Repository: numaproj/numaflow
Pull request #956 (2023-08-16 02:54:04)

chore: define vertex spec for user define source
Also re-arrange our e2e test suites to avoid CI workflow time out.

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Patch:
diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 5a9de2d4..1aaa6f47 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -139,7 +139,7 @@ jobs:
       max-parallel: 10
       matrix:
         driver: [jetstream]
-        case: [e2e-suite-1, e2e-suite-2, kafka-e2e, http-e2e, nats-e2e, redis-streams-e2e, sdks-e2e, reduce-e2e]
+        case: [e2e, diamond-e2e, transformer-e2e, kafka-e2e, http-e2e, nats-e2e, redis-streams-e2e, sdks-e2e, reduce-e2e]
     steps:
       - name: Checkout code
         uses: actions/checkout@v3
diff --git a/api/json-schema/schema.json b/api/json-schema/schema.json
index 3e315c37..2b4d7813 100644
--- a/api/json-schema/schema.json
+++ b/api/json-schema/schema.json
@@ -19277,6 +19277,9 @@
         },
         "transformer": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.UDTransformer"
+        },
+        "udSource": {
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.UDSource"
         }
       },
       "type": "object"
@@ -19404,6 +19407,17 @@
       ],
       "type": "object"
     },
+    "io.numaproj.numaflow.v1alpha1.UDSource": {
+      "properties": {
+        "container": {
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.Container"
+        }
+      },
+      "required": [
+        "container"
+      ],
+      "type": "object"
+    },
     "io.numaproj.numaflow.v1alpha1.UDTransformer": {
       "properties": {
         "builtin": {
diff --git a/api/openapi-spec/swagger.json b/api/openapi-spec/swagger.json
index de1182ae..04976fb1 100644
--- a/api/openapi-spec/swagger.json
+++ b/api/openapi-spec/swagger.json
@@ -19264,6 +19264,9 @@
         },
         "transformer": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.UDTransformer"
+        },
+        "udSource": {
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.UDSource"
         }
       }
     },
@@ -19390,6 +19393,17 @@
         }
       }
     },
+    "io.numaproj.numaflow.v1alpha1.UDSource": {
+      "type": "object",
+      "required": [
+        "container"
+      ],
+      "properties": {
+        "container": {
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.Container"
+        }
+      }
+    },
     "io.numaproj.numaflow.v1alpha1.UDTransformer": {
       "type": "object",
       "properties": {
diff --git a/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml b/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
index b1447bbb..01bdfd16 100644
--- a/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
@@ -7317,6 +7317,207 @@ spec:
                                   type: array
                               type: object
                           type: object
+                        udSource:
+                          properties:
+                            container:
+                              properties:
+                                args:
+                                  items:
+                                    type: string
+                                  type: array
+                                command:
+                                  items:
+                                    type: string
+                                  type: array
+                                env:
+                                  items:
+                                    properties:
+                                      name:
+                                        type: string
+                                      value:
+                                        type: string
+                                      valueFrom:
+                                        properties:
+                                          configMapKeyRef:
+                                            properties:
+                                              key:
+                                                type: string
+                                              name:
+                                                type: string
+                                              optional:
+                                                type: boolean
+                                            required:
+                                            - key
+                                            type: object
+                                          fieldRef:
+                                            properties:
+                                              apiVersion:
+                                                type: string
+                                              fieldPath:
+                                                type: string
+                                            required:
+                                            - fieldPath
+                                            type: object
+                                          resourceFieldRef:
+                                            properties:
+                                              containerName:
+                                                type: string
+                                              divisor:
+                                                anyOf:
+                                                - type: integer
+                                                - type: string
+                                                pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                                x-kubernetes-int-or-string: true
+                                              resource:
+                                                type: string
+                                            required:
+                                            - resource
+                                            type: object
+                                          secretKeyRef:
+                                            properties:
+                                              key:
+                                                type: string
+                                              name:
+                                                type: string
+                                              optional:
+                                                type: boolean
+                                            required:
+                                            - key
+                                            type: object
+                                        type: object
+                                    required:
+                                    - name
+                                    type: object
+                                  type: array
+                                envFrom:
+                                  items:
+                                    properties:
+                                      configMapRef:
+                                        properties:
+                                          name:
+                                            type: string
+                                          optional:
+                                            type: boolean
+                                        type: object
+                                      prefix:
+                                        type: string
+                                      secretRef:
+                                        properties:
+                                          name:
+                                            type: string
+                                          optional:
+                                            type: boolean
+                                        type: object
+                                    type: object
+                                  type: array
+                                image:
+                                  type: string
+                                imagePullPolicy:
+                                  type: string
+                                resources:
+                                  properties:
+                                    limits:
+                                      additionalProperties:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
+                                      type: object
+                                    requests:
+                                      additionalProperties:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
+                                      type: object
+                                  type: object
+                                securityContext:
+                                  properties:
+                                    allowPrivilegeEscalation:
+                                      type: boolean
+                                    capabilities:
+                                      properties:
+                                        add:
+                                          items:
+                                            type: string
+                                          type: array
+                                        drop:
+                                          items:
+                                            type: string
+                                          type: array
+                                      type: object
+                                    privileged:
+                                      type: boolean
+                                    procMount:
+                                      type: string
+                                    readOnlyRootFilesystem:
+                                      type: boolean
+                                    runAsGroup:
+                                      format: int64
+                                      type: integer
+                                    runAsNonRoot:
+                                      type: boolean
+                                    runAsUser:
+                                      format: int64
+                                      type: integer
+                                    seLinuxOptions:
+                                      properties:
+                                        level:
+                                          type: string
+                                        role:
+                                          type: string
+                                        type:
+                                          type: string
+                                        user:
+                                          type: string
+                                      type: object
+                                    seccompProfile:
+                                      properties:
+                                        localhostProfile:
+                                          type: string
+                                        type:
+                                          type: string
+                                      required:
+                                      - type
+                                      type: object
+                                    windowsOptions:
+                                      properties:
+                                        gmsaCredentialSpec:
+                                          type: string
+                                        gmsaCredentialSpecName:
+                                          type: string
+                                        hostProcess:
+                                          type: boolean
+                                        runAsUserName:
+                                          type: string
+                                      type: object
+                                  type: object
+                                volumeMounts:
+                                  items:
+                                    properties:
+                                      mountPath:
+                                        type: string
+                                      mountPropagation:
+                                        type: string
+                                      name:
+                                        type: string
+                                      readOnly:
+                                        type: boolean
+                                      subPath:
+                                        type: string
+                                      subPathExpr:
+                                        type: string
+                                    required:
+                                    - mountPath
+                                    - name
+                                    type: object
+                                  type: array
+                              type: object
+                          required:
+                          - container
+                          type: object
                       type: object
                     tolerations:
                       items:
diff --git a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
index 197c4154..7b870de0 100644
--- a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
@@ -3270,6 +3270,207 @@ spec:
                             type: array
                         type: object
                     type: object
+                  udSource:
+                    properties:
+                      container:
+                        properties:
+                          args:
+                            items:
+                              type: string
+                            type: array
+                          command:
+                            items:
+                              type: string
+                            type: array
+                          env:
+                            items:
+                              properties:
+                                name:
+                                  type: string
+                                value:
+                                  type: string
+                                valueFrom:
+                                  properties:
+                                    configMapKeyRef:
+                                      properties:
+                                        key:
+                                          type: string
+                                        name:
+                                          type: string
+                                        optional:
+                                          type: boolean
+                                      required:
+                                      - key
+                                      type: object
+                                    fieldRef:
+                                      properties:
+                                        apiVersion:
+                                          type: string
+                                        fieldPath:
+                                          type: string
+                                      required:
+                                      - fieldPath
+                                      type: object
+                                    resourceFieldRef:
+                                      properties:
+                                        containerName:
+                                          type: string
+                                        divisor:
+                                          anyOf:
+                                          - type: integer
+                                          - type: string
+                                          pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                          x-kubernetes-int-or-string: true
+                                        resource:
+                                          type: string
+                                      required:
+                                      - resource
+                                      type: object
+                                    secretKeyRef:
+                                      properties:
+                                        key:
+                                          type: string
+                                        name:
+                                          type: string
+                                        optional:
+                                          type: boolean
+                                      required:
+                                      - key
+                                      type: object
+                                  type: object
+                              required:
+                              - name
+                              type: object
+                            type: array
+                          envFrom:
+                            items:
+                              properties:
+                                configMapRef:
+                                  properties:
+                                    name:
+                                      type: string
+                                    optional:
+                                      type: boolean
+                                  type: object
+                                prefix:
+                                  type: string
+                                secretRef:
+                                  properties:
+                                    name:
+                                      type: string
+                                    optional:
+                                      type: boolean
+                                  type: object
+                              type: object
+                            type: array
+                          image:
+                            type: string
+                          imagePullPolicy:
+                            type: string
+                          resources:
+                            properties:
+                              limits:
+                                additionalProperties:
+                                  anyOf:
+                                  - type: integer
+                                  - type: string
+                                  pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                  x-kubernetes-int-or-string: true
+                                type: object
+                              requests:
+                                additionalProperties:
+                                  anyOf:
+                                  - type: integer
+                                  - type: string
+                                  pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                  x-kubernetes-int-or-string: true
+                                type: object
+                            type: object
+                          securityContext:
+                            properties:
+                              allowPrivilegeEscalation:
+                                type: boolean
+                              capabilities:
+                                properties:
+                                  add:
+                                    items:
+                                      type: string
+                                    type: array
+                                  drop:
+                                    items:
+                                      type: string
+                                    type: array
+                                type: object
+                              privileged:
+                                type: boolean
+                              procMount:
+                                type: string
+                              readOnlyRootFilesystem:
+                                type: boolean
+                              runAsGroup:
+                                format: int64
+                                type: integer
+                              runAsNonRoot:
+                                type: boolean
+                              runAsUser:
+                                format: int64
+                                type: integer
+                              seLinuxOptions:
+                                properties:
+                                  level:
+                                    type: string
+                                  role:
+                                    type: string
+                                  type:
+                                    type: string
+                                  user:
+                                    type: string
+                                type: object
+                              seccompProfile:
+                                properties:
+                                  localhostProfile:
+                                    type: string
+                                  type:
+                                    type: string
+                                required:
+                                - type
+                                type: object
+                              windowsOptions:
+                                properties:
+                                  gmsaCredentialSpec:
+                                    type: string
+                                  gmsaCredentialSpecName:
+                                    type: string
+                                  hostProcess:
+                                    type: boolean
+                                  runAsUserName:
+                                    type: string
+                                type: object
+                            type: object
+                          volumeMounts:
+                            items:
+                              properties:
+                                mountPath:
+                                  type: string
+                                mountPropagation:
+                                  type: string
+                                name:
+                                  type: string
+                                readOnly:
+                                  type: boolean
+                                subPath:
+                                  type: string
+                                subPathExpr:
+                                  type: string
+                              required:
+                              - mountPath
+                              - name
+                              type: object
+                            type: array
+                        type: object
+                    required:
+                    - container
+                    type: object
                 type: object
               toEdges:
                 items:
diff --git a/config/install.yaml b/config/install.yaml
index 2f814c78..24fa63d7 100644
--- a/config/install.yaml
+++ b/config/install.yaml
@@ -9762,6 +9762,207 @@ spec:
                                   type: array
                               type: object
                           type: object
+                        udSource:
+                          properties:
+                            container:
+                              properties:
+                                args:
+                                  items:
+                                    type: string
+                                  type: array
+                                command:
+                                  items:
+                                    type: string
+                                  type: array
+                                env:
+                                  items:
+                                    properties:
+                                      name:
+                                        type: string
+                                      value:
+                                        type: string
+                                      valueFrom:
+                                        properties:
+                                          configMapKeyRef:
+                                            properties:
+                                              key:
+                                                type: string
+                                              name:
+                                                type: string
+                                              optional:
+                                                type: boolean
+                                            required:
+                                            - key
+                                            type: object
+                                          fieldRef:
+                                            properties:
+                                              apiVersion:
+                                                type: string
+                                              fieldPath:
+                                                type: string
+                                            required:
+                                            - fieldPath
+                                            type: object
+                                          resourceFieldRef:
+                                            properties:
+                                              containerName:
+                                                type: string
+                                              divisor:
+                                                anyOf:
+                                                - type: integer
+                                                - type: string
+                                                pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                                x-kubernetes-int-or-string: true
+                                              resource:
+                                                type: string
+                                            required:
+                                            - resource
+                                            type: object
+                                          secretKeyRef:
+                                            properties:
+                                              key:
+                                                type: string
+                                              name:
+                                                type: string
+                                              optional:
+                                                type: boolean
+                                            required:
+                                            - key
+                                            type: object
+                                        type: object
+                                    required:
+                                    - name
+                                    type: object
+                                  type: array
+                                envFrom:
+                                  items:
+                                    properties:
+                                      configMapRef:
+                                        properties:
+                                          name:
+                                            type: string
+                                          optional:
+                                            type: boolean
+                                        type: object
+                                      prefix:
+                                        type: string
+                                      secretRef:
+                                        properties:
+                                          name:
+                                            type: string
+                                          optional:
+                                            type: boolean
+                                        type: object
+                                    type: object
+                                  type: array
+                                image:
+                                  type: string
+                                imagePullPolicy:
+                                  type: string
+                                resources:
+                                  properties:
+                                    limits:
+                                      additionalProperties:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
+                                      type: object
+                                    requests:
+                                      additionalProperties:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
+                                      type: object
+                                  type: object
+                                securityContext:
+                                  properties:
+                                    allowPrivilegeEscalation:
+                                      type: boolean
+                                    capabilities:
+                                      properties:
+                                        add:
+                                          items:
+                                            type: string
+                                          type: array
+                                        drop:
+                                          items:
+                                            type: string
+                                          type: array
+                                      type: object
+                                    privileged:
+                                      type: boolean
+                                    procMount:
+                                      type: string
+                                    readOnlyRootFilesystem:
+                                      type: boolean
+                                    runAsGroup:
+                                      format: int64
+                                      type: integer
+                                    runAsNonRoot:
+                                      type: boolean
+                                    runAsUser:
+                                      format: int64
+                                      type: integer
+                                    seLinuxOptions:
+                                      properties:
+                                        level:
+                                          type: string
+                                        role:
+                                          type: string
+                                        type:
+                                          type: string
+                                        user:
+                                          type: string
+                                      type: object
+                                    seccompProfile:
+                                      properties:
+                                        localhostProfile:
+                                          type: string
+                                        type:
+                                          type: string
+                                      required:
+                                      - type
+                                      type: object
+                                    windowsOptions:
+                                      properties:
+                                        gmsaCredentialSpec:
+                                          type: string
+                                        gmsaCredentialSpecName:
+                                          type: string
+                                        hostProcess:
+                                          type: boolean
+                                        runAsUserName:
+                                          type: string
+                                      type: object
+                                  type: object
+                                volumeMounts:
+                                  items:
+                                    properties:
+                                      mountPath:
+                                        type: string
+                                      mountPropagation:
+                                        type: string
+                                      name:
+                                        type: string
+                                      readOnly:
+                                        type: boolean
+                                      subPath:
+                                        type: string
+                                      subPathExpr:
+                                        type: string
+                                    required:
+                                    - mountPath
+                                    - name
+                                    type: object
+                                  type: array
+                              type: object
+                          required:
+                          - container
+                          type: object
                       type: object
                     tolerations:
                       items:
@@ -14094,6 +14295,207 @@ spec:
                             type: array
                         type: object
                     type: object
+                  udSource:
+                    properties:
+                      container:
+                        properties:
+                          args:
+                            items:
+                              type: string
+                            type: array
+                          command:
+                            items:
+                              type: string
+                            type: array
+                          env:
+                            items:
+                              properties:
+                                name:
+                                  type: string
+                                value:
+                                  type: string
+                                valueFrom:
+                                  properties:
+                                    configMapKeyRef:
+                                      properties:
+                                        key:
+                                          type: string
+                                        name:
+                                          type: string
+                                        optional:
+                                          type: boolean
+                                      required:
+                                      - key
+                                      type: object
+                                    fieldRef:
+                                      properties:
+                                        apiVersion:
+                                          type: string
+                                        fieldPath:
+                                          type: string
+                                      required:
+                                      - fieldPath
+                                      type: object
+                                    resourceFieldRef:
+                                      properties:
+                                        containerName:
+                                          type: string
+                                        divisor:
+                                          anyOf:
+                                          - type: integer
+                                          - type: string
+                                          pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                          x-kubernetes-int-or-string: true
+                                        resource:
+                                          type: string
+                                      required:
+                                      - resource
+                                      type: object
+                                    secretKeyRef:
+                                      properties:
+                                        key:
+                                          type: string
+                                        name:
+                                          type: string
+                                        optional:
+                                          type: boolean
+                                      required:
+                                      - key
+                                      type: object
+                                  type: object
+                              required:
+                              - name
+                              type: object
+                            type: array
+                          envFrom:
+                            items:
+                              properties:
+                                configMapRef:
+                                  properties:
+                                    name:
+                                      type: string
+                                    optional:
+                                      type: boolean
+                                  type: object
+                                prefix:
+                                  type: string
+                                secretRef:
+                                  properties:
+                                    name:
+                                      type: string
+                                    optional:
+                                      type: boolean
+                                  type: object
+                              type: object
+                            type: array
+                          image:
+                            type: string
+                          imagePullPolicy:
+                            type: string
+                          resources:
+                            properties:
+                              limits:
+                                additionalProperties:
+                                  anyOf:
+                                  - type: integer
+                                  - type: string
+                                  pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                  x-kubernetes-int-or-string: true
+                                type: object
+                              requests:
+                                additionalProperties:
+                                  anyOf:
+                                  - type: integer
+                                  - type: string
+                                  pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                  x-kubernetes-int-or-string: true
+                                type: object
+                            type: object
+                          securityContext:
+                            properties:
+                              allowPrivilegeEscalation:
+                                type: boolean
+                              capabilities:
+                                properties:
+                                  add:
+                                    items:
+                                      type: string
+                                    type: array
+                                  drop:
+                                    items:
+                                      type: string
+                                    type: array
+                                type: object
+                              privileged:
+                                type: boolean
+                              procMount:
+                                type: string
+                              readOnlyRootFilesystem:
+                                type: boolean
+                              runAsGroup:
+                                format: int64
+                                type: integer
+                              runAsNonRoot:
+                                type: boolean
+                              runAsUser:
+                                format: int64
+                                type: integer
+                              seLinuxOptions:
+                                properties:
+                                  level:
+                                    type: string
+                                  role:
+                                    type: string
+                                  type:
+                                    type: string
+                                  user:
+                                    type: string
+                                type: object
+                              seccompProfile:
+                                properties:
+                                  localhostProfile:
+                                    type: string
+                                  type:
+                                    type: string
+                                required:
+                                - type
+                                type: object
+                              windowsOptions:
+                                properties:
+                                  gmsaCredentialSpec:
+                                    type: string
+                                  gmsaCredentialSpecName:
+                                    type: string
+                                  hostProcess:
+                                    type: boolean
+                                  runAsUserName:
+                                    type: string
+                                type: object
+                            type: object
+                          volumeMounts:
+                            items:
+                              properties:
+                                mountPath:
+                                  type: string
+                                mountPropagation:
+                                  type: string
+                                name:
+                                  type: string
+                                readOnly:
+                                  type: boolean
+                                subPath:
+                                  type: string
+                                subPathExpr:
+                                  type: string
+                              required:
+                              - mountPath
+                              - name
+                              type: object
+                            type: array
+                        type: object
+                    required:
+                    - container
+                    type: object
                 type: object
               toEdges:
                 items:
diff --git a/config/namespace-install.yaml b/config/namespace-install.yaml
index 5937339c..e48ee47d 100644
--- a/config/namespace-install.yaml
+++ b/config/namespace-install.yaml
@@ -9762,6 +9762,207 @@ spec:
                                   type: array
                               type: object
                           type: object
+                        udSource:
+                          properties:
+                            container:
+                              properties:
+                                args:
+                                  items:
+                                    type: string
+                                  type: array
+                                command:
+                                  items:
+                                    type: string
+                                  type: array
+                                env:
+                                  items:
+                                    properties:
+                                      name:
+                                        type: string
+                                      value:
+                                        type: string
+                                      valueFrom:
+                                        properties:
+                                          configMapKeyRef:
+                                            properties:
+                                              key:
+                                                type: string
+                                              name:
+                                                type: string
+                                              optional:
+                                                type: boolean
+                                            required:
+                                            - key
+                                            type: object
+                                          fieldRef:
+                                            properties:
+                                              apiVersion:
+                                                type: string
+                                              fieldPath:
+                                                type: string
+                                            required:
+                                            - fieldPath
+                                            type: object
+                                          resourceFieldRef:
+                                            properties:
+                                              containerName:
+                                                type: string
+                                              divisor:
+                                                anyOf:
+                                                - type: integer
+                                                - type: string
+                                                pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                                x-kubernetes-int-or-string: true
+                                              resource:
+                                                type: string
+                                            required:
+                                            - resource
+                                            type: object
+                                          secretKeyRef:
+                                            properties:
+                                              key:
+                                                type: string
+                                              name:
+                                                type: string
+                                              optional:
+                                                type: boolean
+                                            required:
+                                            - key
+                                            type: object
+                                        type: object
+                                    required:
+                                    - name
+                                    type: object
+                                  type: array
+                                envFrom:
+                                  items:
+                                    properties:
+                                      configMapRef:
+                                        properties:
+                                          name:
+                                            type: string
+                                          optional:
+                                            type: boolean
+                                        type: object
+                                      prefix:
+                                        type: string
+                                      secretRef:
+                                        properties:
+                                          name:
+                                            type: string
+                                          optional:
+                                            type: boolean
+                                        type: object
+                                    type: object
+                                  type: array
+                                image:
+                                  type: string
+                                imagePullPolicy:
+                                  type: string
+                                resources:
+                                  properties:
+                                    limits:
+                                      additionalProperties:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
+                                      type: object
+                                    requests:
+                                      additionalProperties:
+                                        anyOf:
+                                        - type: integer
+                                        - type: string
+                                        pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                        x-kubernetes-int-or-string: true
+                                      type: object
+                                  type: object
+                                securityContext:
+                                  properties:
+                                    allowPrivilegeEscalation:
+                                      type: boolean
+                                    capabilities:
+                                      properties:
+                                        add:
+                                          items:
+                                            type: string
+                                          type: array
+                                        drop:
+                                          items:
+                                            type: string
+                                          type: array
+                                      type: object
+                                    privileged:
+                                      type: boolean
+                                    procMount:
+                                      type: string
+                                    readOnlyRootFilesystem:
+                                      type: boolean
+                                    runAsGroup:
+                                      format: int64
+                                      type: integer
+                                    runAsNonRoot:
+                                      type: boolean
+                                    runAsUser:
+                                      format: int64
+                                      type: integer
+                                    seLinuxOptions:
+                                      properties:
+                                        level:
+                                          type: string
+                                        role:
+                                          type: string
+                                        type:
+                                          type: string
+                                        user:
+                                          type: string
+                                      type: object
+                                    seccompProfile:
+                                      properties:
+                                        localhostProfile:
+                                          type: string
+                                        type:
+                                          type: string
+                                      required:
+                                      - type
+                                      type: object
+                                    windowsOptions:
+                                      properties:
+                                        gmsaCredentialSpec:
+                                          type: string
+                                        gmsaCredentialSpecName:
+                                          type: string
+                                        hostProcess:
+                                          type: boolean
+                                        runAsUserName:
+                                          type: string
+                                      type: object
+                                  type: object
+                                volumeMounts:
+                                  items:
+                                    properties:
+                                      mountPath:
+                                        type: string
+                                      mountPropagation:
+                                        type: string
+                                      name:
+                                        type: string
+                                      readOnly:
+                                        type: boolean
+                                      subPath:
+                                        type: string
+                                      subPathExpr:
+                                        type: string
+                                    required:
+                                    - mountPath
+                                    - name
+                                    type: object
+                                  type: array
+                              type: object
+                          required:
+                          - container
+                          type: object
                       type: object
                     tolerations:
                       items:
@@ -14094,6 +14295,207 @@ spec:
                             type: array
                         type: object
                     type: object
+                  udSource:
+                    properties:
+                      container:
+                        properties:
+                          args:
+                            items:
+                              type: string
+                            type: array
+                          command:
+                            items:
+                              type: string
+                            type: array
+                          env:
+                            items:
+                              properties:
+                                name:
+                                  type: string
+                                value:
+                                  type: string
+                                valueFrom:
+                                  properties:
+                                    configMapKeyRef:
+                                      properties:
+                                        key:
+                                          type: string
+                                        name:
+                                          type: string
+                                        optional:
+                                          type: boolean
+                                      required:
+                                      - key
+                                      type: object
+                                    fieldRef:
+                                      properties:
+                                        apiVersion:
+                                          type: string
+                                        fieldPath:
+                                          type: string
+                                      required:
+                                      - fieldPath
+                                      type: object
+                                    resourceFieldRef:
+                                      properties:
+                                        containerName:
+                                          type: string
+                                        divisor:
+                                          anyOf:
+                                          - type: integer
+                                          - type: string
+                                          pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                          x-kubernetes-int-or-string: true
+                                        resource:
+                                          type: string
+                                      required:
+                                      - resource
+                                      type: object
+                                    secretKeyRef:
+                                      properties:
+                                        key:
+                                          type: string
+                                        name:
+                                          type: string
+                                        optional:
+                                          type: boolean
+                                      required:
+                                      - key
+                                      type: object
+                                  type: object
+                              required:
+                              - name
+                              type: object
+                            type: array
+                          envFrom:
+                            items:
+                              properties:
+                                configMapRef:
+                                  properties:
+                                    name:
+                                      type: string
+                                    optional:
+                                      type: boolean
+                                  type: object
+                                prefix:
+                                  type: string
+                                secretRef:
+                                  properties:
+                                    name:
+                                      type: string
+                                    optional:
+                                      type: boolean
+                                  type: object
+                              type: object
+                            type: array
+                          image:
+                            type: string
+                          imagePullPolicy:
+                            type: string
+                          resources:
+                            properties:
+                              limits:
+                                additionalProperties:
+                                  anyOf:
+                                  - type: integer
+                                  - type: string
+                                  pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                  x-kubernetes-int-or-string: true
+                                type: object
+                              requests:
+                                additionalProperties:
+                                  anyOf:
+                                  - type: integer
+                                  - type: string
+                                  pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$
+                                  x-kubernetes-int-or-string: true
+                                type: object
+                            type: object
+                          securityContext:
+                            properties:
+                              allowPrivilegeEscalation:
+                                type: boolean
+                              capabilities:
+                                properties:
+                                  add:
+                                    items:
+                                      type: string
+                                    type: array
+                                  drop:
+                                    items:
+                                      type: string
+                                    type: array
+                                type: object
+                              privileged:
+                                type: boolean
+                              procMount:
+                                type: string
+                              readOnlyRootFilesystem:
+                                type: boolean
+                              runAsGroup:
+                                format: int64
+                                type: integer
+                              runAsNonRoot:
+                                type: boolean
+                              runAsUser:
+                                format: int64
+                                type: integer
+                              seLinuxOptions:
+                                properties:
+                                  level:
+                                    type: string
+                                  role:
+                                    type: string
+                                  type:
+                                    type: string
+                                  user:
+                                    type: string
+                                type: object
+                              seccompProfile:
+                                properties:
+                                  localhostProfile:
+                                    type: string
+                                  type:
+                                    type: string
+                                required:
+                                - type
+                                type: object
+                              windowsOptions:
+                                properties:
+                                  gmsaCredentialSpec:
+                                    type: string
+                                  gmsaCredentialSpecName:
+                                    type: string
+                                  hostProcess:
+                                    type: boolean
+                                  runAsUserName:
+                                    type: string
+                                type: object
+                            type: object
+                          volumeMounts:
+                            items:
+                              properties:
+                                mountPath:
+                                  type: string
+                                mountPropagation:
+                                  type: string
+                                name:
+                                  type: string
+                                readOnly:
+                                  type: boolean
+                                subPath:
+                                  type: string
+                                subPathExpr:
+                                  type: string
+                              required:
+                              - mountPath
+                              - name
+                              type: object
+                            type: array
+                        type: object
+                    required:
+                    - container
+                    type: object
                 type: object
               toEdges:
                 items:
diff --git a/docs/APIs.md b/docs/APIs.md
index b6209348..b118c099 100644
--- a/docs/APIs.md
+++ b/docs/APIs.md
@@ -714,6 +714,7 @@ Container
 <a href="#numaflow.numaproj.io/v1alpha1.SideInput">SideInput</a>,
 <a href="#numaflow.numaproj.io/v1alpha1.UDF">UDF</a>,
 <a href="#numaflow.numaproj.io/v1alpha1.UDSink">UDSink</a>,
+<a href="#numaflow.numaproj.io/v1alpha1.UDSource">UDSource</a>,
 <a href="#numaflow.numaproj.io/v1alpha1.UDTransformer">UDTransformer</a>)
 </p>
 <p>
@@ -4459,6 +4460,15 @@ RedisStreamsSource </a> </em>
 <em>(Optional)</em>
 </td>
 </tr>
+<tr>
+<td>
+<code>udSource</code></br> <em>
+<a href="#numaflow.numaproj.io/v1alpha1.UDSource"> UDSource </a> </em>
+</td>
+<td>
+<em>(Optional)</em>
+</td>
+</tr>
 </tbody>
 </table>
 <h3 id="numaflow.numaproj.io/v1alpha1.Status">
@@ -4824,6 +4834,37 @@ Description
 </tr>
 </tbody>
 </table>
+<h3 id="numaflow.numaproj.io/v1alpha1.UDSource">
+UDSource
+</h3>
+<p>
+(<em>Appears on:</em>
+<a href="#numaflow.numaproj.io/v1alpha1.Source">Source</a>)
+</p>
+<p>
+</p>
+<table>
+<thead>
+<tr>
+<th>
+Field
+</th>
+<th>
+Description
+</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>
+<code>container</code></br> <em>
+<a href="#numaflow.numaproj.io/v1alpha1.Container"> Container </a> </em>
+</td>
+<td>
+</td>
+</tr>
+</tbody>
+</table>
 <h3 id="numaflow.numaproj.io/v1alpha1.UDTransformer">
 UDTransformer
 </h3>
diff --git a/docs/README.md b/docs/README.md
index ef42d3b9..f29a1cc9 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -12,6 +12,7 @@ stream processing platforms.
 - Event driven applications such as anomaly detection, monitoring, and alerting.
 - Streaming applications such as data instrumentation and data movement.
 - Workflows running in a streaming manner.
+- [Learn more in our User Guide](./user-guide/use-cases/overview.md).
 
 ## Key Features
 
@@ -20,7 +21,7 @@ stream processing platforms.
 - Exactly-Once semantics: No input element is duplicated or lost even as pods are rescheduled or restarted.
 - Auto-scaling with back-pressure: Each vertex automatically scales from zero to whatever is needed.
 
-## Data Integrity Guarantees:
+## Data Integrity Guarantees
 
 - Minimally provide at-least-once semantics
 - Provide exactly-once semantics for unbounded and near real-time data sources
@@ -28,7 +29,6 @@ stream processing platforms.
 
 ## Roadmap
 
-- Multi-partitioned edges for higher throughput (v0.9)
 - JOIN Vertex and Side Inputs feature (v0.10)
 - User-defined Source (v0.11)
 
diff --git a/docs/core-concepts/inter-step-buffer-service.md b/docs/core-concepts/inter-step-buffer-service.md
index b698066f..2f4bf966 100644
--- a/docs/core-concepts/inter-step-buffer-service.md
+++ b/docs/core-concepts/inter-step-buffer-service.md
@@ -2,7 +2,7 @@
 
 Inter-Step Buffer Service is the service to provide [Inter-Step Buffers](inter-step-buffer.md).
 
-An Inter-Step Buffer Service is described by a [Custom Resource](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/), it is required to be existing in a namespace before Pipeline objects are created. A sample `InterStepBufferService` with JetStream implementation looks like below.
+An Inter-Step Buffer Service is described by a [Custom Resource](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/). It is required to be existing in a namespace before Pipeline objects are created. A sample `InterStepBufferService` with JetStream implementation looks like below.
 
 ```yaml
 apiVersion: numaflow.numaproj.io/v1alpha1
@@ -14,7 +14,7 @@ spec:
     version: latest # Do NOT use "latest" but a specific version in your real deployment
 ```
 
-`InterStepBufferService` is a namespaced object, it can be used by all the Pipelines in the same namespace. By default, Pipeline objects look for an `InterStepBufferService` named `default`, so a common practice is to create an `InterStepBufferService` with the name `default`. If you give the `InterStepBufferService` a name other than `default`, then you need to give the same name in the Pipeline spec.
+`InterStepBufferService` is a namespaced object. It can be used by all the Pipelines in the same namespace. By default, Pipeline objects look for an `InterStepBufferService` named `default`, so a common practice is to create an `InterStepBufferService` with the name `default`. If you give the `InterStepBufferService` a name other than `default`, then you need to give the same name in the Pipeline spec.
 
 ```yaml
 apiVersion: numaflow.numaproj.io/v1alpha1
@@ -42,7 +42,7 @@ Property `spec.jetstream.version` is required for a JetStream `InterStepBufferSe
 
 **Note**
 
-The version `latest` in the ConfigMap should only be used for testing purpose, it's recommended to always use a fixed version in your real workload.
+The version `latest` in the ConfigMap should only be used for testing purpose. It's recommended that you always use a fixed version in your real workload.
 
 ### Replicas
 
@@ -189,7 +189,7 @@ An optional property `spec.redis.native.replicas` (defaults to 3) can be specifi
 
 ### Persistence
 
-Following example shows an `native` Redis `InterStepBufferService` with persistence.
+The following example shows an `native` Redis `InterStepBufferService` with persistence.
 
 ```yaml
 apiVersion: numaflow.numaproj.io/v1alpha1
diff --git a/docs/core-concepts/inter-step-buffer.md b/docs/core-concepts/inter-step-buffer.md
index 8b0b8710..9e1992b9 100644
--- a/docs/core-concepts/inter-step-buffer.md
+++ b/docs/core-concepts/inter-step-buffer.md
@@ -1,8 +1,8 @@
 # Inter-Step Buffer
 
-A `Pipeline` contains multiple vertices to ingest data from sources, processing data, and forward processed data to sinks. Vertices are not connected directly, but through Inter-Step Buffers.
+A `Pipeline` contains multiple vertices that ingest data from sources, process data, and forward processed data to sinks. Vertices are not connected directly, but through Inter-Step Buffers.
 
-Inter-Step Buffer can be implemented by a variety of data buffering technologies, those technologies should support:
+Inter-Step Buffer can be implemented by a variety of data buffering technologies. Those technologies should support:
 
 - Durability
 - Offsets
diff --git a/docs/core-concepts/pipeline.md b/docs/core-concepts/pipeline.md
index 7375d9a3..5061fc94 100644
--- a/docs/core-concepts/pipeline.md
+++ b/docs/core-concepts/pipeline.md
@@ -1,6 +1,6 @@
 # Pipeline
 
-The `Pipeline` is the most important concept in Numaflow, it represents a data processing job, it defines:
+The `Pipeline` represents a data processing job. The most important concept in Numaflow, it defines:
 
 1. A list of [vertices](vertex.md), which define the data processing tasks;
 1. A list of `edges`, which are used to describe the relationship between the vertices. Note an edge may go from a vertex to multiple vertices, and as of v0.10, an edge may also go from multiple vertices to a vertex. This many-to-one relationship is possible via [Join and Cycles](../user-guide/reference/join-vertex.md)
diff --git a/docs/core-concepts/vertex.md b/docs/core-concepts/vertex.md
index 7e448caa..fe5ae857 100644
--- a/docs/core-concepts/vertex.md
+++ b/docs/core-concepts/vertex.md
@@ -1,6 +1,6 @@
 # Vertex
 
-The `Vertex` is also a key component of Numaflow `Pipeline` where the data processing happens. `Vertex` is defined as a list in the [pipeline](pipeline.md) spec, each representing a data processing task.
+The `Vertex` is a key component of Numaflow `Pipeline` where the data processing happens. `Vertex` is defined as a list in the [pipeline](pipeline.md) spec, each representing a data processing task.
 
 There are 3 types of `Vertex` in Numaflow today:
 
@@ -8,7 +8,7 @@ There are 3 types of `Vertex` in Numaflow today:
 1. `Sink` - To forward processed data to sinks.
 1. `UDF` - User Defined Function, which is used to define data processing logic.
 
-We have defined a [Kubernetes Custom Resource](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/) defined for `Vertex`. A `Pipeline` containing multiple vertices will automatically generate multiple `Vertex` objects by the controller. As a user, you should NOT create a `Vertex` object directly.
+We have defined a [Kubernetes Custom Resource](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/) for `Vertex`. A `Pipeline` containing multiple vertices will automatically generate multiple `Vertex` objects by the controller. As a user, you should NOT create a `Vertex` object directly.
 
 In a `Pipeline`, the vertices are not connected directly, but through [Inter-Step Buffers](inter-step-buffer.md).
 
diff --git a/docs/core-concepts/watermarks.md b/docs/core-concepts/watermarks.md
index e4a7e524..d6c5a446 100644
--- a/docs/core-concepts/watermarks.md
+++ b/docs/core-concepts/watermarks.md
@@ -16,7 +16,7 @@ will occur for on-time events at or before T.
 Watermarks can be disabled with by setting `disabled: true`. 
 
 ### maxDelay
-Watermark assignments happen at source. Sources could be out of ordered, so sometimes we want to extend the
+Watermark assignments happen at source. Sources could be out of order, so sometimes we want to extend the
 window (default is `0s`) to wait before we start marking data as late-data.
 You can give more time for the system to wait for late data with `maxDelay` so that the late data within the specified
 time duration will be considered as data on-time. This means, the watermark propagation will be delayed by `maxDelay`.
diff --git a/docs/quick-start.md b/docs/quick-start.md
index c98bae4c..02d94632 100644
--- a/docs/quick-start.md
+++ b/docs/quick-start.md
@@ -162,7 +162,7 @@ kubectl delete -f https://raw.githubusercontent.com/numaproj/numaflow/main/examp
 
 ## A pipeline with reduce (aggregation)
 
-To view an example pipeline with the [Reduce UDF](user-guide/user-defined-functions/reduce/reduce.md), see [Reduce Examples](user-guide/user-defined-functions/reduce/examples.md).
+To set up an example pipeline with the [Reduce UDF](user-guide/user-defined-functions/reduce/reduce.md), see [Reduce Examples](user-guide/user-defined-functions/reduce/examples.md).
 
 ## What's Next
 
@@ -171,3 +171,5 @@ Try more examples in the [`examples`](https://github.com/numaproj/numaflow/tree/
 After exploring how Numaflow pipelines run, you can check what data [Sources](./user-guide/sources/generator.md) 
 and [Sinks](./user-guide/sinks/kafka.md) Numaflow supports out of the box, or learn how to write 
 [User Defined Functions](user-guide/user-defined-functions/user-defined-functions.md).
+
+Numaflow can also be paired with Numalogic, a collection of ML models and algorithms for real-time data analytics and AIOps including anomaly detection. Visit the [Numalogic homepage](https://numalogic.numaproj.io/) for more information.
\ No newline at end of file
diff --git a/docs/specifications/overview.md b/docs/specifications/overview.md
index 0ab72004..1c32a2e0 100644
--- a/docs/specifications/overview.md
+++ b/docs/specifications/overview.md
@@ -2,10 +2,9 @@
 
 ## Synopsis
 
-- Numaflow allows developers with basic knowledge of Kubernetes but
-  without any special knowledge of data/stream processing to easily
-  create massively parallel data/stream processing jobs using a
-  programming language of their choice.
+- Numaflow allows developers without any special knowledge of data/stream
+ processing to easily create massively parallel data/stream processing jobs 
+ using a programming language of their choice, with just basic knowledge of Kubernetes.
 
 - Reliable data processing is highly desirable and exactly-once
   semantics is often required by many data processing applications.
diff --git a/docs/user-guide/use-cases/monitoring-and-observability.md b/docs/user-guide/use-cases/monitoring-and-observability.md
new file mode 100644
index 00000000..005de7fe
--- /dev/null
+++ b/docs/user-guide/use-cases/monitoring-and-observability.md
@@ -0,0 +1,21 @@
+# Monitoring and Observability
+
+## Docs
+
+- [How Intuit platform engineers use Numaflow to compute golden signals](https://blog.numaproj.io/numaflow-letting-golden-signals-work-for-you-1bce18e472da).
+
+## Videos
+
+- Numaflow as the stream-processing solution in [Intuit’s Customer Centric Observability Journey Using AIOps](https://www.youtube.com/watch?v=D-eQxDBbx48)
+- Using Numaflow for fast incident detection: [Argo CD Observability with AIOps - Detect Incident Fast](https://www.youtube.com/watch?v=_pRJ0_yzxNs)
+- Implementing anomaly detection with Numaflow: [Cluster Golden Signals to Avoid Alert Fatigue at Scale](https://www.youtube.com/watch?v=e5TZE9e2KPo)
+
+## Appendix: What is Monitoring and Observability?
+
+Monitoring and observability are two critical concepts in software engineering that help developers ensure the health and performance of their applications.
+
+Monitoring refers to the process of collecting and analyzing data about an application's performance. This data can include metrics such as CPU usage, memory usage, network traffic, and response times. Monitoring tools allow developers to track these metrics over time and set alerts when certain thresholds are exceeded. This enables them to quickly identify and respond to issues before they become critical.
+
+Observability, on the other hand, is a more holistic approach to monitoring that focuses on understanding the internal workings of an application. Observability tools provide developers with deep insights into the behavior of their applications, allowing them to understand how different components interact with each other and how changes in one area can affect the overall system. This includes collecting data on things like logs, traces, and events, which can be used to reconstruct the state of the system at any given point in time.
+
+Together, monitoring and observability provide developers with a comprehensive view of their applications' performance, enabling them to quickly identify and respond to issues as they arise. By leveraging these tools, software engineers can ensure that their applications are running smoothly and efficiently, delivering the best possible experience to their users.
\ No newline at end of file
diff --git a/docs/user-guide/use-cases/overview.md b/docs/user-guide/use-cases/overview.md
new file mode 100644
index 00000000..84c33b58
--- /dev/null
+++ b/docs/user-guide/use-cases/overview.md
@@ -0,0 +1,13 @@
+# Overview
+
+Numaflow allows developers without any special knowledge of data/stream processing to easily create massively parallel data/stream processing jobs using a programming language of their choice, with just basic knowledge of Kubernetes.
+
+In this section, you'll find sample use cases for Numaflow and learn how to leverage its features for your stream processing tasks. 
+
+- Real-time data analytics applications.  
+- Event-driven applications: [anomaly detection and monitoring](./monitoring-and-observability.md).  
+- Streaming applications: data instrumentation and movement.  
+- Any workflows running in a streaming manner.   
+
+
+Numaflow is still a relatively new tool, and there are likely many other use cases that we haven't yet explored. We're committed to keeping this page up-to-date with the latest use cases and best practices for using Numaflow. We welcome contributions from the community and encourage you to share your own use cases and experiences with us. As we continue to develop and improve Numaflow, we look forward to seeing the cool things you build with it!
\ No newline at end of file
diff --git a/mkdocs.yml b/mkdocs.yml
index a5080c94..5f5b3556 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -97,6 +97,9 @@ nav:
             - user-guide/reference/configuration/max-message-size.md
           - user-guide/reference/kustomize/kustomize.md
           - APIs.md
+      - Use Cases:
+          - user-guide/use-cases/overview.md
+          - user-guide/use-cases/monitoring-and-observability.md
   - Operator Manual:
       - Releases ⧉: "operations/releases.md"
       - operations/installation.md
diff --git a/pkg/apis/numaflow/v1alpha1/const.go b/pkg/apis/numaflow/v1alpha1/const.go
index 570f3b3c..27d5c98e 100644
--- a/pkg/apis/numaflow/v1alpha1/const.go
+++ b/pkg/apis/numaflow/v1alpha1/const.go
@@ -67,6 +67,7 @@ const (
 	CtrMain              = "numa"
 	CtrUdf               = "udf"
 	CtrUdsink            = "udsink"
+	CtrUdsource          = "udsource"
 	CtrUdtransformer     = "transformer"
 	CtrUdSideInput       = "udsi"
 	CtrInitSideInputs    = "init-side-inputs"
diff --git a/pkg/apis/numaflow/v1alpha1/generated.pb.go b/pkg/apis/numaflow/v1alpha1/generated.pb.go
index 9f63f5c7..9f598d4b 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.pb.go
+++ b/pkg/apis/numaflow/v1alpha1/generated.pb.go
@@ -1924,10 +1924,38 @@ func (m *UDSink) XXX_DiscardUnknown() {
 
 var xxx_messageInfo_UDSink proto.InternalMessageInfo
 
+func (m *UDSource) Reset()      { *m = UDSource{} }
+func (*UDSource) ProtoMessage() {}
+func (*UDSource) Descriptor() ([]byte, []int) {
+	return fileDescriptor_9d0d1b17d3865563, []int{67}
+}
+func (m *UDSource) XXX_Unmarshal(b []byte) error {
+	return m.Unmarshal(b)
+}
+func (m *UDSource) 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 *UDSource) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_UDSource.Merge(m, src)
+}
+func (m *UDSource) XXX_Size() int {
+	return m.Size()
+}
+func (m *UDSource) XXX_DiscardUnknown() {
+	xxx_messageInfo_UDSource.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_UDSource proto.InternalMessageInfo
+
 func (m *UDTransformer) Reset()      { *m = UDTransformer{} }
 func (*UDTransformer) ProtoMessage() {}
 func (*UDTransformer) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{67}
+	return fileDescriptor_9d0d1b17d3865563, []int{68}
 }
 func (m *UDTransformer) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1955,7 +1983,7 @@ var xxx_messageInfo_UDTransformer proto.InternalMessageInfo
 func (m *Vertex) Reset()      { *m = Vertex{} }
 func (*Vertex) ProtoMessage() {}
 func (*Vertex) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{68}
+	return fileDescriptor_9d0d1b17d3865563, []int{69}
 }
 func (m *Vertex) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1983,7 +2011,7 @@ var xxx_messageInfo_Vertex proto.InternalMessageInfo
 func (m *VertexInstance) Reset()      { *m = VertexInstance{} }
 func (*VertexInstance) ProtoMessage() {}
 func (*VertexInstance) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{69}
+	return fileDescriptor_9d0d1b17d3865563, []int{70}
 }
 func (m *VertexInstance) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2011,7 +2039,7 @@ var xxx_messageInfo_VertexInstance proto.InternalMessageInfo
 func (m *VertexLimits) Reset()      { *m = VertexLimits{} }
 func (*VertexLimits) ProtoMessage() {}
 func (*VertexLimits) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{70}
+	return fileDescriptor_9d0d1b17d3865563, []int{71}
 }
 func (m *VertexLimits) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2039,7 +2067,7 @@ var xxx_messageInfo_VertexLimits proto.InternalMessageInfo
 func (m *VertexList) Reset()      { *m = VertexList{} }
 func (*VertexList) ProtoMessage() {}
 func (*VertexList) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{71}
+	return fileDescriptor_9d0d1b17d3865563, []int{72}
 }
 func (m *VertexList) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2067,7 +2095,7 @@ var xxx_messageInfo_VertexList proto.InternalMessageInfo
 func (m *VertexSpec) Reset()      { *m = VertexSpec{} }
 func (*VertexSpec) ProtoMessage() {}
 func (*VertexSpec) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{72}
+	return fileDescriptor_9d0d1b17d3865563, []int{73}
 }
 func (m *VertexSpec) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2095,7 +2123,7 @@ var xxx_messageInfo_VertexSpec proto.InternalMessageInfo
 func (m *VertexStatus) Reset()      { *m = VertexStatus{} }
 func (*VertexStatus) ProtoMessage() {}
 func (*VertexStatus) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{73}
+	return fileDescriptor_9d0d1b17d3865563, []int{74}
 }
 func (m *VertexStatus) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2123,7 +2151,7 @@ var xxx_messageInfo_VertexStatus proto.InternalMessageInfo
 func (m *VertexTemplate) Reset()      { *m = VertexTemplate{} }
 func (*VertexTemplate) ProtoMessage() {}
 func (*VertexTemplate) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{74}
+	return fileDescriptor_9d0d1b17d3865563, []int{75}
 }
 func (m *VertexTemplate) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2151,7 +2179,7 @@ var xxx_messageInfo_VertexTemplate proto.InternalMessageInfo
 func (m *Watermark) Reset()      { *m = Watermark{} }
 func (*Watermark) ProtoMessage() {}
 func (*Watermark) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{75}
+	return fileDescriptor_9d0d1b17d3865563, []int{76}
 }
 func (m *Watermark) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2179,7 +2207,7 @@ var xxx_messageInfo_Watermark proto.InternalMessageInfo
 func (m *Window) Reset()      { *m = Window{} }
 func (*Window) ProtoMessage() {}
 func (*Window) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{76}
+	return fileDescriptor_9d0d1b17d3865563, []int{77}
 }
 func (m *Window) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -2281,6 +2309,7 @@ func init() {
 	proto.RegisterMapType((map[string]string)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Transformer.KwargsEntry")
 	proto.RegisterType((*UDF)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.UDF")
 	proto.RegisterType((*UDSink)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.UDSink")
+	proto.RegisterType((*UDSource)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.UDSource")
 	proto.RegisterType((*UDTransformer)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.UDTransformer")
 	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")
@@ -2298,418 +2327,419 @@ func init() {
 }
 
 var fileDescriptor_9d0d1b17d3865563 = []byte{
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 }
 
 func (m *AbstractPodTemplate) Marshal() (dAtA []byte, err error) {
@@ -6543,6 +6573,18 @@ func (m *Source) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	_ = i
 	var l int
 	_ = l
+	if m.UDSource != nil {
+		{
+			size, err := m.UDSource.MarshalToSizedBuffer(dAtA[:i])
+			if err != nil {
+				return 0, err
+			}
+			i -= size
+			i = encodeVarintGenerated(dAtA, i, uint64(size))
+		}
+		i--
+		dAtA[i] = 0x3a
+	}
 	if m.UDTransformer != nil {
 		{
 			size, err := m.UDTransformer.MarshalToSizedBuffer(dAtA[:i])
@@ -6985,6 +7027,41 @@ func (m *UDSink) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	return len(dAtA) - i, nil
 }
 
+func (m *UDSource) 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 *UDSource) MarshalTo(dAtA []byte) (int, error) {
+	size := m.Size()
+	return m.MarshalToSizedBuffer(dAtA[:size])
+}
+
+func (m *UDSource) MarshalToSizedBuffer(dAtA []byte) (int, error) {
+	i := len(dAtA)
+	_ = i
+	var l int
+	_ = l
+	if m.Container != nil {
+		{
+			size, err := m.Container.MarshalToSizedBuffer(dAtA[:i])
+			if err != nil {
+				return 0, err
+			}
+			i -= size
+			i = encodeVarintGenerated(dAtA, i, uint64(size))
+		}
+		i--
+		dAtA[i] = 0xa
+	}
+	return len(dAtA) - i, nil
+}
+
 func (m *UDTransformer) Marshal() (dAtA []byte, err error) {
 	size := m.Size()
 	dAtA = make([]byte, size)
@@ -8980,6 +9057,10 @@ func (m *Source) Size() (n int) {
 		l = m.UDTransformer.Size()
 		n += 1 + l + sovGenerated(uint64(l))
 	}
+	if m.UDSource != nil {
+		l = m.UDSource.Size()
+		n += 1 + l + sovGenerated(uint64(l))
+	}
 	return n
 }
 
@@ -9121,6 +9202,19 @@ func (m *UDSink) Size() (n int) {
 	return n
 }
 
+func (m *UDSource) Size() (n int) {
+	if m == nil {
+		return 0
+	}
+	var l int
+	_ = l
+	if m.Container != nil {
+		l = m.Container.Size()
+		n += 1 + l + sovGenerated(uint64(l))
+	}
+	return n
+}
+
 func (m *UDTransformer) Size() (n int) {
 	if m == nil {
 		return 0
@@ -10309,6 +10403,7 @@ func (this *Source) String() string {
 		`Nats:` + strings.Replace(this.Nats.String(), "NatsSource", "NatsSource", 1) + `,`,
 		`RedisStreams:` + strings.Replace(this.RedisStreams.String(), "RedisStreamsSource", "RedisStreamsSource", 1) + `,`,
 		`UDTransformer:` + strings.Replace(this.UDTransformer.String(), "UDTransformer", "UDTransformer", 1) + `,`,
+		`UDSource:` + strings.Replace(this.UDSource.String(), "UDSource", "UDSource", 1) + `,`,
 		`}`,
 	}, "")
 	return s
@@ -10409,6 +10504,16 @@ func (this *UDSink) String() string {
 	}, "")
 	return s
 }
+func (this *UDSource) String() string {
+	if this == nil {
+		return "nil"
+	}
+	s := strings.Join([]string{`&UDSource{`,
+		`Container:` + strings.Replace(this.Container.String(), "Container", "Container", 1) + `,`,
+		`}`,
+	}, "")
+	return s
+}
 func (this *UDTransformer) String() string {
 	if this == nil {
 		return "nil"
@@ -23105,6 +23210,42 @@ func (m *Source) Unmarshal(dAtA []byte) error {
 				return err
 			}
 			iNdEx = postIndex
+		case 7:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field UDSource", 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 m.UDSource == nil {
+				m.UDSource = &UDSource{}
+			}
+			if err := m.UDSource.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
+				return err
+			}
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipGenerated(dAtA[iNdEx:])
@@ -24179,6 +24320,92 @@ func (m *UDSink) Unmarshal(dAtA []byte) error {
 	}
 	return nil
 }
+func (m *UDSource) 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: UDSource: wiretype end group for non-group")
+		}
+		if fieldNum <= 0 {
+			return fmt.Errorf("proto: UDSource: illegal tag %d (wire type %d)", fieldNum, wire)
+		}
+		switch fieldNum {
+		case 1:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field Container", 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 m.Container == nil {
+				m.Container = &Container{}
+			}
+			if err := m.Container.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
+				return err
+			}
+			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 *UDTransformer) Unmarshal(dAtA []byte) error {
 	l := len(dAtA)
 	iNdEx := 0
diff --git a/pkg/apis/numaflow/v1alpha1/generated.proto b/pkg/apis/numaflow/v1alpha1/generated.proto
index f02fe34f..a6370122 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.proto
+++ b/pkg/apis/numaflow/v1alpha1/generated.proto
@@ -1134,6 +1134,9 @@ message Source {
 
   // +optional
   optional UDTransformer transformer = 6;
+
+  // +optional
+  optional UDSource udSource = 7;
 }
 
 // Status is a common structure which can be used for Status field.
@@ -1217,6 +1220,10 @@ message UDSink {
   optional Container container = 1;
 }
 
+message UDSource {
+  optional Container container = 1;
+}
+
 message UDTransformer {
   // +optional
   optional Container container = 1;
diff --git a/pkg/apis/numaflow/v1alpha1/openapi_generated.go b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
index 94e50d5e..92c0047b 100644
--- a/pkg/apis/numaflow/v1alpha1/openapi_generated.go
+++ b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
@@ -97,6 +97,7 @@ func GetOpenAPIDefinitions(ref common.ReferenceCallback) map[string]common.OpenA
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Transformer":                    schema_pkg_apis_numaflow_v1alpha1_Transformer(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDF":                            schema_pkg_apis_numaflow_v1alpha1_UDF(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDSink":                         schema_pkg_apis_numaflow_v1alpha1_UDSink(ref),
+		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDSource":                       schema_pkg_apis_numaflow_v1alpha1_UDSource(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDTransformer":                  schema_pkg_apis_numaflow_v1alpha1_UDTransformer(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),
@@ -3834,11 +3835,16 @@ func schema_pkg_apis_numaflow_v1alpha1_Source(ref common.ReferenceCallback) comm
 							Ref: ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDTransformer"),
 						},
 					},
+					"udSource": {
+						SchemaProps: spec.SchemaProps{
+							Ref: ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDSource"),
+						},
+					},
 				},
 			},
 		},
 		Dependencies: []string{
-			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.GeneratorSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.HTTPSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.KafkaSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.NatsSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisStreamsSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDTransformer"},
+			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.GeneratorSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.HTTPSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.KafkaSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.NatsSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisStreamsSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDSource", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.UDTransformer"},
 	}
 }
 
@@ -4087,6 +4093,26 @@ func schema_pkg_apis_numaflow_v1alpha1_UDSink(ref common.ReferenceCallback) comm
 	}
 }
 
+func schema_pkg_apis_numaflow_v1alpha1_UDSource(ref common.ReferenceCallback) common.OpenAPIDefinition {
+	return common.OpenAPIDefinition{
+		Schema: spec.Schema{
+			SchemaProps: spec.SchemaProps{
+				Type: []string{"object"},
+				Properties: map[string]spec.Schema{
+					"container": {
+						SchemaProps: spec.SchemaProps{
+							Ref: ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Container"),
+						},
+					},
+				},
+				Required: []string{"container"},
+			},
+		},
+		Dependencies: []string{
+			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Container"},
+	}
+}
+
 func schema_pkg_apis_numaflow_v1alpha1_UDTransformer(ref common.ReferenceCallback) common.OpenAPIDefinition {
 	return common.OpenAPIDefinition{
 		Schema: spec.Schema{
diff --git a/pkg/apis/numaflow/v1alpha1/source.go b/pkg/apis/numaflow/v1alpha1/source.go
index 8ef21a20..8120a23e 100644
--- a/pkg/apis/numaflow/v1alpha1/source.go
+++ b/pkg/apis/numaflow/v1alpha1/source.go
@@ -39,6 +39,8 @@ type Source struct {
 	RedisStreams *RedisStreamsSource `json:"redisStreams,omitempty" protobuf:"bytes,5,opt,name=redisStreams"`
 	// +optional
 	UDTransformer *UDTransformer `json:"transformer,omitempty" protobuf:"bytes,6,opt,name=transformer"`
+	// +optional
+	UDSource *UDSource `json:"udSource,omitempty" protobuf:"bytes,7,opt,name=udSource"`
 }
 
 func (s Source) getContainers(req getContainerReq) ([]corev1.Container, error) {
@@ -48,6 +50,9 @@ func (s Source) getContainers(req getContainerReq) ([]corev1.Container, error) {
 	if s.UDTransformer != nil {
 		containers = append(containers, s.getUDTransformerContainer(req))
 	}
+	if s.UDSource != nil {
+		containers = append(containers, s.getUDSourceContainer(req))
+	}
 	return containers, nil
 }
 
@@ -108,3 +113,39 @@ func (s Source) getUDTransformerContainer(mainContainerReq getContainerReq) core
 	}
 	return container
 }
+
+func (s Source) getUDSourceContainer(mainContainerReq getContainerReq) corev1.Container {
+	c := containerBuilder{}.
+		name(CtrUdsource).
+		imagePullPolicy(mainContainerReq.imagePullPolicy). // Use the same image pull policy as the main container
+		appendVolumeMounts(mainContainerReq.volumeMounts...)
+	if x := s.UDSource.Container; x != nil && x.Image != "" { // customized image
+		c = c.image(x.Image)
+		if len(x.Command) > 0 {
+			c = c.command(x.Command...)
+		}
+		if len(x.Args) > 0 {
+			c = c.args(x.Args...)
+		}
+	}
+	if x := s.UDSource.Container; x != nil {
+		c = c.appendEnv(x.Env...).appendVolumeMounts(x.VolumeMounts...).resources(x.Resources).securityContext(x.SecurityContext).appendEnvFrom(x.EnvFrom...)
+		if x.ImagePullPolicy != nil {
+			c = c.imagePullPolicy(*x.ImagePullPolicy)
+		}
+	}
+	container := c.build()
+	container.LivenessProbe = &corev1.Probe{
+		ProbeHandler: corev1.ProbeHandler{
+			HTTPGet: &corev1.HTTPGetAction{
+				Path:   "/sidecar-livez",
+				Port:   intstr.FromInt(VertexMetricsPort),
+				Scheme: corev1.URISchemeHTTPS,
+			},
+		},
+		InitialDelaySeconds: 30,
+		PeriodSeconds:       60,
+		TimeoutSeconds:      30,
+	}
+	return container
+}
diff --git a/pkg/apis/numaflow/v1alpha1/user_defined_source.go b/pkg/apis/numaflow/v1alpha1/user_defined_source.go
new file mode 100644
index 00000000..54348366
--- /dev/null
+++ b/pkg/apis/numaflow/v1alpha1/user_defined_source.go
@@ -0,0 +1,21 @@
+/*
+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.
+*/
+
+package v1alpha1
+
+type UDSource struct {
+	Container *Container `json:"container" protobuf:"bytes,1,opt,name=container"`
+}
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types.go b/pkg/apis/numaflow/v1alpha1/vertex_types.go
index c629f7dc..c4a9c1d7 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types.go
@@ -77,6 +77,10 @@ func (v Vertex) HasUDTransformer() bool {
 	return v.Spec.HasUDTransformer()
 }
 
+func (v Vertex) IsUDSource() bool {
+	return v.Spec.IsUDSource()
+}
+
 func (v Vertex) HasSideInputs() bool {
 	return len(v.Spec.SideInputs) > 0
 }
@@ -257,7 +261,7 @@ func (v Vertex) GetPodSpec(req GetVertexPodSpecReq) (*corev1.PodSpec, error) {
 		TimeoutSeconds:      30,
 	}
 
-	if len(containers) > 1 { // udf, udsink or source vertex specifies a udtransformer
+	if len(containers) > 1 { // udf, udsink, udsource, or source vertex specifies a udtransformer
 		for i := 1; i < len(containers); i++ {
 			containers[i].Env = append(containers[i].Env, v.commonEnvs()...)
 			containers[i].Env = append(containers[i].Env, v.sidecarEnvs()...)
@@ -510,6 +514,10 @@ func (av AbstractVertex) HasUDTransformer() bool {
 	return av.Source != nil && av.Source.UDTransformer != nil
 }
 
+func (av AbstractVertex) IsUDSource() bool {
+	return av.IsASource() && av.Source.UDSource != nil
+}
+
 func (av AbstractVertex) IsASink() bool {
 	return av.Sink != nil
 }
diff --git a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
index a9a42c10..11a227c6 100644
--- a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
+++ b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
@@ -1893,6 +1893,11 @@ func (in *Source) DeepCopyInto(out *Source) {
 		*out = new(UDTransformer)
 		(*in).DeepCopyInto(*out)
 	}
+	if in.UDSource != nil {
+		in, out := &in.UDSource, &out.UDSource
+		*out = new(UDSource)
+		(*in).DeepCopyInto(*out)
+	}
 	return
 }
 
@@ -2098,6 +2103,27 @@ func (in *UDSink) DeepCopy() *UDSink {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *UDSource) DeepCopyInto(out *UDSource) {
+	*out = *in
+	if in.Container != nil {
+		in, out := &in.Container, &out.Container
+		*out = new(Container)
+		(*in).DeepCopyInto(*out)
+	}
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new UDSource.
+func (in *UDSource) DeepCopy() *UDSource {
+	if in == nil {
+		return nil
+	}
+	out := new(UDSource)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *UDTransformer) DeepCopyInto(out *UDTransformer) {
 	*out = *in
diff --git a/pkg/reconciler/pipeline/validate.go b/pkg/reconciler/pipeline/validate.go
index 6aa57c7d..13f02fb9 100644
--- a/pkg/reconciler/pipeline/validate.go
+++ b/pkg/reconciler/pipeline/validate.go
@@ -89,6 +89,17 @@ func ValidatePipeline(pl *dfv1.Pipeline) error {
 		return fmt.Errorf("pipeline has no sink, at least one vertex with 'sink' defined is required")
 	}
 
+	for k, s := range sources {
+		if s.IsUDSource() {
+			if s.Source.UDSource.Container == nil || s.Source.UDSource.Container.Image == "" {
+				return fmt.Errorf("invalid user-defined source vertex %q, a customized image is required", k)
+			}
+			if s.Source.HTTP != nil || s.Source.Kafka != nil || s.Source.Nats != nil || s.Source.RedisStreams != nil || s.Source.Generator != nil {
+				return fmt.Errorf("invalid user-defined source vertex %q, only one of 'http', 'kafka', 'nats', 'redisStreams', 'generator' and 'udSource' can be specified", k)
+			}
+		}
+	}
+
 	for k, t := range udTransformers {
 		transformer := t.Source.UDTransformer
 		if transformer.Container != nil {
@@ -303,6 +314,7 @@ func isReservedContainerName(name string) bool {
 		name == dfv1.CtrUdf ||
 		name == dfv1.CtrUdsink ||
 		name == dfv1.CtrUdtransformer ||
+		name == dfv1.CtrUdsource ||
 		name == dfv1.CtrUdSideInput ||
 		name == dfv1.CtrInitSideInputs ||
 		name == dfv1.CtrSideInputsWatcher
diff --git a/pkg/reconciler/vertex/controller.go b/pkg/reconciler/vertex/controller.go
index 08c654c1..d713ecd7 100644
--- a/pkg/reconciler/vertex/controller.go
+++ b/pkg/reconciler/vertex/controller.go
@@ -219,8 +219,9 @@ func (r *vertexReconciler) reconcile(ctx context.Context, vertex *dfv1.Vertex) (
 				annotations[dfv1.KeyDefaultContainer] = dfv1.CtrUdf
 			} else if vertex.IsUDSink() {
 				annotations[dfv1.KeyDefaultContainer] = dfv1.CtrUdsink
+			} else if vertex.IsUDSource() {
+				annotations[dfv1.KeyDefaultContainer] = dfv1.CtrUdsource
 			} else if vertex.HasUDTransformer() {
-				// Once we have UDSource in place, replace it with UDSource?
 				annotations[dfv1.KeyDefaultContainer] = dfv1.CtrUdtransformer
 			}
 			pod := &corev1.Pod{


Test patch:
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types_test.go b/pkg/apis/numaflow/v1alpha1/vertex_types_test.go
index 430cc1cb..12dbd1cc 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types_test.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types_test.go
@@ -32,7 +32,7 @@ const (
 	testVertexSpecName = "vtx"
 	testPipelineName   = "test-pl"
 	testVertexName     = testPipelineName + "-" + testVertexSpecName
-	testFlowImage      = "test-d-iamge"
+	testFlowImage      = "test-f-image"
 )
 
 var (
@@ -236,7 +236,7 @@ func TestGetPodSpec(t *testing.T) {
 		assert.Equal(t, CtrMain, s.Containers[0].Name)
 		assert.Equal(t, testFlowImage, s.Containers[0].Image)
 		assert.Equal(t, corev1.PullIfNotPresent, s.Containers[0].ImagePullPolicy)
-		envNames := []string{}
+		var envNames []string
 		for _, e := range s.Containers[0].Env {
 			envNames = append(envNames, e.Name)
 		}
@@ -270,7 +270,7 @@ func TestGetPodSpec(t *testing.T) {
 		assert.NotNil(t, s.Containers[0].LivenessProbe.HTTPGet)
 		assert.Equal(t, corev1.URISchemeHTTPS, s.Containers[0].LivenessProbe.HTTPGet.Scheme)
 		assert.Equal(t, VertexMetricsPort, s.Containers[0].LivenessProbe.HTTPGet.Port.IntValue())
-		envNames := []string{}
+		var envNames []string
 		for _, e := range s.Containers[0].Env {
 			envNames = append(envNames, e.Name)
 		}
@@ -306,7 +306,7 @@ func TestGetPodSpec(t *testing.T) {
 		assert.Equal(t, "cmd", s.Containers[1].Command[0])
 		assert.Equal(t, 1, len(s.Containers[1].Args))
 		assert.Equal(t, "arg0", s.Containers[1].Args[0])
-		sidecarEnvNames := []string{}
+		var sidecarEnvNames []string
 		for _, env := range s.Containers[1].Env {
 			sidecarEnvNames = append(sidecarEnvNames, env.Name)
 		}
@@ -316,6 +316,45 @@ func TestGetPodSpec(t *testing.T) {
 		assert.Contains(t, sidecarEnvNames, EnvMemoryRequest)
 	})
 
+	t.Run("test user defined source, with a source transformer", func(t *testing.T) {
+		testObj := testVertex.DeepCopy()
+		testObj.Spec.Source = &Source{
+			UDSource: &UDSource{
+				Container: &Container{
+					Image:   "image",
+					Command: []string{"cmd"},
+					Args:    []string{"arg0"},
+				},
+			},
+			UDTransformer: &UDTransformer{
+				Container: &Container{
+					Image:   "image",
+					Command: []string{"cmd"},
+					Args:    []string{"arg0"},
+				},
+			},
+		}
+		s, err := testObj.GetPodSpec(req)
+		assert.NoError(t, err)
+		assert.Equal(t, 3, len(s.Containers))
+
+		for i := 1; i < len(s.Containers); i++ {
+			assert.Equal(t, "image", s.Containers[i].Image)
+			assert.Equal(t, 1, len(s.Containers[i].Command))
+			assert.Equal(t, "cmd", s.Containers[i].Command[0])
+			assert.Equal(t, 1, len(s.Containers[i].Args))
+			assert.Equal(t, "arg0", s.Containers[i].Args[0])
+			var sidecarEnvNames []string
+			for _, env := range s.Containers[i].Env {
+				sidecarEnvNames = append(sidecarEnvNames, env.Name)
+			}
+			assert.Contains(t, sidecarEnvNames, EnvCPULimit)
+			assert.Contains(t, sidecarEnvNames, EnvMemoryLimit)
+			assert.Contains(t, sidecarEnvNames, EnvCPURequest)
+			assert.Contains(t, sidecarEnvNames, EnvMemoryRequest)
+		}
+	})
+
 	t.Run("test udf", func(t *testing.T) {
 		testObj := testVertex.DeepCopy()
 		testObj.Spec.UDF = &UDF{
@@ -330,7 +369,7 @@ func TestGetPodSpec(t *testing.T) {
 		assert.Equal(t, CtrUdf, s.Containers[1].Name)
 		assert.Equal(t, testFlowImage, s.Containers[0].Image)
 		assert.Equal(t, corev1.PullIfNotPresent, s.Containers[0].ImagePullPolicy)
-		envNames := []string{}
+		var envNames []string
 		for _, e := range s.Containers[0].Env {
 			envNames = append(envNames, e.Name)
 		}
@@ -345,7 +384,7 @@ func TestGetPodSpec(t *testing.T) {
 		assert.Contains(t, s.Containers[0].Args, "--type="+string(VertexTypeMapUDF))
 		assert.Equal(t, 1, len(s.InitContainers))
 		assert.Equal(t, CtrInit, s.InitContainers[0].Name)
-		sidecarEnvNames := []string{}
+		var sidecarEnvNames []string
 		for _, env := range s.Containers[1].Env {
 			sidecarEnvNames = append(sidecarEnvNames, env.Name)
 		}
@@ -424,6 +463,17 @@ func Test_VertexIsSource(t *testing.T) {
 	o := testVertex.DeepCopy()
 	o.Spec.Source = &Source{}
 	assert.True(t, o.IsASource())
+	assert.False(t, o.IsUDSource())
+	o.Spec.Source.UDSource = &UDSource{}
+	assert.True(t, o.IsUDSource())
+}
+
+func Test_VertexHasTransformer(t *testing.T) {
+	o := testVertex.DeepCopy()
+	o.Spec.Source = &Source{
+		UDTransformer: &UDTransformer{},
+	}
+	assert.True(t, o.HasUDTransformer())
 }
 
 func Test_VertexIsSink(t *testing.T) {
@@ -457,7 +507,7 @@ func Test_VertexGetInitContainers(t *testing.T) {
 	assert.Equal(t, "my-test-init", s[1].Name)
 	assert.Equal(t, "my-test-init-image", s[1].Image)
 	assert.Equal(t, s[1].Resources, corev1.ResourceRequirements{})
-	a := []string{}
+	var a []string
 	for _, env := range s[0].Env {
 		a = append(a, env.Name)
 	}
diff --git a/pkg/reconciler/pipeline/validate_test.go b/pkg/reconciler/pipeline/validate_test.go
index 740d8b45..93b80092 100644
--- a/pkg/reconciler/pipeline/validate_test.go
+++ b/pkg/reconciler/pipeline/validate_test.go
@@ -232,6 +232,31 @@ func TestValidatePipeline(t *testing.T) {
 		assert.Contains(t, err.Error(), "can not specify both builtin transformer, and a customized image")
 	})
 
+	t.Run("udsource no image specified", func(t *testing.T) {
+		testObj := testPipeline.DeepCopy()
+		testObj.Spec.Vertices[0].Source.UDSource = &dfv1.UDSource{}
+		err := ValidatePipeline(testObj)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "a customized image is required")
+		testObj.Spec.Vertices[0].Source.UDSource = &dfv1.UDSource{
+			Container: &dfv1.Container{
+				Image: "",
+			},
+		}
+		err = ValidatePipeline(testObj)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "a customized image is required")
+	})
+
+	t.Run("source vertex having both udsource and built-in source specified ", func(t *testing.T) {
+		testObj := testPipeline.DeepCopy()
+		testObj.Spec.Vertices[0].Source.UDSource = &dfv1.UDSource{Container: &dfv1.Container{Image: "xxxx"}}
+		testObj.Spec.Vertices[0].Source.Generator = &dfv1.GeneratorSource{}
+		err := ValidatePipeline(testObj)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "only one of")
+	})
+
 	t.Run("udf no image and builtin specified", func(t *testing.T) {
 		testObj := testPipeline.DeepCopy()
 		testObj.Spec.Vertices[1].UDF.Builtin = nil
diff --git a/pkg/reconciler/vertex/controller_test.go b/pkg/reconciler/vertex/controller_test.go
index 77ecbc22..e80f63db 100644
--- a/pkg/reconciler/vertex/controller_test.go
+++ b/pkg/reconciler/vertex/controller_test.go
@@ -21,9 +21,6 @@ import (
 	"strings"
 	"testing"
 
-	dfv1 "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1"
-	"github.com/numaproj/numaflow/pkg/reconciler"
-	"github.com/numaproj/numaflow/pkg/reconciler/vertex/scaling"
 	"github.com/stretchr/testify/assert"
 	"go.uber.org/zap/zaptest"
 	appv1 "k8s.io/api/apps/v1"
@@ -35,6 +32,10 @@ import (
 	"k8s.io/client-go/tools/record"
 	"sigs.k8s.io/controller-runtime/pkg/client"
 	"sigs.k8s.io/controller-runtime/pkg/client/fake"
+
+	dfv1 "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1"
+	"github.com/numaproj/numaflow/pkg/reconciler"
+	"github.com/numaproj/numaflow/pkg/reconciler/vertex/scaling"
 )
 
 const (
@@ -189,7 +190,7 @@ func Test_BuildPodSpec(t *testing.T) {
 		assert.NoError(t, err)
 		assert.Equal(t, 1, len(spec.InitContainers))
 		assert.Equal(t, 1, len(spec.Containers))
-		envNames := []string{}
+		var envNames []string
 		for _, e := range spec.Containers[0].Env {
 			envNames = append(envNames, e.Name)
 		}
@@ -207,7 +208,7 @@ func Test_BuildPodSpec(t *testing.T) {
 		assert.Contains(t, argStr, strings.Join(testObj.GetToBuckets(), ","))
 	})
 
-	t.Run("test source user defined transformer", func(t *testing.T) {
+	t.Run("test source with transformer", func(t *testing.T) {
 		cl := fake.NewClientBuilder().Build()
 		r := &vertexReconciler{
 			client: cl,
@@ -231,6 +232,34 @@ func Test_BuildPodSpec(t *testing.T) {
 		assert.Equal(t, 2, len(spec.Containers))
 	})
 
+	t.Run("test user-defined source with transformer", func(t *testing.T) {
+		cl := fake.NewClientBuilder().Build()
+		r := &vertexReconciler{
+			client: cl,
+			scheme: scheme.Scheme,
+			config: fakeConfig,
+			image:  testFlowImage,
+			logger: zaptest.NewLogger(t).Sugar(),
+		}
+		testObj := testSrcVertex.DeepCopy()
+		testObj.Spec.Source = &dfv1.Source{
+			UDSource: &dfv1.UDSource{
+				Container: &dfv1.Container{
+					Image: "image",
+				},
+			},
+			UDTransformer: &dfv1.UDTransformer{
+				Container: &dfv1.Container{
+					Image: "my-image",
+				},
+			},
+		}
+		spec, err := r.buildPodSpec(testObj, testPipeline, fakeIsbSvcConfig, 2)
+		assert.NoError(t, err)
+		assert.Equal(t, 1, len(spec.InitContainers))
+		assert.Equal(t, 3, len(spec.Containers))
+	})
+
 	t.Run("test sink", func(t *testing.T) {
 		cl := fake.NewClientBuilder().Build()
 		r := &vertexReconciler{
@@ -250,7 +279,7 @@ func Test_BuildPodSpec(t *testing.T) {
 		assert.NoError(t, err)
 		assert.Equal(t, 1, len(spec.InitContainers))
 		assert.Equal(t, 1, len(spec.Containers))
-		envNames := []string{}
+		var envNames []string
 		for _, e := range spec.Containers[0].Env {
 			envNames = append(envNames, e.Name)
 		}
@@ -321,7 +350,7 @@ func Test_BuildPodSpec(t *testing.T) {
 		assert.NoError(t, err)
 		assert.Equal(t, 1, len(spec.InitContainers))
 		assert.Equal(t, 2, len(spec.Containers))
-		envNames := []string{}
+		var envNames []string
 		for _, e := range spec.Containers[0].Env {
 			envNames = append(envNames, e.Name)
 		}
@@ -427,7 +456,7 @@ func Test_reconcile(t *testing.T) {
 		err = r.client.List(ctx, svcs, &client.ListOptions{Namespace: testNamespace, LabelSelector: selector})
 		assert.NoError(t, err)
 		assert.Equal(t, 2, len(svcs.Items))
-		svcNames := []string{}
+		var svcNames []string
 		for _, s := range svcs.Items {
 			svcNames = append(svcNames, s.Name)
 		}
diff --git a/test/e2e-suite-2/functional_test.go b/test/diamond-e2e/functional_test.go
similarity index 63%
rename from test/e2e-suite-2/functional_test.go
rename to test/diamond-e2e/functional_test.go
index ecc349eb..0329f829 100644
--- a/test/e2e-suite-2/functional_test.go
+++ b/test/diamond-e2e/functional_test.go
@@ -20,13 +20,10 @@ package e2e
 
 import (
 	"fmt"
-	"strings"
 	"testing"
-	"time"
 
 	"github.com/stretchr/testify/suite"
 
-	dfv1 "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1"
 	. "github.com/numaproj/numaflow/test/fixtures"
 )
 
@@ -34,48 +31,6 @@ type FunctionalSuite struct {
 	E2ESuite
 }
 
-func (s *FunctionalSuite) TestDropOnFull() {
-	w := s.Given().Pipeline("@testdata/drop-on-full.yaml").
-		When().
-		CreatePipelineAndWait()
-	defer w.DeletePipelineAndWait()
-	pipelineName := "drop-on-full"
-
-	// wait for all the pods to come up
-	w.Expect().VertexPodsRunning()
-	defer w.VertexPodPortForward("in", 8001, dfv1.VertexMetricsPort).
-		TerminateAllPodPortForwards()
-
-	// scale the sinks down to 0 pod to create a buffer full scenario.
-	scaleDownArgs := "kubectl scale vtx drop-on-full-sink --replicas=0 -n numaflow-system"
-	w.Exec("/bin/sh", []string{"-c", scaleDownArgs}, CheckVertexScaled)
-	w.Expect().VertexSizeScaledTo("sink", 0)
-
-	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte("1")))
-	// give buffer writer some time to update the isFull attribute.
-	// 5s is a carefully chosen number to create a stable buffer full scenario.
-	time.Sleep(time.Second * 5)
-	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte("2")))
-
-	expectedDropMetric := `forwarder_drop_total{partition_name="numaflow-system-drop-on-full-sink-0",pipeline="drop-on-full",vertex="in"} 1`
-	// wait for the drop metric to be updated, time out after 10s.
-	timeoutChan := time.After(time.Second * 10)
-	ticker := time.NewTicker(time.Second * 2)
-	defer ticker.Stop()
-	for {
-		select {
-		case <-ticker.C:
-			metricsString := HTTPExpect(s.T(), "https://localhost:8001").GET("/metrics").
-				Expect().
-				Status(200).Body().Raw()
-			if strings.Contains(metricsString, expectedDropMetric) {
-				return
-			}
-		case <-timeoutChan:
-			s.T().Fatalf("timeout waiting for metrics to be updated")
-		}
-	}
-}
 func (s *FunctionalSuite) TestJoinSinkVertex() {
 	w := s.Given().Pipeline("@testdata/join-on-sink.yaml").
 		When().
diff --git a/test/e2e-suite-2/testdata/cycle-backward.yaml b/test/diamond-e2e/testdata/cycle-backward.yaml
similarity index 100%
rename from test/e2e-suite-2/testdata/cycle-backward.yaml
rename to test/diamond-e2e/testdata/cycle-backward.yaml
diff --git a/test/e2e-suite-2/testdata/cycle-to-self.yaml b/test/diamond-e2e/testdata/cycle-to-self.yaml
similarity index 100%
rename from test/e2e-suite-2/testdata/cycle-to-self.yaml
rename to test/diamond-e2e/testdata/cycle-to-self.yaml
diff --git a/test/e2e-suite-2/testdata/join-on-sink.yaml b/test/diamond-e2e/testdata/join-on-sink.yaml
similarity index 100%
rename from test/e2e-suite-2/testdata/join-on-sink.yaml
rename to test/diamond-e2e/testdata/join-on-sink.yaml
diff --git a/test/e2e-suite-1/functional_test.go b/test/e2e/functional_test.go
similarity index 67%
rename from test/e2e-suite-1/functional_test.go
rename to test/e2e/functional_test.go
index 24a05cde..09337ab2 100644
--- a/test/e2e-suite-1/functional_test.go
+++ b/test/e2e/functional_test.go
@@ -20,8 +20,8 @@ package e2e
 
 import (
 	"context"
-	"encoding/json"
 	"fmt"
+	"strings"
 	"testing"
 	"time"
 
@@ -170,126 +170,6 @@ func (s *FunctionalSuite) TestUDFFiltering() {
 	w.Expect().SinkNotContains("out", expect2)
 }
 
-func (s *FunctionalSuite) TestSourceFiltering() {
-	w := s.Given().Pipeline("@testdata/source-filtering.yaml").
-		When().
-		CreatePipelineAndWait()
-	defer w.DeletePipelineAndWait()
-	pipelineName := "source-filtering"
-
-	// wait for all the pods to come up
-	w.Expect().VertexPodsRunning()
-
-	expect0 := `{"id": 180, "msg": "hello", "expect0": "fail", "desc": "A bad example"}`
-	expect1 := `{"id": 80, "msg": "hello1", "expect1": "fail", "desc": "A bad example"}`
-	expect2 := `{"id": 80, "msg": "hello", "expect2": "fail", "desc": "A bad example"}`
-	expect3 := `{"id": 80, "msg": "hello", "expect3": "succeed", "desc": "A good example"}`
-	expect4 := `{"id": 80, "msg": "hello", "expect4": "succeed", "desc": "A good example"}`
-
-	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect0))).
-		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect1))).
-		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect2))).
-		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect3))).
-		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect4)))
-
-	w.Expect().SinkContains("out", expect3)
-	w.Expect().SinkContains("out", expect4)
-	w.Expect().SinkNotContains("out", expect0)
-	w.Expect().SinkNotContains("out", expect1)
-	w.Expect().SinkNotContains("out", expect2)
-}
-
-func (s *FunctionalSuite) TestTimeExtractionFilter() {
-	w := s.Given().Pipeline("@testdata/time-extraction-filter.yaml").
-		When().
-		CreatePipelineAndWait()
-	defer w.DeletePipelineAndWait()
-	pipelineName := "time-extraction-filter"
-
-	// wait for all the pods to come up
-	w.Expect().VertexPodsRunning()
-
-	testMsgOne := `{"id": 80, "msg": "hello", "time": "2021-01-18T21:54:42.123Z", "desc": "A good ID."}`
-	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(testMsgOne)))
-	w.Expect().VertexPodLogContains("out", fmt.Sprintf("EventTime -  %d", time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC).UnixMilli()), PodLogCheckOptionWithCount(1), PodLogCheckOptionWithContainer("numa"))
-
-	testMsgTwo := `{"id": 101, "msg": "test", "time": "2021-01-18T21:54:42.123Z", "desc": "A bad ID."}`
-	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(testMsgTwo)))
-	w.Expect().SinkNotContains("out", testMsgTwo)
-}
-
-func (s *FunctionalSuite) TestBuiltinEventTimeExtractor() {
-	w := s.Given().Pipeline("@testdata/extract-event-time-from-payload.yaml").
-		When().
-		CreatePipelineAndWait()
-	currentTime := time.Now().UnixMilli()
-	defer w.DeletePipelineAndWait()
-	pipelineName := "extract-event-time"
-
-	// wait for all the pods to come up
-	w.Expect().VertexPodsRunning().DaemonPodsRunning()
-
-	defer w.DaemonPodPortForward(pipelineName, 1234, dfv1.DaemonServicePort).
-		TerminateAllPodPortForwards()
-
-	// Use daemon client to verify watermark propagation.
-	client, err := daemonclient.NewDaemonServiceClient("localhost:1234")
-	assert.NoError(s.T(), err)
-	defer func() {
-		_ = client.Close()
-	}()
-
-	ctx, cancel := context.WithTimeout(context.Background(), 60*time.Second)
-	defer cancel()
-
-	done := make(chan struct{})
-	go func() {
-		startTime := time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC)
-		for {
-			select {
-			case <-done:
-				return
-			case <-ctx.Done():
-				return
-			default:
-				testMsg := generateTestMsg("numa", startTime)
-				w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(testMsg)))
-				startTime = startTime.Add(1 * time.Minute)
-				time.Sleep(100 * time.Millisecond)
-			}
-		}
-	}()
-	// In this test, we send a message with event time being now, apply event time extractor and verify from log that the message event time gets updated.
-	w.Expect().VertexPodLogContains("out", fmt.Sprintf("EventTime -  %d", time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC).UnixMilli()), PodLogCheckOptionWithCount(1))
-
-wmLoop:
-	for {
-		select {
-		case <-ctx.Done():
-			if ctx.Err() == context.DeadlineExceeded {
-				s.T().Log("test timed out")
-				assert.Fail(s.T(), "timed out")
-				break wmLoop
-			}
-		default:
-			wm, err := client.GetPipelineWatermarks(ctx, pipelineName)
-			edgeWM := wm[0].Watermarks[0]
-			if wm[0].Watermarks[0] != -1 {
-				assert.NoError(s.T(), err)
-				if err != nil {
-					assert.Fail(s.T(), err.Error())
-				}
-				// Watermark propagation can delay, we consider the test as passed as long as the retrieved watermark is greater than the event time of the first message
-				// and less than the current time.
-				assert.True(s.T(), edgeWM >= time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC).UnixMilli() && edgeWM < currentTime)
-				break wmLoop
-			}
-			time.Sleep(time.Second)
-		}
-	}
-	done <- struct{}{}
-}
-
 func (s *FunctionalSuite) TestConditionalForwarding() {
 	w := s.Given().Pipeline("@testdata/even-odd.yaml").
 		When().
@@ -317,6 +197,49 @@ func (s *FunctionalSuite) TestConditionalForwarding() {
 	w.Expect().SinkNotContains("number-sink", "not an integer")
 }
 
+func (s *FunctionalSuite) TestDropOnFull() {
+	w := s.Given().Pipeline("@testdata/drop-on-full.yaml").
+		When().
+		CreatePipelineAndWait()
+	defer w.DeletePipelineAndWait()
+	pipelineName := "drop-on-full"
+
+	// wait for all the pods to come up
+	w.Expect().VertexPodsRunning()
+	defer w.VertexPodPortForward("in", 8001, dfv1.VertexMetricsPort).
+		TerminateAllPodPortForwards()
+
+	// scale the sinks down to 0 pod to create a buffer full scenario.
+	scaleDownArgs := "kubectl scale vtx drop-on-full-sink --replicas=0 -n numaflow-system"
+	w.Exec("/bin/sh", []string{"-c", scaleDownArgs}, CheckVertexScaled)
+	w.Expect().VertexSizeScaledTo("sink", 0)
+
+	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte("1")))
+	// give buffer writer some time to update the isFull attribute.
+	// 5s is a carefully chosen number to create a stable buffer full scenario.
+	time.Sleep(time.Second * 5)
+	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte("2")))
+
+	expectedDropMetric := `forwarder_drop_total{partition_name="numaflow-system-drop-on-full-sink-0",pipeline="drop-on-full",vertex="in"} 1`
+	// wait for the drop metric to be updated, time out after 10s.
+	timeoutChan := time.After(time.Second * 10)
+	ticker := time.NewTicker(time.Second * 2)
+	defer ticker.Stop()
+	for {
+		select {
+		case <-ticker.C:
+			metricsString := HTTPExpect(s.T(), "https://localhost:8001").GET("/metrics").
+				Expect().
+				Status(200).Body().Raw()
+			if strings.Contains(metricsString, expectedDropMetric) {
+				return
+			}
+		case <-timeoutChan:
+			s.T().Fatalf("timeout waiting for metrics to be updated")
+		}
+	}
+}
+
 func (s *FunctionalSuite) TestWatermarkEnabled() {
 	w := s.Given().Pipeline("@testdata/watermark.yaml").
 		When().
@@ -395,24 +318,3 @@ func isWatermarkProgressing(ctx context.Context, client *daemonclient.DaemonClie
 func TestFunctionalSuite(t *testing.T) {
 	suite.Run(t, new(FunctionalSuite))
 }
-
-type Item struct {
-	ID   int       `json:"id"`
-	Name string    `json:"name"`
-	Time time.Time `json:"time"`
-}
-
-type TestMsg struct {
-	Test int    `json:"test"`
-	Item []Item `json:"item"`
-}
-
-func generateTestMsg(msg string, t time.Time) string {
-	items := []Item{
-		{ID: 1, Name: msg, Time: t},
-		{ID: 2, Name: msg, Time: t},
-	}
-	testMsg := TestMsg{Test: 21, Item: items}
-	jsonBytes, _ := json.Marshal(testMsg)
-	return string(jsonBytes)
-}
diff --git a/test/e2e-suite-2/testdata/drop-on-full.yaml b/test/e2e/testdata/drop-on-full.yaml
similarity index 100%
rename from test/e2e-suite-2/testdata/drop-on-full.yaml
rename to test/e2e/testdata/drop-on-full.yaml
diff --git a/test/e2e-suite-1/testdata/even-odd.yaml b/test/e2e/testdata/even-odd.yaml
similarity index 100%
rename from test/e2e-suite-1/testdata/even-odd.yaml
rename to test/e2e/testdata/even-odd.yaml
diff --git a/test/e2e-suite-1/testdata/simple-pipeline.yaml b/test/e2e/testdata/simple-pipeline.yaml
similarity index 100%
rename from test/e2e-suite-1/testdata/simple-pipeline.yaml
rename to test/e2e/testdata/simple-pipeline.yaml
diff --git a/test/e2e-suite-1/testdata/udf-filtering.yaml b/test/e2e/testdata/udf-filtering.yaml
similarity index 100%
rename from test/e2e-suite-1/testdata/udf-filtering.yaml
rename to test/e2e/testdata/udf-filtering.yaml
diff --git a/test/e2e-suite-1/testdata/watermark.yaml b/test/e2e/testdata/watermark.yaml
similarity index 100%
rename from test/e2e-suite-1/testdata/watermark.yaml
rename to test/e2e/testdata/watermark.yaml
diff --git a/test/transformer-e2e/functional_test.go b/test/transformer-e2e/functional_test.go
new file mode 100644
index 00000000..652fe338
--- /dev/null
+++ b/test/transformer-e2e/functional_test.go
@@ -0,0 +1,183 @@
+//go:build test
+
+/*
+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.
+*/
+
+package e2e
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/suite"
+
+	dfv1 "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1"
+	daemonclient "github.com/numaproj/numaflow/pkg/daemon/client"
+	. "github.com/numaproj/numaflow/test/fixtures"
+)
+
+type FunctionalSuite struct {
+	E2ESuite
+}
+
+func (s *FunctionalSuite) TestSourceFiltering() {
+	w := s.Given().Pipeline("@testdata/source-filtering.yaml").
+		When().
+		CreatePipelineAndWait()
+	defer w.DeletePipelineAndWait()
+	pipelineName := "source-filtering"
+
+	// wait for all the pods to come up
+	w.Expect().VertexPodsRunning()
+
+	expect0 := `{"id": 180, "msg": "hello", "expect0": "fail", "desc": "A bad example"}`
+	expect1 := `{"id": 80, "msg": "hello1", "expect1": "fail", "desc": "A bad example"}`
+	expect2 := `{"id": 80, "msg": "hello", "expect2": "fail", "desc": "A bad example"}`
+	expect3 := `{"id": 80, "msg": "hello", "expect3": "succeed", "desc": "A good example"}`
+	expect4 := `{"id": 80, "msg": "hello", "expect4": "succeed", "desc": "A good example"}`
+
+	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect0))).
+		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect1))).
+		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect2))).
+		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect3))).
+		SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(expect4)))
+
+	w.Expect().SinkContains("out", expect3)
+	w.Expect().SinkContains("out", expect4)
+	w.Expect().SinkNotContains("out", expect0)
+	w.Expect().SinkNotContains("out", expect1)
+	w.Expect().SinkNotContains("out", expect2)
+}
+
+func (s *FunctionalSuite) TestTimeExtractionFilter() {
+	w := s.Given().Pipeline("@testdata/time-extraction-filter.yaml").
+		When().
+		CreatePipelineAndWait()
+	defer w.DeletePipelineAndWait()
+	pipelineName := "time-extraction-filter"
+
+	// wait for all the pods to come up
+	w.Expect().VertexPodsRunning()
+
+	testMsgOne := `{"id": 80, "msg": "hello", "time": "2021-01-18T21:54:42.123Z", "desc": "A good ID."}`
+	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(testMsgOne)))
+	w.Expect().VertexPodLogContains("out", fmt.Sprintf("EventTime -  %d", time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC).UnixMilli()), PodLogCheckOptionWithCount(1), PodLogCheckOptionWithContainer("numa"))
+
+	testMsgTwo := `{"id": 101, "msg": "test", "time": "2021-01-18T21:54:42.123Z", "desc": "A bad ID."}`
+	w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(testMsgTwo)))
+	w.Expect().SinkNotContains("out", testMsgTwo)
+}
+
+func (s *FunctionalSuite) TestBuiltinEventTimeExtractor() {
+	w := s.Given().Pipeline("@testdata/extract-event-time-from-payload.yaml").
+		When().
+		CreatePipelineAndWait()
+	currentTime := time.Now().UnixMilli()
+	defer w.DeletePipelineAndWait()
+	pipelineName := "extract-event-time"
+
+	// wait for all the pods to come up
+	w.Expect().VertexPodsRunning().DaemonPodsRunning()
+
+	defer w.DaemonPodPortForward(pipelineName, 1234, dfv1.DaemonServicePort).
+		TerminateAllPodPortForwards()
+
+	// Use the daemon client to verify watermark propagation.
+	client, err := daemonclient.NewDaemonServiceClient("localhost:1234")
+	assert.NoError(s.T(), err)
+	defer func() {
+		_ = client.Close()
+	}()
+
+	ctx, cancel := context.WithTimeout(context.Background(), 60*time.Second)
+	defer cancel()
+
+	done := make(chan struct{})
+	go func() {
+		startTime := time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC)
+		for {
+			select {
+			case <-done:
+				return
+			case <-ctx.Done():
+				return
+			default:
+				testMsg := generateTestMsg("numa", startTime)
+				w.SendMessageTo(pipelineName, "in", NewHttpPostRequest().WithBody([]byte(testMsg)))
+				startTime = startTime.Add(1 * time.Minute)
+				time.Sleep(100 * time.Millisecond)
+			}
+		}
+	}()
+	// In this test, we send a message with event time being now, apply event time extractor and verify from log that the message event time gets updated.
+	w.Expect().VertexPodLogContains("out", fmt.Sprintf("EventTime -  %d", time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC).UnixMilli()), PodLogCheckOptionWithCount(1))
+
+wmLoop:
+	for {
+		select {
+		case <-ctx.Done():
+			if ctx.Err() == context.DeadlineExceeded {
+				s.T().Log("test timed out")
+				assert.Fail(s.T(), "timed out")
+				break wmLoop
+			}
+		default:
+			wm, err := client.GetPipelineWatermarks(ctx, pipelineName)
+			edgeWM := wm[0].Watermarks[0]
+			if wm[0].Watermarks[0] != -1 {
+				assert.NoError(s.T(), err)
+				if err != nil {
+					assert.Fail(s.T(), err.Error())
+				}
+				// Watermark propagation can delay, we consider the test as passed as long as the retrieved watermark is greater than the event time of the first message
+				// and less than the current time.
+				assert.True(s.T(), edgeWM >= time.Date(2021, 1, 18, 21, 54, 42, 123000000, time.UTC).UnixMilli() && edgeWM < currentTime)
+				break wmLoop
+			}
+			time.Sleep(time.Second)
+		}
+	}
+	done <- struct{}{}
+}
+
+func TestFunctionalSuite(t *testing.T) {
+	suite.Run(t, new(FunctionalSuite))
+}
+
+type Item struct {
+	ID   int       `json:"id"`
+	Name string    `json:"name"`
+	Time time.Time `json:"time"`
+}
+
+type TestMsg struct {
+	Test int    `json:"test"`
+	Item []Item `json:"item"`
+}
+
+func generateTestMsg(msg string, t time.Time) string {
+	items := []Item{
+		{ID: 1, Name: msg, Time: t},
+		{ID: 2, Name: msg, Time: t},
+	}
+	testMsg := TestMsg{Test: 21, Item: items}
+	jsonBytes, _ := json.Marshal(testMsg)
+	return string(jsonBytes)
+}