertex_lifecycle.rs

diff --git a/api/json-schema/schema.json b/api/json-schema/schema.json
index b6ba9f1629..bd2f1f0df8 100644
--- a/api/json-schema/schema.json
+++ b/api/json-schema/schema.json
@@ -20991,7 +20991,7 @@
     "io.numaproj.numaflow.v1alpha1.MonoVertexLifecycle": {
       "properties": {
         "desiredPhase": {
-          "description": "DesiredPhase used to bring the pipeline from current phase to desired phase",
+          "description": "DesiredPhase used to bring the MonoVertex from current phase to desired phase",
           "type": "string"
         }
       },
@@ -22391,6 +22391,15 @@
       },
       "type": "object"
     },
+    "io.numaproj.numaflow.v1alpha1.VertexLifecycle": {
+      "properties": {
+        "desiredPhase": {
+          "description": "DesiredPhase used to bring the vertex from current phase to desired phase",
+          "type": "string"
+        }
+      },
+      "type": "object"
+    },
     "io.numaproj.numaflow.v1alpha1.VertexLimits": {
       "properties": {
         "bufferMaxLength": {
@@ -22491,6 +22500,10 @@
         "interStepBufferServiceName": {
           "type": "string"
         },
+        "lifecycle": {
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLifecycle",
+          "description": "Lifecycle defines the Lifecycle properties of a ertex"
+        },
         "limits": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLimits",
           "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings"
diff --git a/api/openapi-spec/swagger.json b/api/openapi-spec/swagger.json
index 2d0b9dd227..ee65944db0 100644
--- a/api/openapi-spec/swagger.json
+++ b/api/openapi-spec/swagger.json
@@ -20987,7 +20987,7 @@
       "type": "object",
       "properties": {
         "desiredPhase": {
-          "description": "DesiredPhase used to bring the pipeline from current phase to desired phase",
+          "description": "DesiredPhase used to bring the MonoVertex from current phase to desired phase",
           "type": "string"
         }
       }
@@ -22368,6 +22368,15 @@
         }
       }
     },
+    "io.numaproj.numaflow.v1alpha1.VertexLifecycle": {
+      "type": "object",
+      "properties": {
+        "desiredPhase": {
+          "description": "DesiredPhase used to bring the vertex from current phase to desired phase",
+          "type": "string"
+        }
+      }
+    },
     "io.numaproj.numaflow.v1alpha1.VertexLimits": {
       "type": "object",
       "properties": {
@@ -22473,6 +22482,10 @@
         "interStepBufferServiceName": {
           "type": "string"
         },
+        "lifecycle": {
+          "description": "Lifecycle defines the Lifecycle properties of a ertex",
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLifecycle"
+        },
         "limits": {
           "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings",
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLimits"
diff --git a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
index 4fb2d2d566..475c809074 100644
--- a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
@@ -1758,6 +1758,19 @@ spec:
                 type: array
               interStepBufferServiceName:
                 type: string
+              lifecycle:
+                default:
+                  desiredPhase: Running
+                properties:
+                  desiredPhase:
+                    default: Running
+                    enum:
+                    - ""
+                    - Running
+                    - Paused
+                    - Failed
+                    type: string
+                type: object
               limits:
                 properties:
                   bufferMaxLength:
@@ -6596,6 +6609,7 @@ spec:
                 enum:
                 - ""
                 - Running
+                - Paused
                 - Failed
                 type: string
               readyReplicas:
diff --git a/config/install.yaml b/config/install.yaml
index e932871dfd..b7327e0eb8 100644
--- a/config/install.yaml
+++ b/config/install.yaml
@@ -23402,6 +23402,19 @@ spec:
                 type: array
               interStepBufferServiceName:
                 type: string
+              lifecycle:
+                default:
+                  desiredPhase: Running
+                properties:
+                  desiredPhase:
+                    default: Running
+                    enum:
+                    - ""
+                    - Running
+                    - Paused
+                    - Failed
+                    type: string
+                type: object
               limits:
                 properties:
                   bufferMaxLength:
@@ -28240,6 +28253,7 @@ spec:
                 enum:
                 - ""
                 - Running
+                - Paused
                 - Failed
                 type: string
               readyReplicas:
diff --git a/config/namespace-install.yaml b/config/namespace-install.yaml
index 3bdb14aa39..665b147111 100644
--- a/config/namespace-install.yaml
+++ b/config/namespace-install.yaml
@@ -23402,6 +23402,19 @@ spec:
                 type: array
               interStepBufferServiceName:
                 type: string
+              lifecycle:
+                default:
+                  desiredPhase: Running
+                properties:
+                  desiredPhase:
+                    default: Running
+                    enum:
+                    - ""
+                    - Running
+                    - Paused
+                    - Failed
+                    type: string
+                type: object
               limits:
                 properties:
                   bufferMaxLength:
@@ -28240,6 +28253,7 @@ spec:
                 enum:
                 - ""
                 - Running
+                - Paused
                 - Failed
                 type: string
               readyReplicas:
diff --git a/docs/APIs.md b/docs/APIs.md
index a3e3ba1e1f..9b8add9158 100644
--- a/docs/APIs.md
+++ b/docs/APIs.md
@@ -6064,7 +6064,7 @@ MonoVertexPhase </a> </em>
 <em>(Optional)</em>
 <p>
 
-DesiredPhase used to bring the pipeline from current phase to desired
+DesiredPhase used to bring the MonoVertex from current phase to desired
 phase
 </p>
 
@@ -11840,6 +11840,27 @@ from the pipeline watermark settings.
 
 </tr>
 
+<tr>
+
+<td>
+
+<code>lifecycle</code></br> <em>
+<a href="#numaflow.numaproj.io/v1alpha1.VertexLifecycle">
+VertexLifecycle </a> </em>
+</td>
+
+<td>
+
+<em>(Optional)</em>
+<p>
+
+Lifecycle defines the Lifecycle properties of a ertex
+</p>
+
+</td>
+
+</tr>
+
 </table>
 
 </td>
@@ -11948,6 +11969,69 @@ Description
 
 </table>
 
+<h3 id="numaflow.numaproj.io/v1alpha1.VertexLifecycle">
+
+VertexLifecycle
+</h3>
+
+<p>
+
+(<em>Appears on:</em>
+<a href="#numaflow.numaproj.io/v1alpha1.VertexSpec">VertexSpec</a>)
+</p>
+
+<p>
+
+</p>
+
+<table>
+
+<thead>
+
+<tr>
+
+<th>
+
+Field
+</th>
+
+<th>
+
+Description
+</th>
+
+</tr>
+
+</thead>
+
+<tbody>
+
+<tr>
+
+<td>
+
+<code>desiredPhase</code></br> <em>
+<a href="#numaflow.numaproj.io/v1alpha1.VertexPhase"> VertexPhase </a>
+</em>
+</td>
+
+<td>
+
+<em>(Optional)</em>
+<p>
+
+DesiredPhase used to bring the vertex from current phase to desired
+phase
+</p>
+
+</td>
+
+</tr>
+
+</tbody>
+
+</table>
+
 <h3 id="numaflow.numaproj.io/v1alpha1.VertexLimits">
 
 VertexLimits
@@ -12083,6 +12167,7 @@ VertexPhase (<code>string</code> alias)
 <p>
 
 (<em>Appears on:</em>
+<a href="#numaflow.numaproj.io/v1alpha1.VertexLifecycle">VertexLifecycle</a>,
 <a href="#numaflow.numaproj.io/v1alpha1.VertexStatus">VertexStatus</a>)
 </p>
 
@@ -12241,6 +12326,27 @@ from the pipeline watermark settings.
 
 </tr>
 
+<tr>
+
+<td>
+
+<code>lifecycle</code></br> <em>
+<a href="#numaflow.numaproj.io/v1alpha1.VertexLifecycle">
+VertexLifecycle </a> </em>
+</td>
+
+<td>
+
+<em>(Optional)</em>
+<p>
+
+Lifecycle defines the Lifecycle properties of a ertex
+</p>
+
+</td>
+
+</tr>
+
 </tbody>
 
 </table>
diff --git a/pkg/apis/numaflow/v1alpha1/generated.pb.go b/pkg/apis/numaflow/v1alpha1/generated.pb.go
index a03d2ec9dc..c85e1bc98a 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.pb.go
+++ b/pkg/apis/numaflow/v1alpha1/generated.pb.go
@@ -2654,10 +2654,38 @@ func (m *VertexInstance) XXX_DiscardUnknown() {
 
 var xxx_messageInfo_VertexInstance proto.InternalMessageInfo
 
+func (m *VertexLifecycle) Reset()      { *m = VertexLifecycle{} }
+func (*VertexLifecycle) ProtoMessage() {}
+func (*VertexLifecycle) Descriptor() ([]byte, []int) {
+	return fileDescriptor_9d0d1b17d3865563, []int{93}
+}
+func (m *VertexLifecycle) XXX_Unmarshal(b []byte) error {
+	return m.Unmarshal(b)
+}
+func (m *VertexLifecycle) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	b = b[:cap(b)]
+	n, err := m.MarshalToSizedBuffer(b)
+	if err != nil {
+		return nil, err
+	}
+	return b[:n], nil
+}
+func (m *VertexLifecycle) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_VertexLifecycle.Merge(m, src)
+}
+func (m *VertexLifecycle) XXX_Size() int {
+	return m.Size()
+}
+func (m *VertexLifecycle) XXX_DiscardUnknown() {
+	xxx_messageInfo_VertexLifecycle.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_VertexLifecycle proto.InternalMessageInfo
+
 func (m *VertexLimits) Reset()      { *m = VertexLimits{} }
 func (*VertexLimits) ProtoMessage() {}
 func (*VertexLimits) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{93}
+	return fileDescriptor_9d0d1b17d3865563, []int{94}
 }
 func (m *VertexLimits) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2685,7 +2713,7 @@ var xxx_messageInfo_VertexLimits proto.InternalMessageInfo
 func (m *VertexList) Reset()      { *m = VertexList{} }
 func (*VertexList) ProtoMessage() {}
 func (*VertexList) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{94}
+	return fileDescriptor_9d0d1b17d3865563, []int{95}
 }
 func (m *VertexList) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2713,7 +2741,7 @@ var xxx_messageInfo_VertexList proto.InternalMessageInfo
 func (m *VertexSpec) Reset()      { *m = VertexSpec{} }
 func (*VertexSpec) ProtoMessage() {}
 func (*VertexSpec) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{95}
+	return fileDescriptor_9d0d1b17d3865563, []int{96}
 }
 func (m *VertexSpec) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2741,7 +2769,7 @@ var xxx_messageInfo_VertexSpec proto.InternalMessageInfo
 func (m *VertexStatus) Reset()      { *m = VertexStatus{} }
 func (*VertexStatus) ProtoMessage() {}
 func (*VertexStatus) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{96}
+	return fileDescriptor_9d0d1b17d3865563, []int{97}
 }
 func (m *VertexStatus) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2769,7 +2797,7 @@ var xxx_messageInfo_VertexStatus proto.InternalMessageInfo
 func (m *VertexTemplate) Reset()      { *m = VertexTemplate{} }
 func (*VertexTemplate) ProtoMessage() {}
 func (*VertexTemplate) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{97}
+	return fileDescriptor_9d0d1b17d3865563, []int{98}
 }
 func (m *VertexTemplate) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2797,7 +2825,7 @@ var xxx_messageInfo_VertexTemplate proto.InternalMessageInfo
 func (m *Watermark) Reset()      { *m = Watermark{} }
 func (*Watermark) ProtoMessage() {}
 func (*Watermark) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{98}
+	return fileDescriptor_9d0d1b17d3865563, []int{99}
 }
 func (m *Watermark) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2825,7 +2853,7 @@ var xxx_messageInfo_Watermark proto.InternalMessageInfo
 func (m *Window) Reset()      { *m = Window{} }
 func (*Window) ProtoMessage() {}
 func (*Window) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{99}
+	return fileDescriptor_9d0d1b17d3865563, []int{100}
 }
 func (m *Window) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2953,6 +2981,7 @@ func init() {
 	proto.RegisterType((*UpdateStrategy)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.UpdateStrategy")
 	proto.RegisterType((*Vertex)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Vertex")
 	proto.RegisterType((*VertexInstance)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.VertexInstance")
+	proto.RegisterType((*VertexLifecycle)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.VertexLifecycle")
 	proto.RegisterType((*VertexLimits)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.VertexLimits")
 	proto.RegisterType((*VertexList)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.VertexList")
 	proto.RegisterType((*VertexSpec)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.VertexSpec")
@@ -2967,530 +2996,532 @@ func init() {
 }
 
 var fileDescriptor_9d0d1b17d3865563 = []byte{
-	// 8368 bytes of a gzipped FileDescriptorProto
+	// 8397 bytes of a gzipped FileDescriptorProto
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+	0xa8, 0xf7, 0x53, 0xba, 0x2f, 0x44, 0x11, 0x2a, 0x19, 0xc2, 0x5b, 0xc2, 0x03, 0x58, 0x32, 0x3b,
+	0x69, 0x63, 0x81, 0x30, 0xca, 0x5b, 0xe2, 0x89, 0xbc, 0x37, 0x52, 0x46, 0xf3, 0xe7, 0x7f, 0xf8,
+	0xe3, 0xeb, 0xcf, 0xfd, 0xe8, 0xc7, 0xd7, 0x9f, 0xfb, 0xe8, 0xc7, 0xd7, 0x9f, 0xfb, 0xa5, 0x93,
+	0xeb, 0xb9, 0x1f, 0x9e, 0x5c, 0xcf, 0xfd, 0xe8, 0xe4, 0x7a, 0xee, 0xa3, 0x93, 0xeb, 0xb9, 0x7f,
+	0x77, 0x72, 0x3d, 0xf7, 0xe7, 0xfe, 0xfd, 0xf5, 0xe7, 0xbe, 0xf9, 0xa5, 0xb0, 0x09, 0x0b, 0xaa,
+	0x09, 0x0b, 0x4a, 0xe0, 0x42, 0xef, 0xa0, 0xb3, 0xc0, 0x9a, 0x10, 0x96, 0xa8, 0x26, 0xfc, 0xbf,
+	0x00, 0x00, 0x00, 0xff, 0xff, 0xdf, 0x4d, 0x89, 0x14, 0x7a, 0xa4, 0x00, 0x00,
 }
 
 func (m *AbstractPodTemplate) Marshal() (dAtA []byte, err error) {
@@ -9455,6 +9486,34 @@ func (m *VertexInstance) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	return len(dAtA) - i, nil
 }
 
+func (m *VertexLifecycle) Marshal() (dAtA []byte, err error) {
+	size := m.Size()
+	dAtA = make([]byte, size)
+	n, err := m.MarshalToSizedBuffer(dAtA[:size])
+	if err != nil {
+		return nil, err
+	}
+	return dAtA[:n], nil
+}
+
+func (m *VertexLifecycle) MarshalTo(dAtA []byte) (int, error) {
+	size := m.Size()
+	return m.MarshalToSizedBuffer(dAtA[:size])
+}
+
+func (m *VertexLifecycle) MarshalToSizedBuffer(dAtA []byte) (int, error) {
+	i := len(dAtA)
+	_ = i
+	var l int
+	_ = l
+	i -= len(m.DesiredPhase)
+	copy(dAtA[i:], m.DesiredPhase)
+	i = encodeVarintGenerated(dAtA, i, uint64(len(m.DesiredPhase)))
+	i--
+	dAtA[i] = 0xa
+	return len(dAtA) - i, nil
+}
+
 func (m *VertexLimits) Marshal() (dAtA []byte, err error) {
 	size := m.Size()
 	dAtA = make([]byte, size)
@@ -9572,6 +9631,16 @@ func (m *VertexSpec) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	_ = i
 	var l int
 	_ = l
+	{
+		size, err := m.Lifecycle.MarshalToSizedBuffer(dAtA[:i])
+		if err != nil {
+			return 0, err
+		}
+		i -= size
+		i = encodeVarintGenerated(dAtA, i, uint64(size))
+	}
+	i--
+	dAtA[i] = 0x42
 	{
 		size, err := m.Watermark.MarshalToSizedBuffer(dAtA[:i])
 		if err != nil {
@@ -12110,6 +12179,17 @@ func (m *VertexInstance) Size() (n int) {
 	return n
 }
 
+func (m *VertexLifecycle) Size() (n int) {
+	if m == nil {
+		return 0
+	}
+	var l int
+	_ = l
+	l = len(m.DesiredPhase)
+	n += 1 + l + sovGenerated(uint64(l))
+	return n
+}
+
 func (m *VertexLimits) Size() (n int) {
 	if m == nil {
 		return 0
@@ -12178,6 +12258,8 @@ func (m *VertexSpec) Size() (n int) {
 	}
 	l = m.Watermark.Size()
 	n += 1 + l + sovGenerated(uint64(l))
+	l = m.Lifecycle.Size()
+	n += 1 + l + sovGenerated(uint64(l))
 	return n
 }
 
@@ -13767,6 +13849,16 @@ func (this *VertexInstance) String() string {
 	}, "")
 	return s
 }
+func (this *VertexLifecycle) String() string {
+	if this == nil {
+		return "nil"
+	}
+	s := strings.Join([]string{`&VertexLifecycle{`,
+		`DesiredPhase:` + fmt.Sprintf("%v", this.DesiredPhase) + `,`,
+		`}`,
+	}, "")
+	return s
+}
 func (this *VertexLimits) String() string {
 	if this == nil {
 		return "nil"
@@ -13818,6 +13910,7 @@ func (this *VertexSpec) String() string {
 		`FromEdges:` + repeatedStringForFromEdges + `,`,
 		`ToEdges:` + repeatedStringForToEdges + `,`,
 		`Watermark:` + strings.Replace(strings.Replace(this.Watermark.String(), "Watermark", "Watermark", 1), `&`, ``, 1) + `,`,
+		`Lifecycle:` + strings.Replace(strings.Replace(this.Lifecycle.String(), "VertexLifecycle", "VertexLifecycle", 1), `&`, ``, 1) + `,`,
 		`}`,
 	}, "")
 	return s
@@ -32625,6 +32718,88 @@ func (m *VertexInstance) Unmarshal(dAtA []byte) error {
 	}
 	return nil
 }
+func (m *VertexLifecycle) Unmarshal(dAtA []byte) error {
+	l := len(dAtA)
+	iNdEx := 0
+	for iNdEx < l {
+		preIndex := iNdEx
+		var wire uint64
+		for shift := uint(0); ; shift += 7 {
+			if shift >= 64 {
+				return ErrIntOverflowGenerated
+			}
+			if iNdEx >= l {
+				return io.ErrUnexpectedEOF
+			}
+			b := dAtA[iNdEx]
+			iNdEx++
+			wire |= uint64(b&0x7F) << shift
+			if b < 0x80 {
+				break
+			}
+		}
+		fieldNum := int32(wire >> 3)
+		wireType := int(wire & 0x7)
+		if wireType == 4 {
+			return fmt.Errorf("proto: VertexLifecycle: wiretype end group for non-group")
+		}
+		if fieldNum <= 0 {
+			return fmt.Errorf("proto: VertexLifecycle: illegal tag %d (wire type %d)", fieldNum, wire)
+		}
+		switch fieldNum {
+		case 1:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field DesiredPhase", wireType)
+			}
+			var stringLen uint64
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowGenerated
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				stringLen |= uint64(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			intStringLen := int(stringLen)
+			if intStringLen < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			postIndex := iNdEx + intStringLen
+			if postIndex < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			if postIndex > l {
+				return io.ErrUnexpectedEOF
+			}
+			m.DesiredPhase = VertexPhase(dAtA[iNdEx:postIndex])
+			iNdEx = postIndex
+		default:
+			iNdEx = preIndex
+			skippy, err := skipGenerated(dAtA[iNdEx:])
+			if err != nil {
+				return err
+			}
+			if (skippy < 0) || (iNdEx+skippy) < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			if (iNdEx + skippy) > l {
+				return io.ErrUnexpectedEOF
+			}
+			iNdEx += skippy
+		}
+	}
+
+	if iNdEx > l {
+		return io.ErrUnexpectedEOF
+	}
+	return nil
+}
 func (m *VertexLimits) Unmarshal(dAtA []byte) error {
 	l := len(dAtA)
 	iNdEx := 0
@@ -33135,6 +33310,39 @@ func (m *VertexSpec) Unmarshal(dAtA []byte) error {
 				return err
 			}
 			iNdEx = postIndex
+		case 8:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field Lifecycle", wireType)
+			}
+			var msglen int
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowGenerated
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				msglen |= int(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			if msglen < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			postIndex := iNdEx + msglen
+			if postIndex < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			if postIndex > l {
+				return io.ErrUnexpectedEOF
+			}
+			if err := m.Lifecycle.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
+				return err
+			}
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipGenerated(dAtA[iNdEx:])
diff --git a/pkg/apis/numaflow/v1alpha1/generated.proto b/pkg/apis/numaflow/v1alpha1/generated.proto
index 4c488d0ae2..a9f0b8be3f 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.proto
+++ b/pkg/apis/numaflow/v1alpha1/generated.proto
@@ -923,7 +923,7 @@ message MonoVertex {
 }
 
 message MonoVertexLifecycle {
-  // DesiredPhase used to bring the pipeline from current phase to desired phase
+  // DesiredPhase used to bring the MonoVertex from current phase to desired phase
   // +kubebuilder:default=Running
   // +optional
   optional string desiredPhase = 1;
@@ -1794,6 +1794,13 @@ message VertexInstance {
   optional int32 replica = 3;
 }
 
+message VertexLifecycle {
+  // DesiredPhase used to bring the vertex from current phase to desired phase
+  // +kubebuilder:default=Running
+  // +optional
+  optional string desiredPhase = 1;
+}
+
 message VertexLimits {
   // Read batch size from the source or buffer.
   // It overrides the settings from pipeline limits.
@@ -1846,6 +1853,11 @@ message VertexSpec {
   // +kubebuilder:default={"disabled": false}
   // +optional
   optional Watermark watermark = 7;
+
+  // Lifecycle defines the Lifecycle properties of a ertex
+  // +kubebuilder:default={"desiredPhase": Running}
+  // +optional
+  optional VertexLifecycle lifecycle = 8;
 }
 
 message VertexStatus {
diff --git a/pkg/apis/numaflow/v1alpha1/mono_vertex_types.go b/pkg/apis/numaflow/v1alpha1/mono_vertex_types.go
index cdea87e5d0..8d96c948f7 100644
--- a/pkg/apis/numaflow/v1alpha1/mono_vertex_types.go
+++ b/pkg/apis/numaflow/v1alpha1/mono_vertex_types.go
@@ -318,7 +318,7 @@ func (mv MonoVertex) simpleCopy() MonoVertex {
 
 func (mv MonoVertex) GetPodSpec(req GetMonoVertexPodSpecReq) (*corev1.PodSpec, error) {
 	copiedSpec := mv.simpleCopy()
-	copiedSpec.Spec.Scale = Scale{LookbackSeconds: mv.Spec.Scale.LookbackSeconds}
+	copiedSpec.Spec.Scale = Scale{LookbackSeconds: ptr.To[uint32](uint32(mv.Spec.Scale.GetLookbackSeconds()))}
 	monoVtxBytes, err := json.Marshal(copiedSpec)
 	if err != nil {
 		return nil, errors.New("failed to marshal mono vertex spec")
@@ -611,7 +611,7 @@ func (mvs *MonoVertexStatus) MarkPhaseRunning() {
 	mvs.MarkPhase(MonoVertexPhaseRunning, "", "")
 }
 
-// MarkPhasePaused set the Pipeline has been paused.
+// MarkPhasePaused set the MonoVertex has been paused.
 func (mvs *MonoVertexStatus) MarkPhasePaused() {
 	mvs.MarkPhase(MonoVertexPhasePaused, "", "MonoVertex paused")
 }
@@ -643,7 +643,7 @@ type MonoVertexList struct {
 }
 
 type MonoVertexLifecycle struct {
-	// DesiredPhase used to bring the pipeline from current phase to desired phase
+	// DesiredPhase used to bring the MonoVertex from current phase to desired phase
 	// +kubebuilder:default=Running
 	// +optional
 	DesiredPhase MonoVertexPhase `json:"desiredPhase,omitempty" protobuf:"bytes,1,opt,name=desiredPhase"`
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types.go b/pkg/apis/numaflow/v1alpha1/vertex_types.go
index a06e887700..8f7ab4ed27 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types.go
@@ -30,13 +30,14 @@ import (
 	"k8s.io/utils/ptr"
 )
 
-// +kubebuilder:validation:Enum="";Running;Failed
+// +kubebuilder:validation:Enum="";Running;Paused;Failed
 type VertexPhase string
 
 const (
 	VertexPhaseUnknown VertexPhase = ""
 	VertexPhaseRunning VertexPhase = "Running"
 	VertexPhaseFailed  VertexPhase = "Failed"
+	VertexPhasePaused  VertexPhase = "Paused"
 
 	// VertexConditionDeployed has the status True when the vertex related sub resources are deployed.
 	VertexConditionDeployed ConditionType = "Deployed"
@@ -210,14 +211,36 @@ func (v Vertex) sidecarEnvs() []corev1.EnvVar {
 	}
 }
 
-func (v Vertex) GetPodSpec(req GetVertexPodSpecReq) (*corev1.PodSpec, error) {
-	vertexCopy := &Vertex{
+func (v Vertex) simpleCopy() Vertex {
+	m := Vertex{
 		ObjectMeta: metav1.ObjectMeta{
 			Namespace: v.Namespace,
 			Name:      v.Name,
 		},
-		Spec: v.Spec.DeepCopyWithoutReplicas(),
+		Spec: v.Spec.DeepCopyWithoutReplicasAndLifecycle(),
+	}
+	if m.Spec.Limits == nil {
+		m.Spec.Limits = &VertexLimits{}
+	}
+	if m.Spec.Limits.ReadBatchSize == nil {
+		m.Spec.Limits.ReadBatchSize = ptr.To[uint64](DefaultReadBatchSize)
+	}
+	if m.Spec.Limits.ReadTimeout == nil {
+		m.Spec.Limits.ReadTimeout = &metav1.Duration{Duration: DefaultReadTimeout}
+	}
+	if m.Spec.Limits.BufferMaxLength == nil {
+		m.Spec.Limits.BufferMaxLength = ptr.To[uint64](DefaultBufferLength)
+	}
+	if m.Spec.Limits.BufferUsageLimit == nil {
+		m.Spec.Limits.BufferUsageLimit = ptr.To[uint32](100 * DefaultBufferUsageLimit)
 	}
+	m.Spec.UpdateStrategy = UpdateStrategy{}
+	return m
+}
+
+func (v Vertex) GetPodSpec(req GetVertexPodSpecReq) (*corev1.PodSpec, error) {
+	vertexCopy := v.simpleCopy()
+	v.Spec.Scale = Scale{LookbackSeconds: ptr.To[uint32](uint32(v.Spec.Scale.GetLookbackSeconds()))}
 	vertexBytes, err := json.Marshal(vertexCopy)
 	if err != nil {
 		return nil, errors.New("failed to marshal vertex spec")
@@ -423,9 +446,10 @@ func (v Vertex) getInitContainers(req GetVertexPodSpecReq) []corev1.Container {
 	return append(initContainers, v.Spec.InitContainers...)
 }
 
-func (vs VertexSpec) DeepCopyWithoutReplicas() VertexSpec {
+func (vs VertexSpec) DeepCopyWithoutReplicasAndLifecycle() VertexSpec {
 	x := *vs.DeepCopy()
 	x.Replicas = ptr.To[int32](0)
+	x.Lifecycle = VertexLifecycle{}
 	return x
 }
 
@@ -473,19 +497,22 @@ func (v Vertex) GetToBuffers() []string {
 	return r
 }
 
-func (v Vertex) GetReplicas() int {
+func (v Vertex) getReplicas() int {
 	if v.IsReduceUDF() {
-		// Replicas will be 0 only when pausing a pipeline
-		if v.Spec.Replicas != nil && int(*v.Spec.Replicas) == 0 {
-			return 0
-		}
-		// Replica of a reduce vertex is determined by the partitions.
 		return v.GetPartitionCount()
 	}
-	desiredReplicas := 1
-	if x := v.Spec.Replicas; x != nil {
-		desiredReplicas = int(*x)
+	if v.Spec.Replicas == nil {
+		return 1
 	}
+	return int(*v.Spec.Replicas)
+}
+
+func (v Vertex) CalculateReplicas() int {
+	// If we are pausing the Pipeline/Vertex then we should have the desired replicas as 0
+	if v.Spec.Lifecycle.GetDesiredPhase() == VertexPhasePaused {
+		return 0
+	}
+	desiredReplicas := v.getReplicas()
 	// Don't allow replicas to be out of the range of min and max when auto scaling is enabled
 	if s := v.Spec.Scale; !s.Disabled {
 		max := int(s.GetMaxReplicas())
@@ -515,6 +542,10 @@ type VertexSpec struct {
 	// +kubebuilder:default={"disabled": false}
 	// +optional
 	Watermark Watermark `json:"watermark,omitempty" protobuf:"bytes,7,opt,name=watermark"`
+	// Lifecycle defines the Lifecycle properties of a ertex
+	// +kubebuilder:default={"desiredPhase": Running}
+	// +optional
+	Lifecycle VertexLifecycle `json:"lifecycle,omitempty" protobuf:"bytes,8,opt,name=lifecycle"`
 }
 
 type AbstractVertex struct {
@@ -566,6 +597,23 @@ type AbstractVertex struct {
 	UpdateStrategy UpdateStrategy `json:"updateStrategy,omitempty" protobuf:"bytes,16,opt,name=updateStrategy"`
 }
 
+type VertexLifecycle struct {
+	// DesiredPhase used to bring the vertex from current phase to desired phase
+	// +kubebuilder:default=Running
+	// +optional
+	DesiredPhase VertexPhase `json:"desiredPhase,omitempty" protobuf:"bytes,1,opt,name=desiredPhase"`
+}
+
+// GetDesiredPhase is used to fetch the desired lifecycle phase for a Vertex
+func (vlc VertexLifecycle) GetDesiredPhase() VertexPhase {
+	switch vlc.DesiredPhase {
+	case VertexPhasePaused:
+		return VertexPhasePaused
+	default:
+		return VertexPhaseRunning
+	}
+}
+
 func (av AbstractVertex) GetVertexType() VertexType {
 	if av.IsASource() {
 		return VertexTypeSource
@@ -745,7 +793,7 @@ func (vs *VertexStatus) InitConditions() {
 
 // IsHealthy indicates whether the vertex is healthy or not
 func (vs *VertexStatus) IsHealthy() bool {
-	if vs.Phase != VertexPhaseRunning {
+	if vs.Phase != VertexPhaseRunning && vs.Phase != VertexPhasePaused {
 		return false
 	}
 	return vs.IsReady()
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types_test.go b/pkg/apis/numaflow/v1alpha1/vertex_types_test.go
index 1e838a0a81..7a063c31a3 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types_test.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types_test.go
@@ -121,8 +121,13 @@ func TestGetToBuffersSink(t *testing.T) {
 func TestWithoutReplicas(t *testing.T) {
 	s := &VertexSpec{
 		Replicas: ptr.To[int32](3),
+		Lifecycle: VertexLifecycle{
+			DesiredPhase: VertexPhasePaused,
+		},
 	}
-	assert.Equal(t, int32(0), *s.DeepCopyWithoutReplicas().Replicas)
+	dc := s.DeepCopyWithoutReplicasAndLifecycle()
+	assert.Equal(t, int32(0), *dc.Replicas)
+	assert.Equal(t, VertexLifecycle{}, dc.Lifecycle)
 }
 
 func TestGetVertexReplicas(t *testing.T) {
@@ -133,11 +138,16 @@ func TestGetVertexReplicas(t *testing.T) {
 			},
 		},
 	}
-	assert.Equal(t, 1, v.GetReplicas())
+	v.Spec.Lifecycle.DesiredPhase = VertexPhasePaused
+	assert.Equal(t, 0, v.CalculateReplicas())
+	v.Spec.Lifecycle.DesiredPhase = VertexPhaseRunning
+	assert.Equal(t, 1, v.CalculateReplicas())
+	v.Spec.Lifecycle = VertexLifecycle{}
+	assert.Equal(t, 1, v.CalculateReplicas())
 	v.Spec.Replicas = ptr.To[int32](3)
-	assert.Equal(t, 3, v.GetReplicas())
+	assert.Equal(t, 3, v.CalculateReplicas())
 	v.Spec.Replicas = ptr.To[int32](0)
-	assert.Equal(t, 0, v.GetReplicas())
+	assert.Equal(t, 0, v.CalculateReplicas())
 	v.Spec.UDF = &UDF{
 		GroupBy: &GroupBy{},
 	}
@@ -145,16 +155,16 @@ func TestGetVertexReplicas(t *testing.T) {
 		{Edge: Edge{From: "a", To: "b"}},
 	}
 	v.Spec.Replicas = ptr.To[int32](5)
-	assert.Equal(t, 1, v.GetReplicas())
+	assert.Equal(t, 1, v.CalculateReplicas())
 	v.Spec.Replicas = ptr.To[int32](1000)
-	assert.Equal(t, 1, v.GetReplicas())
+	assert.Equal(t, 1, v.CalculateReplicas())
 	v.Spec.UDF.GroupBy = nil
 	v.Spec.Scale.Max = ptr.To[int32](40)
 	v.Spec.Scale.Min = ptr.To[int32](20)
 	v.Spec.Replicas = ptr.To[int32](300)
-	assert.Equal(t, 40, v.GetReplicas())
+	assert.Equal(t, 40, v.CalculateReplicas())
 	v.Spec.Replicas = ptr.To[int32](10)
-	assert.Equal(t, 20, v.GetReplicas())
+	assert.Equal(t, 20, v.CalculateReplicas())
 }
 
 func TestGetHeadlessSvcSpec(t *testing.T) {
diff --git a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
index ed337f37bf..536fb4236f 100644
--- a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
+++ b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
@@ -2914,6 +2914,22 @@ func (in *VertexInstance) DeepCopy() *VertexInstance {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *VertexLifecycle) DeepCopyInto(out *VertexLifecycle) {
+	*out = *in
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new VertexLifecycle.
+func (in *VertexLifecycle) DeepCopy() *VertexLifecycle {
+	if in == nil {
+		return nil
+	}
+	out := new(VertexLifecycle)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *VertexLimits) DeepCopyInto(out *VertexLimits) {
 	*out = *in
@@ -3007,6 +3023,7 @@ func (in *VertexSpec) DeepCopyInto(out *VertexSpec) {
 		}
 	}
 	in.Watermark.DeepCopyInto(&out.Watermark)
+	out.Lifecycle = in.Lifecycle
 	return
 }
 
diff --git a/pkg/apis/numaflow/v1alpha1/zz_generated.openapi.go b/pkg/apis/numaflow/v1alpha1/zz_generated.openapi.go
index 871bd095df..05868b5965 100644
--- a/pkg/apis/numaflow/v1alpha1/zz_generated.openapi.go
+++ b/pkg/apis/numaflow/v1alpha1/zz_generated.openapi.go
@@ -121,6 +121,7 @@ func GetOpenAPIDefinitions(ref common.ReferenceCallback) map[string]common.OpenA
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UpdateStrategy":                   schema_pkg_apis_numaflow_v1alpha1_UpdateStrategy(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Vertex":                           schema_pkg_apis_numaflow_v1alpha1_Vertex(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexInstance":                   schema_pkg_apis_numaflow_v1alpha1_VertexInstance(ref),
+		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLifecycle":                  schema_pkg_apis_numaflow_v1alpha1_VertexLifecycle(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLimits":                     schema_pkg_apis_numaflow_v1alpha1_VertexLimits(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexList":                       schema_pkg_apis_numaflow_v1alpha1_VertexList(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexSpec":                       schema_pkg_apis_numaflow_v1alpha1_VertexSpec(ref),
@@ -3112,7 +3113,7 @@ func schema_pkg_apis_numaflow_v1alpha1_MonoVertexLifecycle(ref common.ReferenceC
 				Properties: map[string]spec.Schema{
 					"desiredPhase": {
 						SchemaProps: spec.SchemaProps{
-							Description: "DesiredPhase used to bring the pipeline from current phase to desired phase",
+							Description: "DesiredPhase used to bring the MonoVertex from current phase to desired phase",
 							Type:        []string{"string"},
 							Format:      "",
 						},
@@ -5650,6 +5651,25 @@ func schema_pkg_apis_numaflow_v1alpha1_VertexInstance(ref common.ReferenceCallba
 	}
 }
 
+func schema_pkg_apis_numaflow_v1alpha1_VertexLifecycle(ref common.ReferenceCallback) common.OpenAPIDefinition {
+	return common.OpenAPIDefinition{
+		Schema: spec.Schema{
+			SchemaProps: spec.SchemaProps{
+				Type: []string{"object"},
+				Properties: map[string]spec.Schema{
+					"desiredPhase": {
+						SchemaProps: spec.SchemaProps{
+							Description: "DesiredPhase used to bring the vertex from current phase to desired phase",
+							Type:        []string{"string"},
+							Format:      "",
+						},
+					},
+				},
+			},
+		},
+	}
+}
+
 func schema_pkg_apis_numaflow_v1alpha1_VertexLimits(ref common.ReferenceCallback) common.OpenAPIDefinition {
 	return common.OpenAPIDefinition{
 		Schema: spec.Schema{
@@ -6063,12 +6083,19 @@ func schema_pkg_apis_numaflow_v1alpha1_VertexSpec(ref common.ReferenceCallback)
 							Ref:         ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Watermark"),
 						},
 					},
+					"lifecycle": {
+						SchemaProps: spec.SchemaProps{
+							Description: "Lifecycle defines the Lifecycle properties of a ertex",
+							Default:     map[string]interface{}{},
+							Ref:         ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLifecycle"),
+						},
+					},
 				},
 				Required: []string{"name", "pipelineName"},
 			},
 		},
 		Dependencies: []string{
-			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.CombinedEdge", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.ContainerTemplate", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Metadata", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Scale", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Sink", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Source", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDF", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UpdateStrategy", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLimits", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Watermark", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.Volume"},
+			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.CombinedEdge", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.ContainerTemplate", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Metadata", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Scale", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Sink", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Source", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDF", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UpdateStrategy", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLifecycle", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLimits", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Watermark", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.Volume"},
 	}
 }
 
diff --git a/pkg/reconciler/pipeline/controller.go b/pkg/reconciler/pipeline/controller.go
index c22b5702e0..27571834a8 100644
--- a/pkg/reconciler/pipeline/controller.go
+++ b/pkg/reconciler/pipeline/controller.go
@@ -667,8 +667,11 @@ func buildVertices(pl *dfv1.Pipeline) map[string]dfv1.Vertex {
 			ToEdges:                    toEdges,
 			Watermark:                  pl.Spec.Watermark,
 			Replicas:                   &replicas,
+			Lifecycle: dfv1.VertexLifecycle{
+				DesiredPhase: dfv1.VertexPhase(pl.GetDesiredPhase()),
+			},
 		}
-		hash := sharedutil.MustHash(spec.DeepCopyWithoutReplicas())
+		hash := sharedutil.MustHash(spec.DeepCopyWithoutReplicasAndLifecycle())
 		obj := dfv1.Vertex{
 			ObjectMeta: metav1.ObjectMeta{
 				Namespace: pl.Namespace,
@@ -854,7 +857,7 @@ func (r *pipelineReconciler) resumePipeline(ctx context.Context, pl *dfv1.Pipeli
 			}
 		}
 	}
-	_, err := r.scaleUpAllVertices(ctx, pl)
+	_, err := r.updateVerticeDesiredPhase(ctx, pl, allVertexFilter, dfv1.VertexPhaseRunning)
 	if err != nil {
 		return false, err
 	}
@@ -874,7 +877,7 @@ func (r *pipelineReconciler) pausePipeline(ctx context.Context, pl *dfv1.Pipelin
 	pl.Status.MarkPhasePausing()
 
 	if pl.GetAnnotations() == nil || pl.GetAnnotations()[dfv1.KeyPauseTimestamp] == "" {
-		_, err := r.scaleDownSourceVertices(ctx, pl)
+		_, err := r.updateVerticeDesiredPhase(ctx, pl, sourceVertexFilter, dfv1.VertexPhasePaused)
 		if err != nil {
 			// If there's an error requeue the request
 			return true, err
@@ -915,7 +918,7 @@ func (r *pipelineReconciler) pausePipeline(ctx context.Context, pl *dfv1.Pipelin
 
 	// if drain is completed, or we have exceeded the pause deadline, mark pl as paused and scale down
 	if time.Now().After(pauseTimestamp.Add(time.Duration(pl.GetPauseGracePeriodSeconds())*time.Second)) || drainCompleted {
-		_, err = r.scaleDownAllVertices(ctx, pl)
+		_, err = r.updateVerticeDesiredPhase(ctx, pl, allVertexFilter, dfv1.VertexPhasePaused)
 		if err != nil {
 			return true, err
 		}
@@ -945,19 +948,7 @@ func (r *pipelineReconciler) noSourceVertexPodsRunning(ctx context.Context, pl *
 	return len(pods.Items) == 0, nil
 }
 
-func (r *pipelineReconciler) scaleDownSourceVertices(ctx context.Context, pl *dfv1.Pipeline) (bool, error) {
-	return r.scaleVertex(ctx, pl, sourceVertexFilter, 0)
-}
-
-func (r *pipelineReconciler) scaleDownAllVertices(ctx context.Context, pl *dfv1.Pipeline) (bool, error) {
-	return r.scaleVertex(ctx, pl, allVertexFilter, 0)
-}
-
-func (r *pipelineReconciler) scaleUpAllVertices(ctx context.Context, pl *dfv1.Pipeline) (bool, error) {
-	return r.scaleVertex(ctx, pl, allVertexFilter, 1)
-}
-
-func (r *pipelineReconciler) scaleVertex(ctx context.Context, pl *dfv1.Pipeline, filter vertexFilterFunc, replicas int32) (bool, error) {
+func (r *pipelineReconciler) updateVerticeDesiredPhase(ctx context.Context, pl *dfv1.Pipeline, filter vertexFilterFunc, desiredPhase dfv1.VertexPhase) (bool, error) {
 	log := logging.FromContext(ctx)
 	existingVertices, err := r.findExistingVertices(ctx, pl)
 	if err != nil {
@@ -965,29 +956,14 @@ func (r *pipelineReconciler) scaleVertex(ctx context.Context, pl *dfv1.Pipeline,
 	}
 	isVertexPatched := false
 	for _, vertex := range existingVertices {
-		if origin := *vertex.Spec.Replicas; origin != replicas && filter(vertex) {
-			scaleTo := replicas
-			// if replicas equals to 1, it means we are resuming a paused pipeline
-			// in this case, if a vertex doesn't support auto-scaling, we scale up based on the vertex's configuration:
-			// for a reducer, we scale up to the partition count
-			// for a non-reducer, if min is set, we scale up to min
-			if replicas == 1 {
-				if vertex.IsReduceUDF() {
-					scaleTo = int32(vertex.GetPartitionCount())
-				} else {
-					scaleTo = vertex.Spec.Scale.GetMinReplicas()
-					if scaleTo < 1 {
-						scaleTo = 1
-					}
-				}
-			}
-			patchJson := fmt.Sprintf(`{"spec":{"replicas":%d}}`, scaleTo)
+		if originPhase := vertex.Spec.Lifecycle.GetDesiredPhase(); filter(vertex) && originPhase != desiredPhase {
+			patchJson := fmt.Sprintf(`{"spec":{"lifecycle":{"desiredPhase":"%s"}}}`, desiredPhase)
 			err = r.client.Patch(ctx, &vertex, client.RawPatch(types.MergePatchType, []byte(patchJson)))
 			if err != nil && !apierrors.IsNotFound(err) {
 				return false, err
 			}
-			log.Infow("Scaled vertex", zap.Int32("from", origin), zap.Int32("to", scaleTo), zap.String("vertex", vertex.Name))
-			r.recorder.Eventf(pl, corev1.EventTypeNormal, "ScalingVertex", "Scaled vertex %s from %d to %d replicas", vertex.Name, origin, scaleTo)
+			log.Infow("Updated vertex desired phase", zap.String("from", string(originPhase)), zap.String("to", string(desiredPhase)), zap.String("vertex", vertex.Name))
+			r.recorder.Eventf(pl, corev1.EventTypeNormal, "UpdateVertexDesiredPhase", "Updated vertex %q desired phase from %s to %s", vertex.Name, originPhase, desiredPhase)
 			isVertexPatched = true
 		}
 	}
@@ -997,7 +973,7 @@ func (r *pipelineReconciler) scaleVertex(ctx context.Context, pl *dfv1.Pipeline,
 func (r *pipelineReconciler) safeToDelete(ctx context.Context, pl *dfv1.Pipeline) (bool, error) {
 	// update the phase to deleting
 	pl.Status.MarkPhaseDeleting()
-	vertexPatched, err := r.scaleDownSourceVertices(ctx, pl)
+	vertexPatched, err := r.updateVerticeDesiredPhase(ctx, pl, sourceVertexFilter, dfv1.VertexPhasePaused)
 	if err != nil {
 		return false, err
 	}
diff --git a/pkg/reconciler/pipeline/controller_test.go b/pkg/reconciler/pipeline/controller_test.go
index 565e919e8c..50cb4718ef 100644
--- a/pkg/reconciler/pipeline/controller_test.go
+++ b/pkg/reconciler/pipeline/controller_test.go
@@ -509,7 +509,7 @@ func Test_pauseAndResumePipeline(t *testing.T) {
 		assert.NoError(t, err)
 		v, err := r.findExistingVertices(ctx, testObj)
 		assert.NoError(t, err)
-		assert.Equal(t, int32(0), *v[testObj.Name+"-"+testObj.Spec.Vertices[0].Name].Spec.Replicas)
+		assert.Equal(t, dfv1.VertexPhasePaused, v[testObj.Name+"-"+testObj.Spec.Vertices[0].Name].Spec.Lifecycle.GetDesiredPhase())
 		_, err = r.resumePipeline(ctx, testObj)
 		assert.NoError(t, err)
 		v, err = r.findExistingVertices(ctx, testObj)
diff --git a/pkg/reconciler/vertex/controller.go b/pkg/reconciler/vertex/controller.go
index e015d0d3a0..5a5b28c68f 100644
--- a/pkg/reconciler/vertex/controller.go
+++ b/pkg/reconciler/vertex/controller.go
@@ -166,8 +166,8 @@ func (r *vertexReconciler) reconcile(ctx context.Context, vertex *dfv1.Vertex) (
 
 	vertex.Status.MarkDeployed()
 
-	// Mark it running before checking the status of the pods
-	vertex.Status.MarkPhaseRunning()
+	// Mark desired phase before checking the status of the pods
+	vertex.Status.MarkPhase(vertex.Spec.Lifecycle.GetDesiredPhase(), "", "")
 
 	// Check status of the pods
 	var podList corev1.PodList
@@ -177,10 +177,7 @@ func (r *vertexReconciler) reconcile(ctx context.Context, vertex *dfv1.Vertex) (
 		return ctrl.Result{}, fmt.Errorf("failed to get pods of a vertex: %w", err)
 	}
 	readyPods := reconciler.NumOfReadyPods(podList)
-	desiredReplicas := vertex.GetReplicas()
-	if pipeline.GetDesiredPhase() == dfv1.PipelinePhasePaused {
-		desiredReplicas = 0
-	}
+	desiredReplicas := vertex.CalculateReplicas()
 	if readyPods > desiredReplicas { // It might happen in some corner cases, such as during rollout
 		readyPods = desiredReplicas
 	}
@@ -197,10 +194,7 @@ func (r *vertexReconciler) reconcile(ctx context.Context, vertex *dfv1.Vertex) (
 
 func (r *vertexReconciler) orchestratePods(ctx context.Context, vertex *dfv1.Vertex, pipeline *dfv1.Pipeline, isbSvc *dfv1.InterStepBufferService) error {
 	log := logging.FromContext(ctx)
-	desiredReplicas := vertex.GetReplicas()
-	if pipeline.GetDesiredPhase() == dfv1.PipelinePhasePaused {
-		desiredReplicas = 0
-	}
+	desiredReplicas := vertex.CalculateReplicas()
 	vertex.Status.DesiredReplicas = uint32(desiredReplicas)
 
 	// Set metrics
diff --git a/pkg/reconciler/vertex/scaling/scaling.go b/pkg/reconciler/vertex/scaling/scaling.go
index 455ce9906b..792f7b0784 100644
--- a/pkg/reconciler/vertex/scaling/scaling.go
+++ b/pkg/reconciler/vertex/scaling/scaling.go
@@ -172,6 +172,9 @@ func (s *Scaler) scaleOneVertex(ctx context.Context, key string, worker int) err
 		log.Infof("Vertex not in Running phase, skip scaling.")
 		return nil
 	}
+	if vertex.Spec.Lifecycle.GetDesiredPhase() != dfv1.VertexPhaseRunning {
+		log.Infof("Vertex desired phase is not Running, skip scaling.")
+	}
 	if vertex.Status.UpdateHash != vertex.Status.CurrentHash && vertex.Status.UpdateHash != "" {
 		log.Info("Vertex is updating, skip scaling.")
 		return nil
diff --git a/rust/numaflow-models/src/models/mod.rs b/rust/numaflow-models/src/models/mod.rs
index 3783d1fc58..464fc3e7cc 100644
--- a/rust/numaflow-models/src/models/mod.rs
+++ b/rust/numaflow-models/src/models/mod.rs
@@ -188,6 +188,8 @@ pub mod vertex;
 pub use self::vertex::Vertex;
 pub mod vertex_instance;
 pub use self::vertex_instance::VertexInstance;
+pub mod vertex_lifecycle;
+pub use self::vertex_lifecycle::VertexLifecycle;
 pub mod vertex_limits;
 pub use self::vertex_limits::VertexLimits;
 pub mod vertex_list;
diff --git a/rust/numaflow-models/src/models/mono_vertex_lifecycle.rs b/rust/numaflow-models/src/models/mono_vertex_lifecycle.rs
index 90d5b97422..ca702a4923 100644
--- a/rust/numaflow-models/src/models/mono_vertex_lifecycle.rs
+++ b/rust/numaflow-models/src/models/mono_vertex_lifecycle.rs
@@ -18,7 +18,7 @@ limitations under the License.
 
 #[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
 pub struct MonoVertexLifecycle {
-    /// DesiredPhase used to bring the pipeline from current phase to desired phase
+    /// DesiredPhase used to bring the MonoVertex from current phase to desired phase
     #[serde(rename = "desiredPhase", skip_serializing_if = "Option::is_none")]
     pub desired_phase: Option<String>,
 }
diff --git a/rust/numaflow-models/src/models/vertex_lifecycle.rs b/rust/numaflow-models/src/models/vertex_lifecycle.rs
new file mode 100644
index 0000000000..755591e12b
--- /dev/null
+++ b/rust/numaflow-models/src/models/vertex_lifecycle.rs
@@ -0,0 +1,32 @@
+/*
+Copyright 2022 The Numaproj Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Code generated by Openapi Generator. DO NOT EDIT.
+
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+pub struct VertexLifecycle {
+    /// DesiredPhase used to bring the vertex from current phase to desired phase
+    #[serde(rename = "desiredPhase", skip_serializing_if = "Option::is_none")]
+    pub desired_phase: Option<String>,
+}
+
+impl VertexLifecycle {
+    pub fn new() -> VertexLifecycle {
+        VertexLifecycle {
+            desired_phase: None,
+        }
+    }
+}
diff --git a/rust/numaflow-models/src/models/vertex_spec.rs b/rust/numaflow-models/src/models/vertex_spec.rs
index 7583c1d6ac..34bdb2715c 100644
--- a/rust/numaflow-models/src/models/vertex_spec.rs
+++ b/rust/numaflow-models/src/models/vertex_spec.rs
@@ -51,6 +51,8 @@ pub struct VertexSpec {
         skip_serializing_if = "Option::is_none"
     )]
     pub inter_step_buffer_service_name: Option<String>,
+    #[serde(rename = "lifecycle", skip_serializing_if = "Option::is_none")]
+    pub lifecycle: Option<Box<crate::models::VertexLifecycle>>,
     #[serde(rename = "limits", skip_serializing_if = "Option::is_none")]
     pub limits: Option<Box<crate::models::VertexLimits>>,
     #[serde(rename = "metadata", skip_serializing_if = "Option::is_none")]
@@ -129,6 +131,7 @@ impl VertexSpec {
             init_container_template: None,
             init_containers: None,
             inter_step_buffer_service_name: None,
+            lifecycle: None,
             limits: None,
             metadata: None,
             name,
diff --git a/test/fixtures/util.go b/test/fixtures/util.go
index d2f27dc5f7..7808a031cb 100644
--- a/test/fixtures/util.go
+++ b/test/fixtures/util.go
@@ -308,7 +308,7 @@ func WaitForVertexPodRunning(kubeClient kubernetes.Interface, vertexClient flowp
 		if err != nil {
 			return fmt.Errorf("error getting vertex pod name: %w", err)
 		}
-		ok = ok && len(podList.Items) > 0 && len(podList.Items) == vertexList.Items[0].GetReplicas() // pod number should equal to desired replicas
+		ok = ok && len(podList.Items) > 0 && len(podList.Items) == vertexList.Items[0].CalculateReplicas() // pod number should equal to desired replicas
 		for _, p := range podList.Items {
 			ok = ok && isPodReady(p)
 		}