Repository: numaproj/numaflow
Pull request #286 (2022-10-30 14:37:04)

docs: fix spelling in docs and examples
Signed-off-by: David Seapy <dseapy@gmail.com>

Fixes spelling mistakes found in docs and example files.

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Patch:
diff --git a/api/json-schema/schema.json b/api/json-schema/schema.json
index 60547ffe..3eb90f2e 100644
--- a/api/json-schema/schema.json
+++ b/api/json-schema/schema.json
@@ -17273,7 +17273,7 @@
         },
         "limits": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLimits",
-          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings"
+          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings"
         },
         "metadata": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.Metadata",
@@ -17467,7 +17467,7 @@
           "type": "integer"
         },
         "bufferUsageLimit": {
-          "description": "BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85. It overrides the settings from pipeline limits.",
+          "description": "BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85. It overrides the settings from pipeline limits.",
           "format": "int64",
           "type": "integer"
         }
@@ -17884,7 +17884,7 @@
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.JetStreamBufferService"
         },
         "redis": {
-          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.RedisBuferService"
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.RedisBufferService"
         }
       },
       "type": "object"
@@ -18273,7 +18273,7 @@
           "type": "integer"
         },
         "bufferUsageLimit": {
-          "description": "BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85. Only applies to UDF and Source vertice as only they do buffer write. It will be overridden by the settings in vertex limits.",
+          "description": "BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85. Only applies to UDF and Source vertice as only they do buffer write. It will be overridden by the settings in vertex limits.",
           "format": "int64",
           "type": "integer"
         },
@@ -18332,7 +18332,7 @@
         },
         "limits": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.PipelineLimits",
-          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, they could be overridden by each vertex's settings"
+          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, they could be overridden by each vertex's settings"
         },
         "vertices": {
           "items": {
@@ -18388,7 +18388,7 @@
       },
       "type": "object"
     },
-    "io.numaproj.numaflow.v1alpha1.RedisBuferService": {
+    "io.numaproj.numaflow.v1alpha1.RedisBufferService": {
       "properties": {
         "external": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.RedisConfig",
@@ -18478,12 +18478,12 @@
           "type": "integer"
         },
         "replicasPerScale": {
-          "description": "ReplicasPerScale defines maximum replicas can be scaled up or down at once. The is use to prevent too aggresive scaling operations",
+          "description": "ReplicasPerScale defines maximum replicas can be scaled up or down at once. The is use to prevent too aggressive scaling operations",
           "format": "int64",
           "type": "integer"
         },
         "targetBufferUsage": {
-          "description": "TargetBufferUsage is used to define the target pencentage of usage of the buffer to be read. A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50. It only applies to UDF and Sink vertices as only they have buffers to read.",
+          "description": "TargetBufferUsage is used to define the target percentage of usage of the buffer to be read. A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50. It only applies to UDF and Sink vertices as only they have buffers to read.",
           "format": "int64",
           "type": "integer"
         },
@@ -18706,7 +18706,7 @@
         },
         "limits": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLimits",
-          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings"
+          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings"
         },
         "metadata": {
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.Metadata",
diff --git a/api/openapi-spec/swagger.json b/api/openapi-spec/swagger.json
index bc2fc16f..97cdf61e 100644
--- a/api/openapi-spec/swagger.json
+++ b/api/openapi-spec/swagger.json
@@ -17280,7 +17280,7 @@
           "x-kubernetes-patch-strategy": "merge"
         },
         "limits": {
-          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings",
+          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings",
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLimits"
         },
         "metadata": {
@@ -17472,7 +17472,7 @@
           "format": "int64"
         },
         "bufferUsageLimit": {
-          "description": "BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85. It overrides the settings from pipeline limits.",
+          "description": "BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85. It overrides the settings from pipeline limits.",
           "type": "integer",
           "format": "int64"
         }
@@ -17880,7 +17880,7 @@
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.JetStreamBufferService"
         },
         "redis": {
-          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.RedisBuferService"
+          "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.RedisBufferService"
         }
       }
     },
@@ -18260,7 +18260,7 @@
           "format": "int64"
         },
         "bufferUsageLimit": {
-          "description": "BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85. Only applies to UDF and Source vertice as only they do buffer write. It will be overridden by the settings in vertex limits.",
+          "description": "BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85. Only applies to UDF and Source vertice as only they do buffer write. It will be overridden by the settings in vertex limits.",
           "type": "integer",
           "format": "int64"
         },
@@ -18318,7 +18318,7 @@
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.Lifecycle"
         },
         "limits": {
-          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, they could be overridden by each vertex's settings",
+          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, they could be overridden by each vertex's settings",
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.PipelineLimits"
         },
         "vertices": {
@@ -18374,7 +18374,7 @@
         }
       }
     },
-    "io.numaproj.numaflow.v1alpha1.RedisBuferService": {
+    "io.numaproj.numaflow.v1alpha1.RedisBufferService": {
       "type": "object",
       "properties": {
         "external": {
@@ -18465,12 +18465,12 @@
           "format": "int32"
         },
         "replicasPerScale": {
-          "description": "ReplicasPerScale defines maximum replicas can be scaled up or down at once. The is use to prevent too aggresive scaling operations",
+          "description": "ReplicasPerScale defines maximum replicas can be scaled up or down at once. The is use to prevent too aggressive scaling operations",
           "type": "integer",
           "format": "int64"
         },
         "targetBufferUsage": {
-          "description": "TargetBufferUsage is used to define the target pencentage of usage of the buffer to be read. A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50. It only applies to UDF and Sink vertices as only they have buffers to read.",
+          "description": "TargetBufferUsage is used to define the target percentage of usage of the buffer to be read. A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50. It only applies to UDF and Sink vertices as only they have buffers to read.",
           "type": "integer",
           "format": "int64"
         },
@@ -18687,7 +18687,7 @@
           "type": "string"
         },
         "limits": {
-          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings",
+          "description": "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings",
           "$ref": "#/definitions/io.numaproj.numaflow.v1alpha1.VertexLimits"
         },
         "metadata": {
diff --git a/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml b/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
index aaa76c96..ebd33a12 100644
--- a/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
@@ -87,7 +87,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
@@ -142,7 +142,7 @@ spec:
                   bufferUsageLimit: 80
                   readBatchSize: 500
                 description: Limits define the limitations such as buffer read batch
-                  size for all the vertices of a pipleine, they could be overridden
+                  size for all the vertices of a pipeline, they could be overridden
                   by each vertex's settings
                 properties:
                   bufferMaxLength:
@@ -155,7 +155,7 @@ spec:
                     type: integer
                   bufferUsageLimit:
                     default: 80
-                    description: BufferUsageLimit is used to define the pencentage
+                    description: BufferUsageLimit is used to define the percentage
                       of the buffer usage limit, a valid value should be less than
                       100, for example, 85. Only applies to UDF and Source vertice
                       as only they do buffer write. It will be overridden by the settings
@@ -1404,7 +1404,7 @@ spec:
                       type: array
                     limits:
                       description: Limits define the limitations such as buffer read
-                        batch size for all the vertices of a pipleine, will override
+                        batch size for all the vertices of a pipeline, will override
                         pipeline level settings
                       properties:
                         readBatchSize:
@@ -1487,12 +1487,12 @@ spec:
                         replicasPerScale:
                           description: ReplicasPerScale defines maximum replicas can
                             be scaled up or down at once. The is use to prevent too
-                            aggresive scaling operations
+                            aggressive scaling operations
                           format: int32
                           type: integer
                         targetBufferUsage:
                           description: TargetBufferUsage is used to define the target
-                            pencentage of usage of the buffer to be read. A valid
+                            percentage of usage of the buffer to be read. A valid
                             and meaningful value should be less than the BufferUsageLimit
                             defined in the Edge spec (or Pipeline spec), for example,
                             50. It only applies to UDF and Sink vertices as only they
diff --git a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
index 2aff9144..eb7ea426 100644
--- a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
@@ -1217,7 +1217,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
@@ -1259,7 +1259,7 @@ spec:
                 type: string
               limits:
                 description: Limits define the limitations such as buffer read batch
-                  size for all the vertices of a pipleine, will override pipeline
+                  size for all the vertices of a pipeline, will override pipeline
                   level settings
                 properties:
                   readBatchSize:
@@ -1343,12 +1343,12 @@ spec:
                     type: integer
                   replicasPerScale:
                     description: ReplicasPerScale defines maximum replicas can be
-                      scaled up or down at once. The is use to prevent too aggresive
+                      scaled up or down at once. The is use to prevent too aggressive
                       scaling operations
                     format: int32
                     type: integer
                   targetBufferUsage:
-                    description: TargetBufferUsage is used to define the target pencentage
+                    description: TargetBufferUsage is used to define the target percentage
                       of usage of the buffer to be read. A valid and meaningful value
                       should be less than the BufferUsageLimit defined in the Edge
                       spec (or Pipeline spec), for example, 50. It only applies to
@@ -1981,7 +1981,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
diff --git a/config/install.yaml b/config/install.yaml
index b9c3a994..bd680cd4 100644
--- a/config/install.yaml
+++ b/config/install.yaml
@@ -4821,7 +4821,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
@@ -4876,7 +4876,7 @@ spec:
                   bufferUsageLimit: 80
                   readBatchSize: 500
                 description: Limits define the limitations such as buffer read batch
-                  size for all the vertices of a pipleine, they could be overridden
+                  size for all the vertices of a pipeline, they could be overridden
                   by each vertex's settings
                 properties:
                   bufferMaxLength:
@@ -4889,7 +4889,7 @@ spec:
                     type: integer
                   bufferUsageLimit:
                     default: 80
-                    description: BufferUsageLimit is used to define the pencentage
+                    description: BufferUsageLimit is used to define the percentage
                       of the buffer usage limit, a valid value should be less than
                       100, for example, 85. Only applies to UDF and Source vertice
                       as only they do buffer write. It will be overridden by the settings
@@ -6138,7 +6138,7 @@ spec:
                       type: array
                     limits:
                       description: Limits define the limitations such as buffer read
-                        batch size for all the vertices of a pipleine, will override
+                        batch size for all the vertices of a pipeline, will override
                         pipeline level settings
                       properties:
                         readBatchSize:
@@ -6221,12 +6221,12 @@ spec:
                         replicasPerScale:
                           description: ReplicasPerScale defines maximum replicas can
                             be scaled up or down at once. The is use to prevent too
-                            aggresive scaling operations
+                            aggressive scaling operations
                           format: int32
                           type: integer
                         targetBufferUsage:
                           description: TargetBufferUsage is used to define the target
-                            pencentage of usage of the buffer to be read. A valid
+                            percentage of usage of the buffer to be read. A valid
                             and meaningful value should be less than the BufferUsageLimit
                             defined in the Edge spec (or Pipeline spec), for example,
                             50. It only applies to UDF and Sink vertices as only they
@@ -10061,7 +10061,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
@@ -10103,7 +10103,7 @@ spec:
                 type: string
               limits:
                 description: Limits define the limitations such as buffer read batch
-                  size for all the vertices of a pipleine, will override pipeline
+                  size for all the vertices of a pipeline, will override pipeline
                   level settings
                 properties:
                   readBatchSize:
@@ -10187,12 +10187,12 @@ spec:
                     type: integer
                   replicasPerScale:
                     description: ReplicasPerScale defines maximum replicas can be
-                      scaled up or down at once. The is use to prevent too aggresive
+                      scaled up or down at once. The is use to prevent too aggressive
                       scaling operations
                     format: int32
                     type: integer
                   targetBufferUsage:
-                    description: TargetBufferUsage is used to define the target pencentage
+                    description: TargetBufferUsage is used to define the target percentage
                       of usage of the buffer to be read. A valid and meaningful value
                       should be less than the BufferUsageLimit defined in the Edge
                       spec (or Pipeline spec), for example, 50. It only applies to
@@ -10825,7 +10825,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
diff --git a/config/namespace-install.yaml b/config/namespace-install.yaml
index b83c4217..25787ef2 100644
--- a/config/namespace-install.yaml
+++ b/config/namespace-install.yaml
@@ -4821,7 +4821,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
@@ -4876,7 +4876,7 @@ spec:
                   bufferUsageLimit: 80
                   readBatchSize: 500
                 description: Limits define the limitations such as buffer read batch
-                  size for all the vertices of a pipleine, they could be overridden
+                  size for all the vertices of a pipeline, they could be overridden
                   by each vertex's settings
                 properties:
                   bufferMaxLength:
@@ -4889,7 +4889,7 @@ spec:
                     type: integer
                   bufferUsageLimit:
                     default: 80
-                    description: BufferUsageLimit is used to define the pencentage
+                    description: BufferUsageLimit is used to define the percentage
                       of the buffer usage limit, a valid value should be less than
                       100, for example, 85. Only applies to UDF and Source vertice
                       as only they do buffer write. It will be overridden by the settings
@@ -6138,7 +6138,7 @@ spec:
                       type: array
                     limits:
                       description: Limits define the limitations such as buffer read
-                        batch size for all the vertices of a pipleine, will override
+                        batch size for all the vertices of a pipeline, will override
                         pipeline level settings
                       properties:
                         readBatchSize:
@@ -6221,12 +6221,12 @@ spec:
                         replicasPerScale:
                           description: ReplicasPerScale defines maximum replicas can
                             be scaled up or down at once. The is use to prevent too
-                            aggresive scaling operations
+                            aggressive scaling operations
                           format: int32
                           type: integer
                         targetBufferUsage:
                           description: TargetBufferUsage is used to define the target
-                            pencentage of usage of the buffer to be read. A valid
+                            percentage of usage of the buffer to be read. A valid
                             and meaningful value should be less than the BufferUsageLimit
                             defined in the Edge spec (or Pipeline spec), for example,
                             50. It only applies to UDF and Sink vertices as only they
@@ -10061,7 +10061,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
@@ -10103,7 +10103,7 @@ spec:
                 type: string
               limits:
                 description: Limits define the limitations such as buffer read batch
-                  size for all the vertices of a pipleine, will override pipeline
+                  size for all the vertices of a pipeline, will override pipeline
                   level settings
                 properties:
                   readBatchSize:
@@ -10187,12 +10187,12 @@ spec:
                     type: integer
                   replicasPerScale:
                     description: ReplicasPerScale defines maximum replicas can be
-                      scaled up or down at once. The is use to prevent too aggresive
+                      scaled up or down at once. The is use to prevent too aggressive
                       scaling operations
                     format: int32
                     type: integer
                   targetBufferUsage:
-                    description: TargetBufferUsage is used to define the target pencentage
+                    description: TargetBufferUsage is used to define the target percentage
                       of usage of the buffer to be read. A valid and meaningful value
                       should be less than the BufferUsageLimit defined in the Edge
                       spec (or Pipeline spec), for example, 50. It only applies to
@@ -10825,7 +10825,7 @@ spec:
                           format: int64
                           type: integer
                         bufferUsageLimit:
-                          description: BufferUsageLimit is used to define the pencentage
+                          description: BufferUsageLimit is used to define the percentage
                             of the buffer usage limit, a valid value should be less
                             than 100, for example, 85. It overrides the settings from
                             pipeline limits.
diff --git a/docs/APIs.md b/docs/APIs.md
index abf34912..f28992c1 100644
--- a/docs/APIs.md
+++ b/docs/APIs.md
@@ -229,7 +229,7 @@ ServiceAccountName to apply to the StatefulSet
 <em>(Optional)</em>
 <p>
 Limits define the limitations such as buffer read batch size for all the
-vertices of a pipleine, will override pipeline level settings
+vertices of a pipeline, will override pipeline level settings
 </p>
 </td>
 </tr>
@@ -639,7 +639,7 @@ overrides the settings from pipeline limits.
 <td>
 <em>(Optional)</em>
 <p>
-BufferUsageLimit is used to define the pencentage of the buffer usage
+BufferUsageLimit is used to define the percentage of the buffer usage
 limit, a valid value should be less than 100, for example, 85. It
 overrides the settings from pipeline limits.
 </p>
@@ -1399,8 +1399,8 @@ InterStepBufferServiceSpec </a> </em>
 <tr>
 <td>
 <code>redis</code></br> <em>
-<a href="#numaflow.numaproj.io/v1alpha1.RedisBuferService">
-RedisBuferService </a> </em>
+<a href="#numaflow.numaproj.io/v1alpha1.RedisBufferService">
+RedisBufferService </a> </em>
 </td>
 <td>
 </td>
@@ -1453,8 +1453,8 @@ Description
 <tr>
 <td>
 <code>redis</code></br> <em>
-<a href="#numaflow.numaproj.io/v1alpha1.RedisBuferService">
-RedisBuferService </a> </em>
+<a href="#numaflow.numaproj.io/v1alpha1.RedisBufferService">
+RedisBufferService </a> </em>
 </td>
 <td>
 </td>
@@ -2170,7 +2170,7 @@ NativeRedis
 </h3>
 <p>
 (<em>Appears on:</em>
-<a href="#numaflow.numaproj.io/v1alpha1.RedisBuferService">RedisBuferService</a>)
+<a href="#numaflow.numaproj.io/v1alpha1.RedisBufferService">RedisBufferService</a>)
 </p>
 <p>
 </p>
@@ -2551,7 +2551,7 @@ Lifecycle define the Lifecycle properties
 <em>(Optional)</em>
 <p>
 Limits define the limitations such as buffer read batch size for all the
-vertices of a pipleine, they could be overridden by each vertex’s
+vertices of a pipeline, they could be overridden by each vertex’s
 settings
 </p>
 </td>
@@ -2639,7 +2639,7 @@ be overridden by the settings in vertex limits.
 <td>
 <em>(Optional)</em>
 <p>
-BufferUsageLimit is used to define the pencentage of the buffer usage
+BufferUsageLimit is used to define the percentage of the buffer usage
 limit, a valid value should be less than 100, for example, 85. Only
 applies to UDF and Source vertice as only they do buffer write. It will
 be overridden by the settings in vertex limits.
@@ -2744,7 +2744,7 @@ Lifecycle define the Lifecycle properties
 <em>(Optional)</em>
 <p>
 Limits define the limitations such as buffer read batch size for all the
-vertices of a pipleine, they could be overridden by each vertex’s
+vertices of a pipeline, they could be overridden by each vertex’s
 settings
 </p>
 </td>
@@ -2853,8 +2853,8 @@ Kubernetes meta/v1.Time </a> </em>
 </tr>
 </tbody>
 </table>
-<h3 id="numaflow.numaproj.io/v1alpha1.RedisBuferService">
-RedisBuferService
+<h3 id="numaflow.numaproj.io/v1alpha1.RedisBufferService">
+RedisBufferService
 </h3>
 <p>
 (<em>Appears on:</em>
@@ -2906,7 +2906,7 @@ RedisConfig
 <p>
 (<em>Appears on:</em>
 <a href="#numaflow.numaproj.io/v1alpha1.BufferServiceConfig">BufferServiceConfig</a>,
-<a href="#numaflow.numaproj.io/v1alpha1.RedisBuferService">RedisBuferService</a>)
+<a href="#numaflow.numaproj.io/v1alpha1.RedisBufferService">RedisBufferService</a>)
 </p>
 <p>
 </p>
@@ -3177,7 +3177,7 @@ only effective for source vertices.
 <td>
 <em>(Optional)</em>
 <p>
-TargetBufferUsage is used to define the target pencentage of usage of
+TargetBufferUsage is used to define the target percentage of usage of
 the buffer to be read. A valid and meaningful value should be less than
 the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for
 example, 50. It only applies to UDF and Sink vertices as only they have
@@ -3193,7 +3193,7 @@ buffers to read.
 <em>(Optional)</em>
 <p>
 ReplicasPerScale defines maximum replicas can be scaled up or down at
-once. The is use to prevent too aggresive scaling operations
+once. The is use to prevent too aggressive scaling operations
 </p>
 </td>
 </tr>
diff --git a/docs/autoscaling.md b/docs/autoscaling.md
index 452b7d93..b6214fb5 100644
--- a/docs/autoscaling.md
+++ b/docs/autoscaling.md
@@ -39,10 +39,10 @@ spec:
 ```
 
 - `disabled` - Whether to disable Numaflow autoscaling, defaults to `false`.
-- `min` - Minimum replicas, valid value could be an interger >= 0. Defaults to `0`, which means it could be scaled down to 0.
-- `max` - Maximum replicas, positive interger which should not be less than `min`, defaults to `50`. if `max` and `min` are the same, that will be the fixed replica number.
+- `min` - Minimum replicas, valid value could be an integer >= 0. Defaults to `0`, which means it could be scaled down to 0.
+- `max` - Maximum replicas, positive integer which should not be less than `min`, defaults to `50`. if `max` and `min` are the same, that will be the fixed replica number.
 - `lookbackSeconds` - How many seconds to lookback for vertex average processing rate (tps) and pending messages calculation, defaults to `180`. Rate and pending messages metrics are critical for autoscaling, you might need to tune this parameter a bit to see better results. For example, your data source only have 1 minute data input in every 5 minutes, and you don't want the vertices to be scaled down to `0`. In this case, you need to increase `lookbackSeconds` to cover all the 5 minutes, so that the calculated average rate and pending messages won't be `0` during the silent period, to prevent scaling down to 0 from happening.
-- `cooldownSeconds` - After a scaling operation, how many seconds to wait before doing another scaling on the same vertex. This is to give some time for a vertex to stablize, defaults to 90 seconds.
+- `cooldownSeconds` - After a scaling operation, how many seconds to wait before doing another scaling on the same vertex. This is to give some time for a vertex to stabilize, defaults to 90 seconds.
 - `zeroReplicaSleepSeconds` - How many seconds it will wait after scaling down to `0`, defaults to `180`. Numaflow autoscaler periodically scales up a vertex pod to "peek" the incoming data, this is the period of time to wait before peeking.
 - `targetProcessingSeconds` - It is used to tune the aggressiveness of autoscaling for source vertices, it measures how fast you want the vertex to process all the pending messages, defaults to `20`. It is only effective for the `Source` vertices which support autoscaling, typically increasing the value leads to lower processing rate, thus less replicas.
 - `targetBufferUsage` - Targeted buffer usage percentage, defaults to `50`. It is only effective for `UDF` and `Sink` vertices, it also determines how aggressive you want to do for autoscaling, increasing the value will bring more replicas.
@@ -87,7 +87,7 @@ spec:
 
 With the configuration above, Kubernetes HPA controller will keep the target utilization of the pods of the Vertex at 50%.
 
-Kubernetes HPA autoscaling is usful for those Source vertice not able to count pending messages, such as [HTTP](sources/http.md).
+Kubernetes HPA autoscaling is useful for those Source vertices not able to count pending messages, such as [HTTP](sources/http.md).
 
 ### Third Party Autoscaling
 
diff --git a/docs/controller-configmap.md b/docs/controller-configmap.md
index 161d1b6e..0f4161ce 100644
--- a/docs/controller-configmap.md
+++ b/docs/controller-configmap.md
@@ -22,7 +22,7 @@ data:
 
 ### ISB Service Configuration
 
-One of the important configuration items in the ConfigMap is about [ISB Service](./inter-step-buffer-service.md). We currently use 3rd party technologies such as `JetStream` to implmement ISB Services, if those applications have new releases, to make them available in Numaflow, the new versions need to be added in the ConfigMap.
+One of the important configuration items in the ConfigMap is about [ISB Service](./inter-step-buffer-service.md). We currently use 3rd party technologies such as `JetStream` to implement ISB Services, if those applications have new releases, to make them available in Numaflow, the new versions need to be added in the ConfigMap.
 
 For example, there's a new `Nats JetStream` version `x.y.x` available, a new version configuration like below needs to be added before it can be referenced in the `InterStepBufferService` spec.
 
diff --git a/docs/inter-step-buffer-service.md b/docs/inter-step-buffer-service.md
index 9d8ace29..992ed102 100644
--- a/docs/inter-step-buffer-service.md
+++ b/docs/inter-step-buffer-service.md
@@ -129,7 +129,7 @@ Changing the buffer configuration either in the control plane ConfigMap or in th
 
 ### Encryption At Rest
 
-Encryption at rest can be enabled by setting `spec.jetstream.encryption: true`. Be aware this will impact the performace a bit, see the detail at [official doc](https://docs.nats.io/running-a-nats-service/nats_admin/jetstream_admin/encryption_at_rest).
+Encryption at rest can be enabled by setting `spec.jetstream.encryption: true`. Be aware this will impact the performance a bit, see the detail at [official doc](https://docs.nats.io/running-a-nats-service/nats_admin/jetstream_admin/encryption_at_rest).
 
 Once a JetStream ISB Service is created, toggling the `encryption` field will cause problem for the exiting messages, so if you want to change the value, please delete and recreate the ISB Service, and you also need to restart all the Vertex Pods to pick up the new credentials.
 
diff --git a/docs/pipeline-tuning.md b/docs/pipeline-tuning.md
index 09ed76d8..1dd8be73 100644
--- a/docs/pipeline-tuning.md
+++ b/docs/pipeline-tuning.md
@@ -4,7 +4,7 @@ For a data processing pipeline, each vertex keeps running the cycle of reading d
 
 - `readBatchSize` - How many messages to read for each cycle, defaults to `500`.
 - `bufferMaxLength` - How many unprocessed messages can be existing in the Inter-Step Buffer, defaults to `30000`.
-- `bufferUsageLimit` - The pencentage of the buffer usage limit, a valid number should be less than 100. Default value is `80`, which means `80%`.
+- `bufferUsageLimit` - The percentage of the buffer usage limit, a valid number should be less than 100. Default value is `80`, which means `80%`.
 
 These parameters can be customized under `spec.limits` as below, once defined, they apply to all the vertices and Inter-Step Buffers of the pipeline.
 
diff --git a/docs/releasing.md b/docs/releasing.md
index 6d568495..e840ea2c 100644
--- a/docs/releasing.md
+++ b/docs/releasing.md
@@ -12,5 +12,5 @@ Always create a release branch for the releases, for example branch `release-0.5
 1. Run `VERSION=v${x.y.z} make prepare-release` to update version in manifests, where `x.y.x` is the expected new version.
 1. Follow the output of last step, to confirm if all the changes are expected, and then run `VERSION=v${x.y.z} make release`.
 1. Follow the output, push a new tag to the release branch, Github actions will automatically build and publish the new release, this will take around 10 minutes.
-1. Test the new release, make sure everything is running as expected, and then recreate a `stable` tag against the lastest release.
+1. Test the new release, make sure everything is running as expected, and then recreate a `stable` tag against the latest release.
 1. Find the new release tag, and edit the release notes.
diff --git a/docs/specs/autoscaling.md b/docs/specs/autoscaling.md
index c3ba013d..7f1df48f 100644
--- a/docs/specs/autoscaling.md
+++ b/docs/specs/autoscaling.md
@@ -10,11 +10,11 @@ Pods management is done by vertex controller.
 
 ![Vertex Controller Reconciliation Loop](../assets/vertex_controller_loop.png)
 
-With `scale` subresource implemented, `vertex` object can be scaled by either horizontal or vetical pod autoscaling.
+With `scale` subresource implemented, `vertex` object can be scaled by either horizontal or vertical pod autoscaling.
 
 ## Numaflow Autoscaling
 
-The out of box Numaflow autoscaling is done by a `scaling` component running in the controller manager, you can find the source code [here](https://github.com/numaproj/numaflow/tree/main/controllers/vertex/scaling). The autoscaling strategy is implemented according to different type of vertices.
+The out of box Numaflow autoscaling is done by a `scaling` component running in the controller manager, you can find the source code [here](https://github.com/numaproj/numaflow/tree/main/pkg/reconciler/vertex/scaling). The autoscaling strategy is implemented according to different type of vertices.
 
 ## Source Vertices
 
@@ -53,13 +53,13 @@ We define a target available buffer length, and then calculate how many replicas
 
 Back pressure is considered during autoscaling (which is only available for Source and UDF vertices).
 
-We measure the back presure by defining a threshold of the buffer usage. For example, the total buffer length is 50000, buffer limit is 80%, and the back pressure threshold is 90%, if in the past period of time, the average pending messages is more than `36000 (50000 * 80% * 90%)`, we consider there's back pressure.
+We measure the back pressure by defining a threshold of the buffer usage. For example, the total buffer length is 50000, buffer limit is 80%, and the back pressure threshold is 90%, if in the past period of time, the average pending messages is more than `36000 (50000 * 80% * 90%)`, we consider there's back pressure.
 
 When the calculated desired replicas is greater than current replicas:
 
-1. For vetices which have back pressure from the directly connected vertices, instead of increasing the replica number, we decrease it by 1;
+1. For vertices which have back pressure from the directly connected vertices, instead of increasing the replica number, we decrease it by 1;
 2. For vertices which have back pressure in any of its downstream vertices, the replica number remains unchanged.
 
 ## Autoscaling Tuning
 
-Numaflow autoscaling can be tuned by updating some paramaters, find the details at the [doc](../autoscaling.md).
+Numaflow autoscaling can be tuned by updating some parameters, find the details at the [doc](../autoscaling.md).
diff --git a/examples/2-http-pipeline.yaml b/examples/2-http-pipeline.yaml
index c8e38ccf..38c35a06 100644
--- a/examples/2-http-pipeline.yaml
+++ b/examples/2-http-pipeline.yaml
@@ -11,7 +11,7 @@ spec:
           # Whether to create a ClusterIP Service, defaults to false
           service: true
           # Optional bearer token auth
-          # xxx examples should be self-contained and runable by the user
+          # xxx examples should be self-contained and runnable by the user
 #         auth:
 #           # A secret selector pointing to the secret contains token
 #           token:
diff --git a/pkg/apis/numaflow/v1alpha1/edge_types.go b/pkg/apis/numaflow/v1alpha1/edge_types.go
index 9d2b71eb..35e526d7 100644
--- a/pkg/apis/numaflow/v1alpha1/edge_types.go
+++ b/pkg/apis/numaflow/v1alpha1/edge_types.go
@@ -41,7 +41,7 @@ type EdgeLimits struct {
 	// It overrides the settings from pipeline limits.
 	// +optional
 	BufferMaxLength *uint64 `json:"bufferMaxLength,omitempty" protobuf:"varint,1,opt,name=bufferMaxLength"`
-	// BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
+	// BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
 	// It overrides the settings from pipeline limits.
 	// +optional
 	BufferUsageLimit *uint32 `json:"bufferUsageLimit,omitempty" protobuf:"varint,2,opt,name=bufferUsageLimit"`
diff --git a/pkg/apis/numaflow/v1alpha1/generated.pb.go b/pkg/apis/numaflow/v1alpha1/generated.pb.go
index e25a57f2..73d614d0 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.pb.go
+++ b/pkg/apis/numaflow/v1alpha1/generated.pb.go
@@ -1140,15 +1140,15 @@ func (m *PipelineStatus) XXX_DiscardUnknown() {
 
 var xxx_messageInfo_PipelineStatus proto.InternalMessageInfo
 
-func (m *RedisBuferService) Reset()      { *m = RedisBuferService{} }
-func (*RedisBuferService) ProtoMessage() {}
-func (*RedisBuferService) Descriptor() ([]byte, []int) {
+func (m *RedisBufferService) Reset()      { *m = RedisBufferService{} }
+func (*RedisBufferService) ProtoMessage() {}
+func (*RedisBufferService) Descriptor() ([]byte, []int) {
 	return fileDescriptor_9d0d1b17d3865563, []int{39}
 }
-func (m *RedisBuferService) XXX_Unmarshal(b []byte) error {
+func (m *RedisBufferService) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
 }
-func (m *RedisBuferService) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+func (m *RedisBufferService) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
 	b = b[:cap(b)]
 	n, err := m.MarshalToSizedBuffer(b)
 	if err != nil {
@@ -1156,17 +1156,17 @@ func (m *RedisBuferService) XXX_Marshal(b []byte, deterministic bool) ([]byte, e
 	}
 	return b[:n], nil
 }
-func (m *RedisBuferService) XXX_Merge(src proto.Message) {
-	xxx_messageInfo_RedisBuferService.Merge(m, src)
+func (m *RedisBufferService) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_RedisBufferService.Merge(m, src)
 }
-func (m *RedisBuferService) XXX_Size() int {
+func (m *RedisBufferService) XXX_Size() int {
 	return m.Size()
 }
-func (m *RedisBuferService) XXX_DiscardUnknown() {
-	xxx_messageInfo_RedisBuferService.DiscardUnknown(m)
+func (m *RedisBufferService) XXX_DiscardUnknown() {
+	xxx_messageInfo_RedisBufferService.DiscardUnknown(m)
 }
 
-var xxx_messageInfo_RedisBuferService proto.InternalMessageInfo
+var xxx_messageInfo_RedisBufferService proto.InternalMessageInfo
 
 func (m *RedisConfig) Reset()      { *m = RedisConfig{} }
 func (*RedisConfig) ProtoMessage() {}
@@ -1694,7 +1694,7 @@ func init() {
 	proto.RegisterType((*PipelineList)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.PipelineList")
 	proto.RegisterType((*PipelineSpec)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.PipelineSpec")
 	proto.RegisterType((*PipelineStatus)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.PipelineStatus")
-	proto.RegisterType((*RedisBuferService)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisBuferService")
+	proto.RegisterType((*RedisBufferService)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisBufferService")
 	proto.RegisterType((*RedisConfig)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisConfig")
 	proto.RegisterType((*RedisSettings)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisSettings")
 	proto.RegisterType((*Scale)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Scale")
@@ -1719,313 +1719,312 @@ func init() {
 }
 
 var fileDescriptor_9d0d1b17d3865563 = []byte{
-	// 4881 bytes of a gzipped FileDescriptorProto
-	0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xec, 0x5c, 0x5d, 0x6c, 0x24, 0x57,
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+	0xf6, 0xbd, 0x0c, 0x84, 0xc9, 0xc8, 0x73, 0xc6, 0xd6, 0x6f, 0x41, 0xa9, 0x47, 0x1f, 0xad, 0x33,
+	0x8b, 0x1e, 0x4d, 0xf2, 0x67, 0x26, 0xdb, 0x1a, 0x03, 0x03, 0xb4, 0x9a, 0x03, 0xfa, 0x53, 0x2e,
+	0x11, 0x28, 0xb4, 0xcd, 0x47, 0xba, 0x3b, 0x93, 0x04, 0x0a, 0x91, 0x7f, 0xcf, 0x51, 0x81, 0x82,
+	0x6c, 0x40, 0x85, 0xde, 0xa8, 0x7f, 0xf4, 0xe9, 0xe2, 0x53, 0x1f, 0x7f, 0xba, 0xf8, 0xd4, 0x27,
+	0x9f, 0x2e, 0x3e, 0xf5, 0x5b, 0x27, 0x8b, 0x99, 0x8f, 0x4e, 0x16, 0x33, 0x1f, 0x9f, 0x2c, 0x66,
+	0x3e, 0x39, 0x59, 0xcc, 0xfc, 0xcb, 0xc9, 0x62, 0xe6, 0xbb, 0xff, 0xba, 0xf8, 0xd4, 0x3b, 0x25,
+	0x1f, 0xed, 0x7f, 0x02, 0x00, 0x00, 0xff, 0xff, 0xd7, 0x10, 0x71, 0x5b, 0x22, 0x56, 0x00, 0x00,
 }
 
 func (m *AbstractVertex) Marshal() (dAtA []byte, err error) {
@@ -4636,7 +4635,7 @@ func (m *PipelineStatus) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	return len(dAtA) - i, nil
 }
 
-func (m *RedisBuferService) Marshal() (dAtA []byte, err error) {
+func (m *RedisBufferService) Marshal() (dAtA []byte, err error) {
 	size := m.Size()
 	dAtA = make([]byte, size)
 	n, err := m.MarshalToSizedBuffer(dAtA[:size])
@@ -4646,12 +4645,12 @@ func (m *RedisBuferService) Marshal() (dAtA []byte, err error) {
 	return dAtA[:n], nil
 }
 
-func (m *RedisBuferService) MarshalTo(dAtA []byte) (int, error) {
+func (m *RedisBufferService) MarshalTo(dAtA []byte) (int, error) {
 	size := m.Size()
 	return m.MarshalToSizedBuffer(dAtA[:size])
 }
 
-func (m *RedisBuferService) MarshalToSizedBuffer(dAtA []byte) (int, error) {
+func (m *RedisBufferService) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	i := len(dAtA)
 	_ = i
 	var l int
@@ -6554,7 +6553,7 @@ func (m *PipelineStatus) Size() (n int) {
 	return n
 }
 
-func (m *RedisBuferService) Size() (n int) {
+func (m *RedisBufferService) Size() (n int) {
 	if m == nil {
 		return 0
 	}
@@ -7314,7 +7313,7 @@ func (this *InterStepBufferServiceSpec) String() string {
 		return "nil"
 	}
 	s := strings.Join([]string{`&InterStepBufferServiceSpec{`,
-		`Redis:` + strings.Replace(this.Redis.String(), "RedisBuferService", "RedisBuferService", 1) + `,`,
+		`Redis:` + strings.Replace(this.Redis.String(), "RedisBufferService", "RedisBufferService", 1) + `,`,
 		`JetStream:` + strings.Replace(this.JetStream.String(), "JetStreamBufferService", "JetStreamBufferService", 1) + `,`,
 		`}`,
 	}, "")
@@ -7625,11 +7624,11 @@ func (this *PipelineStatus) String() string {
 	}, "")
 	return s
 }
-func (this *RedisBuferService) String() string {
+func (this *RedisBufferService) String() string {
 	if this == nil {
 		return "nil"
 	}
-	s := strings.Join([]string{`&RedisBuferService{`,
+	s := strings.Join([]string{`&RedisBufferService{`,
 		`Native:` + strings.Replace(this.Native.String(), "NativeRedis", "NativeRedis", 1) + `,`,
 		`External:` + strings.Replace(this.External.String(), "RedisConfig", "RedisConfig", 1) + `,`,
 		`}`,
@@ -12654,7 +12653,7 @@ func (m *InterStepBufferServiceSpec) Unmarshal(dAtA []byte) error {
 				return io.ErrUnexpectedEOF
 			}
 			if m.Redis == nil {
-				m.Redis = &RedisBuferService{}
+				m.Redis = &RedisBufferService{}
 			}
 			if err := m.Redis.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
 				return err
@@ -16589,7 +16588,7 @@ func (m *PipelineStatus) Unmarshal(dAtA []byte) error {
 	}
 	return nil
 }
-func (m *RedisBuferService) Unmarshal(dAtA []byte) error {
+func (m *RedisBufferService) Unmarshal(dAtA []byte) error {
 	l := len(dAtA)
 	iNdEx := 0
 	for iNdEx < l {
@@ -16612,10 +16611,10 @@ func (m *RedisBuferService) Unmarshal(dAtA []byte) error {
 		fieldNum := int32(wire >> 3)
 		wireType := int(wire & 0x7)
 		if wireType == 4 {
-			return fmt.Errorf("proto: RedisBuferService: wiretype end group for non-group")
+			return fmt.Errorf("proto: RedisBufferService: wiretype end group for non-group")
 		}
 		if fieldNum <= 0 {
-			return fmt.Errorf("proto: RedisBuferService: illegal tag %d (wire type %d)", fieldNum, wire)
+			return fmt.Errorf("proto: RedisBufferService: illegal tag %d (wire type %d)", fieldNum, wire)
 		}
 		switch fieldNum {
 		case 1:
diff --git a/pkg/apis/numaflow/v1alpha1/generated.proto b/pkg/apis/numaflow/v1alpha1/generated.proto
index e9e17030..c2e81a52 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.proto
+++ b/pkg/apis/numaflow/v1alpha1/generated.proto
@@ -105,7 +105,7 @@ message AbstractVertex {
   // +patchMergeKey=name
   repeated k8s.io.api.core.v1.Volume volumes = 16;
 
-  // Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings
+  // Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings
   // +optional
   optional VertexLimits limits = 17;
 
@@ -190,7 +190,7 @@ message EdgeLimits {
   // +optional
   optional uint64 bufferMaxLength = 1;
 
-  // BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
+  // BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
   // It overrides the settings from pipeline limits.
   // +optional
   optional uint32 bufferUsageLimit = 2;
@@ -378,7 +378,7 @@ message InterStepBufferServiceList {
 }
 
 message InterStepBufferServiceSpec {
-  optional RedisBuferService redis = 1;
+  optional RedisBufferService redis = 1;
 
   optional JetStreamBufferService jetstream = 2;
 }
@@ -713,7 +713,7 @@ message PipelineLimits {
   // +optional
   optional uint64 bufferMaxLength = 2;
 
-  // BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
+  // BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
   // Only applies to UDF and Source vertice as only they do buffer write.
   // It will be overridden by the settings in vertex limits.
   // +kubebuilder:default=80
@@ -750,7 +750,7 @@ message PipelineSpec {
   // +optional
   optional Lifecycle lifecycle = 4;
 
-  // Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, they could be overridden by each vertex's settings
+  // Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, they could be overridden by each vertex's settings
   // +kubebuilder:default={"readBatchSize": 500, "bufferMaxLength": 30000, "bufferUsageLimit": 80}
   // +optional
   optional PipelineLimits limits = 5;
@@ -781,7 +781,7 @@ message PipelineStatus {
   optional uint32 udfCount = 8;
 }
 
-message RedisBuferService {
+message RedisBufferService {
   // Native brings up a native Redis service
   optional NativeRedis native = 1;
 
@@ -865,14 +865,14 @@ message Scale {
   // +optional
   optional uint32 targetProcessingSeconds = 7;
 
-  // TargetBufferUsage is used to define the target pencentage of usage of the buffer to be read.
+  // TargetBufferUsage is used to define the target percentage of usage of the buffer to be read.
   // A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50.
   // It only applies to UDF and Sink vertices as only they have buffers to read.
   // +optional
   optional uint32 targetBufferUsage = 8;
 
   // ReplicasPerScale defines maximum replicas can be scaled up or down at once.
-  // The is use to prevent too aggresive scaling operations
+  // The is use to prevent too aggressive scaling operations
   // +optional
   optional uint32 replicasPerScale = 9;
 }
diff --git a/pkg/apis/numaflow/v1alpha1/isbsvc_types.go b/pkg/apis/numaflow/v1alpha1/isbsvc_types.go
index 5f4a08d7..86c5c648 100644
--- a/pkg/apis/numaflow/v1alpha1/isbsvc_types.go
+++ b/pkg/apis/numaflow/v1alpha1/isbsvc_types.go
@@ -74,7 +74,7 @@ type InterStepBufferServiceList struct {
 }
 
 type InterStepBufferServiceSpec struct {
-	Redis     *RedisBuferService      `json:"redis,omitempty" protobuf:"bytes,1,opt,name=redis"`
+	Redis     *RedisBufferService     `json:"redis,omitempty" protobuf:"bytes,1,opt,name=redis"`
 	JetStream *JetStreamBufferService `json:"jetstream,omitempty" protobuf:"bytes,2,opt,name=jetstream"`
 }
 
diff --git a/pkg/apis/numaflow/v1alpha1/openapi_generated.go b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
index de8b6268..12576b2a 100644
--- a/pkg/apis/numaflow/v1alpha1/openapi_generated.go
+++ b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
@@ -69,7 +69,7 @@ func GetOpenAPIDefinitions(ref common.ReferenceCallback) map[string]common.OpenA
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.PipelineList":                   schema_pkg_apis_numaflow_v1alpha1_PipelineList(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.PipelineSpec":                   schema_pkg_apis_numaflow_v1alpha1_PipelineSpec(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.PipelineStatus":                 schema_pkg_apis_numaflow_v1alpha1_PipelineStatus(ref),
-		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisBuferService":              schema_pkg_apis_numaflow_v1alpha1_RedisBuferService(ref),
+		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisBufferService":             schema_pkg_apis_numaflow_v1alpha1_RedisBufferService(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisConfig":                    schema_pkg_apis_numaflow_v1alpha1_RedisConfig(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisSettings":                  schema_pkg_apis_numaflow_v1alpha1_RedisSettings(ref),
 		"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.Scale":                          schema_pkg_apis_numaflow_v1alpha1_Scale(ref),
@@ -235,7 +235,7 @@ func schema_pkg_apis_numaflow_v1alpha1_AbstractVertex(ref common.ReferenceCallba
 					},
 					"limits": {
 						SchemaProps: spec.SchemaProps{
-							Description: "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings",
+							Description: "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings",
 							Ref:         ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLimits"),
 						},
 					},
@@ -515,7 +515,7 @@ func schema_pkg_apis_numaflow_v1alpha1_EdgeLimits(ref common.ReferenceCallback)
 					},
 					"bufferUsageLimit": {
 						SchemaProps: spec.SchemaProps{
-							Description: "BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85. It overrides the settings from pipeline limits.",
+							Description: "BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85. It overrides the settings from pipeline limits.",
 							Type:        []string{"integer"},
 							Format:      "int64",
 						},
@@ -1255,7 +1255,7 @@ func schema_pkg_apis_numaflow_v1alpha1_InterStepBufferServiceSpec(ref common.Ref
 				Properties: map[string]spec.Schema{
 					"redis": {
 						SchemaProps: spec.SchemaProps{
-							Ref: ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisBuferService"),
+							Ref: ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisBufferService"),
 						},
 					},
 					"jetstream": {
@@ -1267,7 +1267,7 @@ func schema_pkg_apis_numaflow_v1alpha1_InterStepBufferServiceSpec(ref common.Ref
 			},
 		},
 		Dependencies: []string{
-			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.JetStreamBufferService", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisBuferService"},
+			"github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.JetStreamBufferService", "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.RedisBufferService"},
 	}
 }
 
@@ -2007,7 +2007,7 @@ func schema_pkg_apis_numaflow_v1alpha1_PipelineLimits(ref common.ReferenceCallba
 					},
 					"bufferUsageLimit": {
 						SchemaProps: spec.SchemaProps{
-							Description: "BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85. Only applies to UDF and Source vertice as only they do buffer write. It will be overridden by the settings in vertex limits.",
+							Description: "BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85. Only applies to UDF and Source vertice as only they do buffer write. It will be overridden by the settings in vertex limits.",
 							Type:        []string{"integer"},
 							Format:      "int64",
 						},
@@ -2128,7 +2128,7 @@ func schema_pkg_apis_numaflow_v1alpha1_PipelineSpec(ref common.ReferenceCallback
 					},
 					"limits": {
 						SchemaProps: spec.SchemaProps{
-							Description: "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, they could be overridden by each vertex's settings",
+							Description: "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, they could be overridden by each vertex's settings",
 							Ref:         ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.PipelineLimits"),
 						},
 					},
@@ -2223,7 +2223,7 @@ func schema_pkg_apis_numaflow_v1alpha1_PipelineStatus(ref common.ReferenceCallba
 	}
 }
 
-func schema_pkg_apis_numaflow_v1alpha1_RedisBuferService(ref common.ReferenceCallback) common.OpenAPIDefinition {
+func schema_pkg_apis_numaflow_v1alpha1_RedisBufferService(ref common.ReferenceCallback) common.OpenAPIDefinition {
 	return common.OpenAPIDefinition{
 		Schema: spec.Schema{
 			SchemaProps: spec.SchemaProps{
@@ -2400,14 +2400,14 @@ func schema_pkg_apis_numaflow_v1alpha1_Scale(ref common.ReferenceCallback) commo
 					},
 					"targetBufferUsage": {
 						SchemaProps: spec.SchemaProps{
-							Description: "TargetBufferUsage is used to define the target pencentage of usage of the buffer to be read. A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50. It only applies to UDF and Sink vertices as only they have buffers to read.",
+							Description: "TargetBufferUsage is used to define the target percentage of usage of the buffer to be read. A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50. It only applies to UDF and Sink vertices as only they have buffers to read.",
 							Type:        []string{"integer"},
 							Format:      "int64",
 						},
 					},
 					"replicasPerScale": {
 						SchemaProps: spec.SchemaProps{
-							Description: "ReplicasPerScale defines maximum replicas can be scaled up or down at once. The is use to prevent too aggresive scaling operations",
+							Description: "ReplicasPerScale defines maximum replicas can be scaled up or down at once. The is use to prevent too aggressive scaling operations",
 							Type:        []string{"integer"},
 							Format:      "int64",
 						},
@@ -2896,7 +2896,7 @@ func schema_pkg_apis_numaflow_v1alpha1_VertexSpec(ref common.ReferenceCallback)
 					},
 					"limits": {
 						SchemaProps: spec.SchemaProps{
-							Description: "Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings",
+							Description: "Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings",
 							Ref:         ref("github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1.VertexLimits"),
 						},
 					},
diff --git a/pkg/apis/numaflow/v1alpha1/pipeline_types.go b/pkg/apis/numaflow/v1alpha1/pipeline_types.go
index 5ae464cd..8af051b5 100644
--- a/pkg/apis/numaflow/v1alpha1/pipeline_types.go
+++ b/pkg/apis/numaflow/v1alpha1/pipeline_types.go
@@ -354,7 +354,7 @@ type PipelineSpec struct {
 	// +kubebuilder:default={"deleteGracePeriodSeconds": 30, "desiredPhase": Running}
 	// +optional
 	Lifecycle Lifecycle `json:"lifecycle,omitempty" protobuf:"bytes,4,opt,name=lifecycle"`
-	// Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, they could be overridden by each vertex's settings
+	// Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, they could be overridden by each vertex's settings
 	// +kubebuilder:default={"readBatchSize": 500, "bufferMaxLength": 30000, "bufferUsageLimit": 80}
 	// +optional
 	Limits *PipelineLimits `json:"limits,omitempty" protobuf:"bytes,5,opt,name=limits"`
@@ -396,7 +396,7 @@ type PipelineLimits struct {
 	// +kubebuilder:default=50000
 	// +optional
 	BufferMaxLength *uint64 `json:"bufferMaxLength,omitempty" protobuf:"varint,2,opt,name=bufferMaxLength"`
-	// BufferUsageLimit is used to define the pencentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
+	// BufferUsageLimit is used to define the percentage of the buffer usage limit, a valid value should be less than 100, for example, 85.
 	// Only applies to UDF and Source vertice as only they do buffer write.
 	// It will be overridden by the settings in vertex limits.
 	// +kubebuilder:default=80
diff --git a/pkg/apis/numaflow/v1alpha1/redis_buffer_service.go b/pkg/apis/numaflow/v1alpha1/redis_buffer_service.go
index 16b8feaf..2f4dcb83 100644
--- a/pkg/apis/numaflow/v1alpha1/redis_buffer_service.go
+++ b/pkg/apis/numaflow/v1alpha1/redis_buffer_service.go
@@ -9,7 +9,7 @@ import (
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 )
 
-type RedisBuferService struct {
+type RedisBufferService struct {
 	// Native brings up a native Redis service
 	Native *NativeRedis `json:"native,omitempty" protobuf:"bytes,1,opt,name=native"`
 	// External holds an External Redis config
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types.go b/pkg/apis/numaflow/v1alpha1/vertex_types.go
index f9126dc3..59ae5f72 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types.go
@@ -392,7 +392,7 @@ type AbstractVertex struct {
 	// +patchStrategy=merge
 	// +patchMergeKey=name
 	Volumes []corev1.Volume `json:"volumes,omitempty" patchStrategy:"merge" patchMergeKey:"name" protobuf:"bytes,16,rep,name=volumes"`
-	// Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings
+	// Limits define the limitations such as buffer read batch size for all the vertices of a pipeline, will override pipeline level settings
 	// +optional
 	Limits *VertexLimits `json:"limits,omitempty" protobuf:"bytes,17,opt,name=limits"`
 	// Settings for autoscaling
@@ -425,13 +425,13 @@ type Scale struct {
 	// rate, thus less replicas. It's only effective for source vertices.
 	// +optional
 	TargetProcessingSeconds *uint32 `json:"targetProcessingSeconds,omitempty" protobuf:"varint,7,opt,name=targetProcessingSeconds"`
-	// TargetBufferUsage is used to define the target pencentage of usage of the buffer to be read.
+	// TargetBufferUsage is used to define the target percentage of usage of the buffer to be read.
 	// A valid and meaningful value should be less than the BufferUsageLimit defined in the Edge spec (or Pipeline spec), for example, 50.
 	// It only applies to UDF and Sink vertices as only they have buffers to read.
 	// +optional
 	TargetBufferUsage *uint32 `json:"targetBufferUsage,omitempty" protobuf:"varint,8,opt,name=targetBufferUsage"`
 	// ReplicasPerScale defines maximum replicas can be scaled up or down at once.
-	// The is use to prevent too aggresive scaling operations
+	// The is use to prevent too aggressive scaling operations
 	// +optional
 	ReplicasPerScale *uint32 `json:"replicasPerScale,omitempty" protobuf:"varint,9,opt,name=replicasPerScale"`
 }
diff --git a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
index 78589727..3336cc45 100644
--- a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
+++ b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
@@ -648,7 +648,7 @@ func (in *InterStepBufferServiceSpec) DeepCopyInto(out *InterStepBufferServiceSp
 	*out = *in
 	if in.Redis != nil {
 		in, out := &in.Redis, &out.Redis
-		*out = new(RedisBuferService)
+		*out = new(RedisBufferService)
 		(*in).DeepCopyInto(*out)
 	}
 	if in.JetStream != nil {
@@ -1237,7 +1237,7 @@ func (in *PipelineStatus) DeepCopy() *PipelineStatus {
 }
 
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
-func (in *RedisBuferService) DeepCopyInto(out *RedisBuferService) {
+func (in *RedisBufferService) DeepCopyInto(out *RedisBufferService) {
 	*out = *in
 	if in.Native != nil {
 		in, out := &in.Native, &out.Native
@@ -1252,12 +1252,12 @@ func (in *RedisBuferService) DeepCopyInto(out *RedisBuferService) {
 	return
 }
 
-// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new RedisBuferService.
-func (in *RedisBuferService) DeepCopy() *RedisBuferService {
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new RedisBufferService.
+func (in *RedisBufferService) DeepCopy() *RedisBufferService {
 	if in == nil {
 		return nil
 	}
-	out := new(RedisBuferService)
+	out := new(RedisBufferService)
 	in.DeepCopyInto(out)
 	return out
 }


Test patch:
diff --git a/pkg/reconciler/isbsvc/controller_test.go b/pkg/reconciler/isbsvc/controller_test.go
index fe027e37..13ff7ea9 100644
--- a/pkg/reconciler/isbsvc/controller_test.go
+++ b/pkg/reconciler/isbsvc/controller_test.go
@@ -37,7 +37,7 @@ var (
 			Name:      testISBSvcName,
 		},
 		Spec: dfv1.InterStepBufferServiceSpec{
-			Redis: &dfv1.RedisBuferService{
+			Redis: &dfv1.RedisBufferService{
 				Native: &dfv1.NativeRedis{
 					Version: testVersion,
 				},
diff --git a/pkg/reconciler/isbsvc/installer/installer_test.go b/pkg/reconciler/isbsvc/installer/installer_test.go
index ac9b57a3..7f542889 100644
--- a/pkg/reconciler/isbsvc/installer/installer_test.go
+++ b/pkg/reconciler/isbsvc/installer/installer_test.go
@@ -36,7 +36,7 @@ var (
 			Name:      testISBSName,
 		},
 		Spec: dfv1.InterStepBufferServiceSpec{
-			Redis: &dfv1.RedisBuferService{
+			Redis: &dfv1.RedisBufferService{
 				Native: &dfv1.NativeRedis{
 					Version: testVersion,
 				},
@@ -63,7 +63,7 @@ var (
 		},
 		Spec: dfv1.InterStepBufferServiceSpec{
 
-			Redis: &dfv1.RedisBuferService{
+			Redis: &dfv1.RedisBufferService{
 				External: &dfv1.RedisConfig{
 					URL: "xxxxx",
 				},
diff --git a/pkg/reconciler/isbsvc/validate_test.go b/pkg/reconciler/isbsvc/validate_test.go
index 97ffda50..e9acc61d 100644
--- a/pkg/reconciler/isbsvc/validate_test.go
+++ b/pkg/reconciler/isbsvc/validate_test.go
@@ -15,7 +15,7 @@ var (
 			Name:      dfv1.DefaultISBSvcName,
 		},
 		Spec: dfv1.InterStepBufferServiceSpec{
-			Redis: &dfv1.RedisBuferService{
+			Redis: &dfv1.RedisBufferService{
 				Native: &dfv1.NativeRedis{
 					Version: "6.2.6",
 				},
diff --git a/pkg/reconciler/pipeline/controller_test.go b/pkg/reconciler/pipeline/controller_test.go
index 0907da5a..f153939f 100644
--- a/pkg/reconciler/pipeline/controller_test.go
+++ b/pkg/reconciler/pipeline/controller_test.go
@@ -36,7 +36,7 @@ var (
 			Name:      dfv1.DefaultISBSvcName,
 		},
 		Spec: dfv1.InterStepBufferServiceSpec{
-			Redis: &dfv1.RedisBuferService{
+			Redis: &dfv1.RedisBufferService{
 				Native: &dfv1.NativeRedis{
 					Version: testVersion,
 				},
diff --git a/pkg/reconciler/vertex/controller_test.go b/pkg/reconciler/vertex/controller_test.go
index 6e0a60cd..ffeb3be9 100644
--- a/pkg/reconciler/vertex/controller_test.go
+++ b/pkg/reconciler/vertex/controller_test.go
@@ -39,7 +39,7 @@ var (
 			Name:      dfv1.DefaultISBSvcName,
 		},
 		Spec: dfv1.InterStepBufferServiceSpec{
-			Redis: &dfv1.RedisBuferService{
+			Redis: &dfv1.RedisBufferService{
 				Native: &dfv1.NativeRedis{
 					Version: testVersion,
 				},
diff --git a/test/sdks-e2e/README.md b/test/sdks-e2e/README.md
index 7b1d42a3..3141cef5 100644
--- a/test/sdks-e2e/README.md
+++ b/test/sdks-e2e/README.md
@@ -4,4 +4,4 @@ Each SDK is supposed to implement:
 
 1. A `flatmap` UDF example, which splits the input message with `,`, and return a list. Build a docker image `quay.io/numaio/flatmap-example:${language}` and push to `quay.io`;
    
-2. A `simplesink` UDSink example, which prints out origal message in pod logs. Build a docker image `quay.io/numaio/simplesink-example:${language}` and push to `quay.io`.
+2. A `simplesink` UDSink example, which prints out original message in pod logs. Build a docker image `quay.io/numaio/simplesink-example:${language}` and push to `quay.io`.