diff --git a/api/v1alpha1/generated.pb.go b/api/v1alpha1/generated.pb.go
index bfde884a..bbcf2623 100644
--- a/api/v1alpha1/generated.pb.go
+++ b/api/v1alpha1/generated.pb.go
@@ -1075,180 +1075,181 @@ func init() {
 }
 
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+	0xd1, 0x9f, 0x2c, 0x58, 0x8e, 0x33, 0xec, 0x3b, 0x49, 0x91, 0x9d, 0x39, 0x89, 0x60, 0x8e, 0xd3,
+	0x53, 0xcd, 0xe6, 0xaf, 0x9a, 0x07, 0xe3, 0xbc, 0xf2, 0xec, 0x9c, 0x04, 0x4f, 0x0c, 0x0a, 0xfd,
+	0xd1, 0x82, 0x45, 0x91, 0x04, 0x93, 0x51, 0xaa, 0x14, 0xfb, 0xfe, 0xdc, 0xa3, 0xcc, 0x60, 0xaa,
+	0x31, 0x3e, 0x6f, 0x96, 0x72, 0xa2, 0x9a, 0x3a, 0xc0, 0xdc, 0x68, 0x56, 0x3e, 0xb3, 0xe0, 0xe9,
+	0x29, 0x13, 0x9e, 0xb2, 0xc0, 0x3f, 0xc8, 0x1f, 0x4a, 0xb6, 0xe6, 0x3e, 0x2f, 0x65, 0xdf, 0x0d,
+	0x7e, 0x6b, 0xc1, 0x95, 0x73, 0x33, 0xfa, 0x9e, 0x07, 0xe1, 0xdc, 0x07, 0xf3, 0xa6, 0x7a, 0xb1,
+	0x7b, 0xc7, 0x78, 0x7c, 0xd0, 0x26, 0xfc, 0x70, 0x72, 0xb3, 0x75, 0x94, 0x18, 0x1b, 0xbd, 0x53,
+	0x82, 0x42, 0xb7, 0xd5, 0x69, 0x36, 0x1e, 0x7e, 0xb3, 0x7a, 0xe9, 0xab, 0x6f, 0x56, 0x2f, 0x7d,
+	0xfd, 0xcd, 0xea, 0xa5, 0x4f, 0x4f, 0x57, 0xad, 0x87, 0xa7, 0xab, 0xd6, 0x57, 0xa7, 0xab, 0xd6,
+	0xd7, 0xa7, 0xab, 0xd6, 0xdf, 0x4f, 0x57, 0xad, 0xcf, 0xbf, 0x5d, 0xbd, 0xf4, 0x8b, 0xaa, 0x19,
+	0xe6, 0x7f, 0x02, 0x00, 0x00, 0xff, 0xff, 0x5f, 0xef, 0x95, 0x4c, 0xc4, 0x25, 0x00, 0x00,
 }
 
 func (m *Cat) Marshal() (dAtA []byte, err error) {
@@ -2445,6 +2446,11 @@ func (m *Source) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	_ = i
 	var l int
 	_ = l
+	i -= len(m.RetryPolicy)
+	copy(dAtA[i:], m.RetryPolicy)
+	i = encodeVarintGenerated(dAtA, i, uint64(len(m.RetryPolicy)))
+	i--
+	dAtA[i] = 0x32
 	if m.HTTP != nil {
 		{
 			size, err := m.HTTP.MarshalToSizedBuffer(dAtA[:i])
@@ -3609,6 +3615,8 @@ func (m *Source) Size() (n int) {
 		l = m.HTTP.Size()
 		n += 1 + l + sovGenerated(uint64(l))
 	}
+	l = len(m.RetryPolicy)
+	n += 1 + l + sovGenerated(uint64(l))
 	return n
 }
 
@@ -4206,6 +4214,7 @@ func (this *Source) String() string {
 		`STAN:` + strings.Replace(this.STAN.String(), "STAN", "STAN", 1) + `,`,
 		`Kafka:` + strings.Replace(this.Kafka.String(), "Kafka", "Kafka", 1) + `,`,
 		`HTTP:` + strings.Replace(this.HTTP.String(), "HTTPSource", "HTTPSource", 1) + `,`,
+		`RetryPolicy:` + fmt.Sprintf("%v", this.RetryPolicy) + `,`,
 		`}`,
 	}, "")
 	return s
@@ -8332,6 +8341,38 @@ func (m *Source) Unmarshal(dAtA []byte) error {
 				return err
 			}
 			iNdEx = postIndex
+		case 6:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field RetryPolicy", wireType)
+			}
+			var stringLen uint64
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowGenerated
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				stringLen |= uint64(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			intStringLen := int(stringLen)
+			if intStringLen < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			postIndex := iNdEx + intStringLen
+			if postIndex < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			if postIndex > l {
+				return io.ErrUnexpectedEOF
+			}
+			m.RetryPolicy = RetryPolicy(dAtA[iNdEx:postIndex])
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipGenerated(dAtA[iNdEx:])
diff --git a/api/v1alpha1/generated.proto b/api/v1alpha1/generated.proto
index 46a50977..b0e801ac 100644
--- a/api/v1alpha1/generated.proto
+++ b/api/v1alpha1/generated.proto
@@ -259,6 +259,9 @@ message Source {
   optional Kafka kafka = 4;
 
   optional HTTPSource http = 5;
+
+  // +kubebuilder:default=Never
+  optional string retryPolicy = 6;
 }
 
 message SourceStatus {
diff --git a/api/v1alpha1/retry_policy.go b/api/v1alpha1/retry_policy.go
new file mode 100644
index 00000000..a8498421
--- /dev/null
+++ b/api/v1alpha1/retry_policy.go
@@ -0,0 +1,9 @@
+package v1alpha1
+
+// +kubebuilder:validation:Enum=Always;Never
+type RetryPolicy string
+
+const (
+	RetryNever  RetryPolicy = "Never"
+	RetryAlways RetryPolicy = "Always"
+)
diff --git a/api/v1alpha1/source.go b/api/v1alpha1/source.go
index bf590039..5856358a 100644
--- a/api/v1alpha1/source.go
+++ b/api/v1alpha1/source.go
@@ -7,4 +7,6 @@ type Source struct {
 	STAN  *STAN       `json:"stan,omitempty" protobuf:"bytes,3,opt,name=stan"`
 	Kafka *Kafka      `json:"kafka,omitempty" protobuf:"bytes,4,opt,name=kafka"`
 	HTTP  *HTTPSource `json:"http,omitempty" protobuf:"bytes,5,opt,name=http"`
+	// +kubebuilder:default=Never
+	RetryPolicy RetryPolicy `json:"retryPolicy,omitempty" protobuf:"bytes,6,opt,name=retryPolicy,casttype=RetryPolicy"`
 }
diff --git a/config/ci.yaml b/config/ci.yaml
index 0607dd8e..ff1daad5 100644
--- a/config/ci.yaml
+++ b/config/ci.yaml
@@ -820,6 +820,12 @@ spec:
                           name:
                             default: default
                             type: string
+                          retryPolicy:
+                            default: Never
+                            enum:
+                            - Always
+                            - Never
+                            type: string
                           stan:
                             properties:
                               clusterId:
@@ -2670,6 +2676,12 @@ spec:
                     name:
                       default: default
                       type: string
+                    retryPolicy:
+                      default: Never
+                      enum:
+                      - Always
+                      - Never
+                      type: string
                     stan:
                       properties:
                         clusterId:
diff --git a/config/crd/bases/dataflow.argoproj.io_pipelines.yaml b/config/crd/bases/dataflow.argoproj.io_pipelines.yaml
index c0da17e9..de1118da 100644
--- a/config/crd/bases/dataflow.argoproj.io_pipelines.yaml
+++ b/config/crd/bases/dataflow.argoproj.io_pipelines.yaml
@@ -1186,6 +1186,12 @@ spec:
                           name:
                             default: default
                             type: string
+                          retryPolicy:
+                            default: Never
+                            enum:
+                            - Always
+                            - Never
+                            type: string
                           stan:
                             properties:
                               clusterId:
diff --git a/config/crd/bases/dataflow.argoproj.io_steps.yaml b/config/crd/bases/dataflow.argoproj.io_steps.yaml
index 16312c89..ed1a0759 100644
--- a/config/crd/bases/dataflow.argoproj.io_steps.yaml
+++ b/config/crd/bases/dataflow.argoproj.io_steps.yaml
@@ -1146,6 +1146,12 @@ spec:
                     name:
                       default: default
                       type: string
+                    retryPolicy:
+                      default: Never
+                      enum:
+                      - Always
+                      - Never
+                      type: string
                     stan:
                       properties:
                         clusterId:
diff --git a/config/default.yaml b/config/default.yaml
index bbd6715a..61273b06 100644
--- a/config/default.yaml
+++ b/config/default.yaml
@@ -820,6 +820,12 @@ spec:
                           name:
                             default: default
                             type: string
+                          retryPolicy:
+                            default: Never
+                            enum:
+                            - Always
+                            - Never
+                            type: string
                           stan:
                             properties:
                               clusterId:
@@ -2670,6 +2676,12 @@ spec:
                     name:
                       default: default
                       type: string
+                    retryPolicy:
+                      default: Never
+                      enum:
+                      - Always
+                      - Never
+                      type: string
                     stan:
                       properties:
                         clusterId:
diff --git a/config/dev.yaml b/config/dev.yaml
index d934334e..7fb3fbf1 100644
--- a/config/dev.yaml
+++ b/config/dev.yaml
@@ -820,6 +820,12 @@ spec:
                           name:
                             default: default
                             type: string
+                          retryPolicy:
+                            default: Never
+                            enum:
+                            - Always
+                            - Never
+                            type: string
                           stan:
                             properties:
                               clusterId:
@@ -2670,6 +2676,12 @@ spec:
                     name:
                       default: default
                       type: string
+                    retryPolicy:
+                      default: Never
+                      enum:
+                      - Always
+                      - Never
+                      type: string
                     stan:
                       properties:
                         clusterId:
diff --git a/config/quick-start.yaml b/config/quick-start.yaml
index 7c737f6e..0f2e700b 100644
--- a/config/quick-start.yaml
+++ b/config/quick-start.yaml
@@ -820,6 +820,12 @@ spec:
                           name:
                             default: default
                             type: string
+                          retryPolicy:
+                            default: Never
+                            enum:
+                            - Always
+                            - Never
+                            type: string
                           stan:
                             properties:
                               clusterId:
@@ -2670,6 +2676,12 @@ spec:
                     name:
                       default: default
                       type: string
+                    retryPolicy:
+                      default: Never
+                      enum:
+                      - Always
+                      - Never
+                      type: string
                     stan:
                       properties:
                         clusterId:
diff --git a/docs/EXAMPLES.md b/docs/EXAMPLES.md
index 09717c30..9f267d36 100644
--- a/docs/EXAMPLES.md
+++ b/docs/EXAMPLES.md
@@ -94,7 +94,7 @@ kubectl apply -f https://raw.githubusercontent.com/argoproj-labs/argo-dataflow/m
 
 ### [103-scaling](https://raw.githubusercontent.com/argoproj-labs/argo-dataflow/main/examples/103-scaling-pipeline.yaml)
 
-      This is an example of having multiple replicas for a single step.
+This is an example of having multiple replicas for a single step.
 
 Steps can be manually scaled using `kubectl`:
 
@@ -265,10 +265,9 @@ This logs the message.
 kubectl apply -f https://raw.githubusercontent.com/argoproj-labs/argo-dataflow/main/examples/301-cron-log-pipeline.yaml
 ```
 
-### [erroring](https://raw.githubusercontent.com/argoproj-labs/argo-dataflow/main/examples/301-erroring-pipeline.yaml)
-
-This example creates errors randomly
+### [301-erroring](https://raw.githubusercontent.com/argoproj-labs/argo-dataflow/main/examples/301-erroring-pipeline.yaml)
 
+This example showcases retry policies.
 
 ```
 kubectl apply -f https://raw.githubusercontent.com/argoproj-labs/argo-dataflow/main/examples/301-erroring-pipeline.yaml
diff --git a/dsls/python/__init__.py b/dsls/python/__init__.py
index e6deb324..7ea5cce8 100644
--- a/dsls/python/__init__.py
+++ b/dsls/python/__init__.py
@@ -1,9 +1,10 @@
+import getpass
 import inspect
 import yaml
 
 DEFAULT_RUNTIME = 'python3-9'
-
 GROUPS_VOLUME_NAME = 'groups'
+USER = getpass.getuser()
 
 
 def str_presenter(dumper, data):
@@ -20,11 +21,15 @@ def __init__(self, name):
         self._name = name
         self._annotations = {}
         self._steps = []
+        self.owner(USER)
 
     def annotate(self, name, value):
         self._annotations[name] = value
         return self
 
+    def owner(self, value):
+        return self.annotate('dataflow.argoproj.io/owner', value)
+
     def describe(self, value):
         return self.annotate('dataflow.argoproj.io/description', value)
 
@@ -324,13 +329,16 @@ def dump(self):
 
 
 class Source:
-    def __init__(self, name=None):
+    def __init__(self, name=None, retryPolicy=None):
         self._name = name
+        self._retryPolicy = retryPolicy
 
     def dump(self):
         x = {}
         if self._name:
             x['name'] = self._name
+        if self._retryPolicy:
+            x['retryPolicy'] = self._retryPolicy
         return x
 
     def cat(self, name):
@@ -400,22 +408,23 @@ def map(name, map):
 
 
 class CronSource(Source):
-    def __init__(self, schedule, layout, name=None):
-        super().__init__(name)
+    def __init__(self, schedule, layout, name=None, retryPolicy=None):
+        super().__init__(name=name, retryPolicy=retryPolicy)
         self._schedule = schedule
         self._layout = layout
 
     def dump(self):
         x = super().dump()
-        x['schedule'] = self._schedule
+        y = {'schedule': self._schedule}
         if self._layout:
-            x['layout'] = self._layout
-        return {'cron': x}
+            y['layout'] = self._layout
+        x['cron'] = y
+        return x
 
 
 class HTTPSource(Source):
-    def __init__(self, name=None):
-        super().__init__(name)
+    def __init__(self, name=None, retryPolicy=None):
+        super().__init__(name=name, retryPolicy=retryPolicy)
 
     def dump(self):
         x = super().dump()
@@ -424,8 +433,8 @@ def dump(self):
 
 
 class KafkaSource(Source):
-    def __init__(self, topic, parallel=None, name=None):
-        super().__init__(name)
+    def __init__(self, topic, parallel=None, name=None, retryPolicy=None):
+        super().__init__(name=name, retryPolicy=retryPolicy)
         self._topic = topic
         self._parallel = parallel
 
@@ -438,27 +447,31 @@ def dump(self):
 
 
 class STANSource(Source):
-    def __init__(self, subject, name=None):
-        super().__init__(name)
+    def __init__(self, subject, name=None, parallel=None, retryPolicy=None):
+        super().__init__(name=name, retryPolicy=retryPolicy)
         self._subject = subject
+        self._parallel = parallel
 
     def dump(self):
         x = super().dump()
-        x['stan'] = {'subject': self._subject}
+        y = {'subject': self._subject}
+        if self._parallel:
+            y['parallel'] = self._parallel
+            x['stan'] = y
         return x
 
 
-def cron(schedule, layout=None, name=None):
-    return CronSource(schedule, layout=layout, name=name)
+def cron(schedule, layout=None, name=None, retryPolicy=None):
+    return CronSource(schedule, layout=layout, name=name, retryPolicy=retryPolicy)
 
 
-def http(name=None):
-    return HTTPSource(name=name)
+def http(name=None, retryPolicy=None):
+    return HTTPSource(name=name, retryPolicy=retryPolicy)
 
 
-def kafka(topic, parallel=None, name=None):
-    return KafkaSource(topic, parallel, name=name)
+def kafka(topic, parallel=None, name=None, retryPolicy=None):
+    return KafkaSource(topic, parallel, name=name, retryPolicy=retryPolicy)
 
 
-def stan(subject, name=None):
-    return STANSource(subject, name=name)
+def stan(subject, name=None, parallel=None, retryPolicy=None):
+    return STANSource(subject, name=name, parallel=parallel, retryPolicy=retryPolicy)
diff --git a/examples/101-hello-pipeline.py b/examples/101-hello-pipeline.py
index cc3e886f..ac70a3c9 100644
--- a/examples/101-hello-pipeline.py
+++ b/examples/101-hello-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("101-hello")
+     .owner('argoproj-labs')
      .describe("""This is the hello world of pipelines.
 
 It uses a cron schedule as a source and then just cat the message to a log""")
diff --git a/examples/101-hello-pipeline.yaml b/examples/101-hello-pipeline.yaml
index 09430435..2caf831e 100644
--- a/examples/101-hello-pipeline.yaml
+++ b/examples/101-hello-pipeline.yaml
@@ -6,6 +6,7 @@ metadata:
       This is the hello world of pipelines.
 
       It uses a cron schedule as a source and then just cat the message to a log
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/test: 'true'
   name: 101-hello
 spec:
diff --git a/examples/101-two-node-pipeline.py b/examples/101-two-node-pipeline.py
index 631ac8b3..f868bd29 100644
--- a/examples/101-two-node-pipeline.py
+++ b/examples/101-two-node-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("101-two-node")
+     .owner('argoproj-labs')
      .describe("""This example shows a example of having two nodes in a pipeline.
 
 While they read from Kafka, they are connected by a NATS Streaming subject.""")
diff --git a/examples/101-two-node-pipeline.yaml b/examples/101-two-node-pipeline.yaml
index 18fb9d99..833971c3 100644
--- a/examples/101-two-node-pipeline.yaml
+++ b/examples/101-two-node-pipeline.yaml
@@ -6,6 +6,7 @@ metadata:
       This example shows a example of having two nodes in a pipeline.
 
       While they read from Kafka, they are connected by a NATS Streaming subject.
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 101-two-node
 spec:
   steps:
@@ -23,5 +24,4 @@ spec:
     - kafka:
         topic: output-topic
     sources:
-    - stan:
-        subject: a-b
+    - {}
diff --git a/examples/102-filter-pipeline.py b/examples/102-filter-pipeline.py
index 17328d50..60e62f07 100644
--- a/examples/102-filter-pipeline.py
+++ b/examples/102-filter-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("102-filter")
+     .owner('argoproj-labs')
      .describe("""This is an example of built-in filtering.
 
 Filters are written using expression syntax and must return a boolean.
diff --git a/examples/102-filter-pipeline.yaml b/examples/102-filter-pipeline.yaml
index 9d7b0b2d..5c8392bb 100644
--- a/examples/102-filter-pipeline.yaml
+++ b/examples/102-filter-pipeline.yaml
@@ -10,6 +10,7 @@ metadata:
       They have a single variable, `msg`, which is a byte array.
 
       [Learn about expressions](../docs/EXPRESSIONS.md)
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 102-filter
 spec:
   steps:
diff --git a/examples/102-flatten-expand-pipeline.py b/examples/102-flatten-expand-pipeline.py
index a69d350a..16d9f11e 100644
--- a/examples/102-flatten-expand-pipeline.py
+++ b/examples/102-flatten-expand-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("102-flatten-expand")
+     .owner('argoproj-labs')
      .describe("""This is an example of built-in flattening and expanding.""")
      .step(
         cron('*/3 * * * * *')
diff --git a/examples/102-flatten-expand-pipeline.yaml b/examples/102-flatten-expand-pipeline.yaml
index 4b855d10..a632ef85 100644
--- a/examples/102-flatten-expand-pipeline.yaml
+++ b/examples/102-flatten-expand-pipeline.yaml
@@ -4,6 +4,7 @@ metadata:
   annotations:
     dataflow.argoproj.io/description: This is an example of built-in flattening and
       expanding.
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 102-flatten-expand
 spec:
   steps:
@@ -22,12 +23,10 @@ spec:
     - stan:
         subject: flattened
     sources:
-    - stan:
-        subject: data
+    - {}
   - expand: {}
     name: expand
     sinks:
     - log: {}
     sources:
-    - stan:
-        subject: flattened
+    - {}
diff --git a/examples/102-map-pipeline.py b/examples/102-map-pipeline.py
index c5dbeb2b..510d7c2b 100644
--- a/examples/102-map-pipeline.py
+++ b/examples/102-map-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("102-map")
+     .owner('argoproj-labs')
      .describe("""This is an example of built-in mapping.
 
 Maps are written using expression syntax and must return a byte array.
diff --git a/examples/102-map-pipeline.yaml b/examples/102-map-pipeline.yaml
index 9bac17e6..34ed73a8 100644
--- a/examples/102-map-pipeline.yaml
+++ b/examples/102-map-pipeline.yaml
@@ -10,6 +10,7 @@ metadata:
       They have a single variable, `msg`, which is a byte array.
 
       [Learn about expressions](../docs/EXPRESSIONS.md)
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 102-map
 spec:
   steps:
diff --git a/examples/103-autoscaling-pipeline.py b/examples/103-autoscaling-pipeline.py
index 1df07a1f..ea53b3a4 100644
--- a/examples/103-autoscaling-pipeline.py
+++ b/examples/103-autoscaling-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("103-autoscaling")
+     .owner('argoproj-labs')
      .describe("""This is an example of having multiple replicas for a single step.
 
 Replicas are automatically scaled up and down depending on the number of messages pending processing.
diff --git a/examples/103-autoscaling-pipeline.yaml b/examples/103-autoscaling-pipeline.yaml
index ee8f8b85..643ba17a 100644
--- a/examples/103-autoscaling-pipeline.yaml
+++ b/examples/103-autoscaling-pipeline.yaml
@@ -32,6 +32,7 @@ metadata:
       You can scale to zero by setting `minReplicas: 0`. The number of replicas will start at zero, and periodically be scaled
       to 1  so it can "peek" the the message queue. The number of pending messages is measured and the target number
       of replicas re-calculated.
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 103-autoscaling
 spec:
   steps:
diff --git a/examples/103-scaling-pipeline.py b/examples/103-scaling-pipeline.py
index e95d2e3a..5aca260e 100644
--- a/examples/103-scaling-pipeline.py
+++ b/examples/103-scaling-pipeline.py
@@ -2,7 +2,8 @@
 
 if __name__ == '__main__':
     (pipeline("103-scaling")
-     .describe("""      This is an example of having multiple replicas for a single step.
+     .owner('argoproj-labs')
+     .describe("""This is an example of having multiple replicas for a single step.
 
 Steps can be manually scaled using `kubectl`:
 
diff --git a/examples/103-scaling-pipeline.yaml b/examples/103-scaling-pipeline.yaml
index 6e50ee00..38b20381 100644
--- a/examples/103-scaling-pipeline.yaml
+++ b/examples/103-scaling-pipeline.yaml
@@ -2,14 +2,15 @@ apiVersion: dataflow.argoproj.io/v1alpha1
 kind: Pipeline
 metadata:
   annotations:
-    dataflow.argoproj.io/description: |2-
-            This is an example of having multiple replicas for a single step.
+    dataflow.argoproj.io/description: |-
+      This is an example of having multiple replicas for a single step.
 
       Steps can be manually scaled using `kubectl`:
 
       ```
       kubectl scale step/scaling-main --replicas 3
       ```
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 103-scaling
 spec:
   steps:
diff --git a/examples/104-go1-16-pipeline.py b/examples/104-go1-16-pipeline.py
index 43d44888..baeb94f2 100644
--- a/examples/104-go1-16-pipeline.py
+++ b/examples/104-go1-16-pipeline.py
@@ -7,6 +7,7 @@ def handler(msg):
 
 if __name__ == '__main__':
     (pipeline("104-go1-16")
+     .owner('argoproj-labs')
      .describe("""This example of Go 1.16 handler.
 
 [Learn about handlers](../docs/HANDLERS.md)""")
diff --git a/examples/104-go1-16-pipeline.yaml b/examples/104-go1-16-pipeline.yaml
index 45636f40..ce50dc22 100644
--- a/examples/104-go1-16-pipeline.yaml
+++ b/examples/104-go1-16-pipeline.yaml
@@ -6,6 +6,7 @@ metadata:
       This example of Go 1.16 handler.
 
       [Learn about handlers](../docs/HANDLERS.md)
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 104-go1-16
 spec:
   steps:
diff --git a/examples/104-java16-pipeline.py b/examples/104-java16-pipeline.py
index f1e7977e..cd3386be 100644
--- a/examples/104-java16-pipeline.py
+++ b/examples/104-java16-pipeline.py
@@ -7,6 +7,7 @@ def handler(msg):
 
 if __name__ == '__main__':
     (pipeline("104-java16")
+     .owner('argoproj-labs')
      .describe("""This example is of the Java 16 handler.
 
 [Learn about handlers](../docs/HANDLERS.md)""")
diff --git a/examples/104-java16-pipeline.yaml b/examples/104-java16-pipeline.yaml
index cb34d0f5..795fa3de 100644
--- a/examples/104-java16-pipeline.yaml
+++ b/examples/104-java16-pipeline.yaml
@@ -6,6 +6,7 @@ metadata:
       This example is of the Java 16 handler.
 
       [Learn about handlers](../docs/HANDLERS.md)
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 104-java16
 spec:
   steps:
diff --git a/examples/104-python3-9-pipeline.py b/examples/104-python3-9-pipeline.py
index b2f29c3e..fe2ac309 100644
--- a/examples/104-python3-9-pipeline.py
+++ b/examples/104-python3-9-pipeline.py
@@ -7,6 +7,7 @@ def handler(msg):
 
 if __name__ == '__main__':
     (pipeline("104-python3-9")
+     .owner('argoproj-labs')
      .describe("""This example is of the Python 3.9 handler.
 
 [Learn about handlers](../docs/HANDLERS.md)""")
diff --git a/examples/104-python3-9-pipeline.yaml b/examples/104-python3-9-pipeline.yaml
index 88247829..073f36e7 100644
--- a/examples/104-python3-9-pipeline.yaml
+++ b/examples/104-python3-9-pipeline.yaml
@@ -6,6 +6,7 @@ metadata:
       This example is of the Python 3.9 handler.
 
       [Learn about handlers](../docs/HANDLERS.md)
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/timeout: 2m
   name: 104-python3-9
 spec:
diff --git a/examples/106-git-pipeline.py b/examples/106-git-pipeline.py
index 9ff1653e..c706d56a 100644
--- a/examples/106-git-pipeline.py
+++ b/examples/106-git-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("106-git")
+     .owner('argoproj-labs')
      .describe("""This example of a pipeline using Git.
 
 The Git handler allows you to check your application source code into Git. Dataflow will checkout and build
diff --git a/examples/106-git-pipeline.yaml b/examples/106-git-pipeline.yaml
index c60ae0ca..9086da81 100644
--- a/examples/106-git-pipeline.yaml
+++ b/examples/106-git-pipeline.yaml
@@ -9,6 +9,7 @@ metadata:
       your code when the step starts.
 
       [Learn about Git steps](../docs/GIT.md)
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 106-git
 spec:
   steps:
diff --git a/examples/107-completion-pipeline.py b/examples/107-completion-pipeline.py
index c5329a3c..3f5fe693 100644
--- a/examples/107-completion-pipeline.py
+++ b/examples/107-completion-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("107-completion")
+     .owner('argoproj-labs')
      .describe("""This example shows a pipeline running to completion.
 
 A pipeline that run to completion (aka "terminating") is one that will finish.
diff --git a/examples/107-completion-pipeline.yaml b/examples/107-completion-pipeline.yaml
index 89970ba2..c2180ca4 100644
--- a/examples/107-completion-pipeline.yaml
+++ b/examples/107-completion-pipeline.yaml
@@ -11,6 +11,7 @@ metadata:
 
       * Every steps exits successfully (i.e. with exit code 0).
       * One step exits successfully, and is marked with `terminator: true`. When this happens, all other steps are killed.
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/wait-for: Completed
   name: 107-completion
 spec:
diff --git a/examples/108-container-pipeline.py b/examples/108-container-pipeline.py
index 2f57f66e..af2dbdee 100644
--- a/examples/108-container-pipeline.py
+++ b/examples/108-container-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("108-container")
+     .owner('argoproj-labs')
      .describe("""This example showcases container options.""")
      .step(
         (container('main',
diff --git a/examples/108-container-pipeline.yaml b/examples/108-container-pipeline.yaml
index dd02fa47..f216e4fe 100644
--- a/examples/108-container-pipeline.yaml
+++ b/examples/108-container-pipeline.yaml
@@ -3,6 +3,7 @@ kind: Pipeline
 metadata:
   annotations:
     dataflow.argoproj.io/description: This example showcases container options.
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 108-container
 spec:
   steps:
diff --git a/examples/108-fifos-pipeline.py b/examples/108-fifos-pipeline.py
index f2fd6021..5f9ce399 100644
--- a/examples/108-fifos-pipeline.py
+++ b/examples/108-fifos-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("108-fifos")
+     .owner('argoproj-labs')
      .describe("""This example use named pipe to send and receive messages.
 
 Two named pipes are made available:
diff --git a/examples/108-fifos-pipeline.yaml b/examples/108-fifos-pipeline.yaml
index f7ebb3b2..c82142a6 100644
--- a/examples/108-fifos-pipeline.yaml
+++ b/examples/108-fifos-pipeline.yaml
@@ -11,6 +11,7 @@ metadata:
       * The contain can write to `/var/run/argo-dataflow/out`. Each line MUST be a single message.
 
       You MUST escape new lines.
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 108-fifos
 spec:
   steps:
diff --git a/examples/109-group-pipeline.py b/examples/109-group-pipeline.py
index 384ab0e5..f99e5dca 100644
--- a/examples/109-group-pipeline.py
+++ b/examples/109-group-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("109-group")
+     .owner('argoproj-labs')
      .describe("""This is an example of built-in grouping.
 
 WARNING: The spec/syntax not been finalized yet. Please tell us how you think it should work!
diff --git a/examples/109-group-pipeline.yaml b/examples/109-group-pipeline.yaml
index 66a4b338..1fb9b3e6 100644
--- a/examples/109-group-pipeline.yaml
+++ b/examples/109-group-pipeline.yaml
@@ -22,6 +22,7 @@ metadata:
 
       * An ephemeral volume - you don't mind loosing some or all messages (e.g. development or pre-production).
       * A persistent volume - you want to be to recover (e.g. production).
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 109-group
 spec:
   steps:
diff --git a/examples/201-vetinary-pipeline.py b/examples/201-vetinary-pipeline.py
index f8a324bf..802e20e1 100644
--- a/examples/201-vetinary-pipeline.py
+++ b/examples/201-vetinary-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("201-vetinary")
+     .owner('argoproj-labs')
      .describe("""This pipeline processes pets (cats and dogs).""")
      .annotate("dataflow.argoproj.io/test", "false")
      .annotate("dataflow.argoproj.io/needs", "pets-configmap.yaml")
diff --git a/examples/201-vetinary-pipeline.yaml b/examples/201-vetinary-pipeline.yaml
index cf5eb46d..b03d3748 100644
--- a/examples/201-vetinary-pipeline.yaml
+++ b/examples/201-vetinary-pipeline.yaml
@@ -4,6 +4,7 @@ metadata:
   annotations:
     dataflow.argoproj.io/description: This pipeline processes pets (cats and dogs).
     dataflow.argoproj.io/needs: pets-configmap.yaml
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/test: 'false'
   name: 201-vetinary
 spec:
@@ -32,8 +33,7 @@ spec:
     - stan:
         subject: cats
     sources:
-    - stan:
-        subject: pets
+    - {}
   - map: |-
       json("Meow! " + object(msg).name)
     name: process-cats
@@ -41,8 +41,7 @@ spec:
     - kafka:
         topic: output-topic
     sources:
-    - stan:
-        subject: cats
+    - {}
   - filter: |-
       string(msg) contains "dog"
     name: filter-dogs
@@ -50,8 +49,7 @@ spec:
     - stan:
         subject: dogs
     sources:
-    - stan:
-        subject: pets
+    - {}
   - map: |-
       json("Woof! " + object(msg).name)
     name: process-dogs
@@ -59,5 +57,4 @@ spec:
     - kafka:
         topic: output-topic
     sources:
-    - stan:
-        subject: dogs
+    - {}
diff --git a/examples/201-word-count-pipeline.py b/examples/201-word-count-pipeline.py
index 79190357..d97ff880 100644
--- a/examples/201-word-count-pipeline.py
+++ b/examples/201-word-count-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("201-word-count")
+     .owner('argoproj-labs')
      .describe("""This pipeline count the number of words in a document, not the number of count of each word as you might expect.
 
   It also shows an example of a pipelines terminates based on a single step's status.""")
diff --git a/examples/201-word-count-pipeline.yaml b/examples/201-word-count-pipeline.yaml
index 43505cb3..29469940 100644
--- a/examples/201-word-count-pipeline.yaml
+++ b/examples/201-word-count-pipeline.yaml
@@ -7,6 +7,7 @@ metadata:
 
         It also shows an example of a pipelines terminates based on a single step's status.
     dataflow.argoproj.io/needs: word-count-input-configmap.yaml
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/test: 'false'
   name: 201-word-count
 spec:
@@ -54,8 +55,7 @@ spec:
     - stan:
         subject: words
     sources:
-    - stan:
-        subject: lines
+    - {}
   - container:
       args:
       - bash
@@ -75,6 +75,5 @@ spec:
     - kafka:
         topic: output-topic
     sources:
-    - stan:
-        subject: words
+    - {}
     terminator: true
diff --git a/examples/301-cron-log-pipeline.py b/examples/301-cron-log-pipeline.py
index 4730ffda..8b5ea8d6 100644
--- a/examples/301-cron-log-pipeline.py
+++ b/examples/301-cron-log-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("301-cron-log")
+     .owner('argoproj-labs')
      .describe("""This example uses a cron source and a log sink.
 
 ## Cron
diff --git a/examples/301-cron-log-pipeline.yaml b/examples/301-cron-log-pipeline.yaml
index 794ebc92..253fbfb0 100644
--- a/examples/301-cron-log-pipeline.yaml
+++ b/examples/301-cron-log-pipeline.yaml
@@ -19,6 +19,7 @@ metadata:
       ## Log
 
       This logs the message.
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 301-cron-log
 spec:
   steps:
diff --git a/examples/301-erroring-pipeline.py b/examples/301-erroring-pipeline.py
new file mode 100644
index 00000000..930f2cd0
--- /dev/null
+++ b/examples/301-erroring-pipeline.py
@@ -0,0 +1,24 @@
+from dsls.python import pipeline, cron
+
+
+def handler(msg):
+    import random
+    if random.randint(0, 1) == 1:
+        raise Exception("random error")
+    return msg
+
+
+if __name__ == '__main__':
+    (pipeline("301-erroring")
+     .owner('argoproj-labs')
+     .describe("""This example showcases retry policies.""")
+     .step(
+        (cron('*/3 * * * * *', retryPolicy='Always')
+         .handler('always', handler=handler)
+         .log())
+    )
+     .step(
+        (cron('*/3 * * * * *', retryPolicy='Never')
+         .handler('never', handler=handler)
+         .log())
+    ).save())
diff --git a/examples/301-erroring-pipeline.yaml b/examples/301-erroring-pipeline.yaml
index a552deef..c1005407 100644
--- a/examples/301-erroring-pipeline.yaml
+++ b/examples/301-erroring-pipeline.yaml
@@ -2,19 +2,38 @@ apiVersion: dataflow.argoproj.io/v1alpha1
 kind: Pipeline
 metadata:
   annotations:
-    dataflow.argoproj.io/description: |
-      This example creates errors randomly
-    dataflow.argoproj.io/wait-for: Errors
-  creationTimestamp: null
-  name: erroring
+    dataflow.argoproj.io/description: This example showcases retry policies.
+    dataflow.argoproj.io/owner: argoproj-labs
+  name: 301-erroring
 spec:
   steps:
   - handler:
-      code: "package main\n\nimport (\n\t\"fmt\"\n\t\"math/rand\"\n)\n\nfunc Handler(m []byte) ([]byte, error) {\n\tif rand.Int()%2 == 0 {\n\t\treturn nil, fmt.Errorf(\"random error\")\n\t}\n\treturn []byte(\"hi \" + string(m)), nil\n}\n"
-      runtime: go1-16
-    name: main
+      code: |
+        def handler(msg):
+            import random
+            if random.randint(0, 1) == 1:
+                raise Exception("random error")
+            return msg
+      runtime: python3-9
+    name: always
     sinks:
     - log: {}
     sources:
     - cron:
         schedule: '*/3 * * * * *'
+      retryPolicy: Always
+  - handler:
+      code: |
+        def handler(msg):
+            import random
+            if random.randint(0, 1) == 1:
+                raise Exception("random error")
+            return msg
+      runtime: python3-9
+    name: never
+    sinks:
+    - log: {}
+    sources:
+    - cron:
+        schedule: '*/3 * * * * *'
+      retryPolicy: Never
diff --git a/examples/301-http-pipeline.py b/examples/301-http-pipeline.py
index f260988a..27fb7eeb 100644
--- a/examples/301-http-pipeline.py
+++ b/examples/301-http-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("301-http")
+     .owner('argoproj-labs')
      .describe("""This example uses a HTTP sources and sinks.
 
 HTTP has the advantage that it is stateless and therefore cheap. You not need to set-up any storage for your
diff --git a/examples/301-http-pipeline.yaml b/examples/301-http-pipeline.yaml
index 24c1405e..2a306d3e 100644
--- a/examples/301-http-pipeline.yaml
+++ b/examples/301-http-pipeline.yaml
@@ -7,6 +7,7 @@ metadata:
       \ to set-up any storage for your\nmessages between steps. \n\n* HTTP sinks are\
       \ *unreliable* because it is possible for messages to not get delivered when\
       \ the receiving service is down.\n"
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/test: 'true'
   name: 301-http
 spec:
diff --git a/examples/301-kafka-pipeline.py b/examples/301-kafka-pipeline.py
index 513e475e..656830e4 100644
--- a/examples/301-kafka-pipeline.py
+++ b/examples/301-kafka-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("301-kafka")
+     .owner('argoproj-labs')
      .describe("""This example shows reading and writing to a Kafka topic""")
      .annotate("dataflow.argoproj.io/test", "true")
      .step(
diff --git a/examples/301-kafka-pipeline.yaml b/examples/301-kafka-pipeline.yaml
index aaf880fa..3546dfc0 100644
--- a/examples/301-kafka-pipeline.yaml
+++ b/examples/301-kafka-pipeline.yaml
@@ -4,6 +4,7 @@ metadata:
   annotations:
     dataflow.argoproj.io/description: This example shows reading and writing to a
       Kafka topic
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/test: 'true'
   name: 301-kafka
 spec:
diff --git a/examples/301-parallel-pipeline.py b/examples/301-parallel-pipeline.py
index 20305b88..cae06dc9 100644
--- a/examples/301-parallel-pipeline.py
+++ b/examples/301-parallel-pipeline.py
@@ -1,11 +1,12 @@
-from dsls.python import pipeline, kafka
+from dsls.python import pipeline, stan
 
 if __name__ == '__main__':
     (pipeline("301-parallel")
+     .owner('argoproj-labs')
      .describe("""This example uses parallel to 2x the amount of data it processes.""")
      .annotate("dataflow.argoproj.io/test", "false")
      .step(
-        (kafka('input-topic', parallel=2)
+        (stan('input-subject', parallel=2)
          .cat('main')
          .log()
          ))
diff --git a/examples/301-parallel-pipeline.yaml b/examples/301-parallel-pipeline.yaml
index ef9f4b24..eca8b468 100644
--- a/examples/301-parallel-pipeline.yaml
+++ b/examples/301-parallel-pipeline.yaml
@@ -4,6 +4,7 @@ metadata:
   annotations:
     dataflow.argoproj.io/description: This example uses parallel to 2x the amount
       of data it processes.
+    dataflow.argoproj.io/owner: argoproj-labs
     dataflow.argoproj.io/test: 'false'
   name: 301-parallel
 spec:
@@ -13,6 +14,6 @@ spec:
     sinks:
     - log: {}
     sources:
-    - kafka:
+    - stan:
         parallel: 2
-        topic: input-topic
+        subject: input-subject
diff --git a/examples/301-stan-pipeline.py b/examples/301-stan-pipeline.py
index 894fbbe7..d014310f 100644
--- a/examples/301-stan-pipeline.py
+++ b/examples/301-stan-pipeline.py
@@ -2,6 +2,7 @@
 
 if __name__ == '__main__':
     (pipeline("301-stan")
+     .owner('argoproj-labs')
      .describe("""This example shows reading and writing to a STAN subject""")
      .step(
         (stan('input-subject')
diff --git a/examples/301-stan-pipeline.yaml b/examples/301-stan-pipeline.yaml
index 7978cef6..d6809b65 100644
--- a/examples/301-stan-pipeline.yaml
+++ b/examples/301-stan-pipeline.yaml
@@ -4,6 +4,7 @@ metadata:
   annotations:
     dataflow.argoproj.io/description: This example shows reading and writing to a
       STAN subject
+    dataflow.argoproj.io/owner: argoproj-labs
   name: 301-stan
 spec:
   steps:
@@ -13,5 +14,4 @@ spec:
     - stan:
         subject: output-subject
     sources:
-    - stan:
-        subject: input-subject
+    - {}
diff --git a/runner/sidecar/handler.go b/runner/sidecar/handler.go
index cb517107..6c453ecf 100644
--- a/runner/sidecar/handler.go
+++ b/runner/sidecar/handler.go
@@ -32,8 +32,11 @@ func (h *handler) ConsumeClaim(sess sarama.ConsumerGroupSession, claim sarama.Co
 	for m := range claim.Messages() {
 		h.partition = m.Partition
 		h.offset = m.Offset
-		_ = h.f(m.Value) // TODO we should provide a way to deal with errors here, e.g. retries
-		sess.MarkMessage(m, "")
+		if err := h.f(m.Value); err != nil {
+			// noop
+		} else {
+			sess.MarkMessage(m, "")
+		}
 	}
 	return nil
 }
diff --git a/runner/sidecar/sidecar.go b/runner/sidecar/sidecar.go
index a879205c..31579d86 100644
--- a/runner/sidecar/sidecar.go
+++ b/runner/sidecar/sidecar.go
@@ -311,8 +311,6 @@ func connectSources(ctx context.Context, toMain func([]byte) error) error {
 		}
 		sources[sourceName] = true
 
-		rateCounter := ratecounter.NewRateCounter(updateInterval)
-
 		if replica == 0 { // only replica zero updates this value, so it the only replica that can be accurate
 			promauto.NewCounterFunc(prometheus.CounterOpts{
 				Subsystem:   "sources",
@@ -336,21 +334,42 @@ func connectSources(ctx context.Context, toMain func([]byte) error) error {
 			}, func() float64 { return float64(step.Status.SourceStatuses.Get(sourceName).GetErrors()) })
 		}
 
+		rateCounter := ratecounter.NewRateCounter(updateInterval)
+		retryPolicy := source.RetryPolicy
 		f := func(msg []byte) error {
 			rateCounter.Incr(1)
 			withLock(func() {
 				step.Status.SourceStatuses.Set(sourceName, replica, printable(msg), rateToResourceQuantity(rateCounter))
 			})
-			if err := toMain(msg); err != nil {
-				logger.Error(err, "⚠ →", "source", sourceName)
+			err := wait.ExponentialBackoff(wait.Backoff{
+				Duration: 100 * time.Millisecond,
+				Factor:   2,
+				Cap:      time.Second,
+			}, func() (done bool, err error) {
+				select {
+				case <-ctx.Done():
+					return true, ctx.Err()
+				default:
+					if err := toMain(msg); err != nil {
+						logger.Error(err, "⚠ →", "source", sourceName)
+						switch retryPolicy {
+						case dfv1.RetryNever:
+							return true, err
+						default:
+							return false, nil
+						}
+					}
+				}
+				return true, nil
+			})
+			if err != nil {
 				withLock(func() { step.Status.SourceStatuses.IncErrors(sourceName, replica, err) })
-				return err
 			}
-			return nil
+			return err
 		}
 		if x := source.Cron; x != nil {
 			_, err := crn.AddFunc(x.Schedule, func() {
-				_ = f([]byte(time.Now().Format(x.Layout)))
+				_ = f([]byte(time.Now().Format(x.Layout))) // TODO
 			})
 			if err != nil {
 				return fmt.Errorf("failed to schedule cron %q: %w", x.Schedule, err)
@@ -396,6 +415,7 @@ func connectSources(ctx context.Context, toMain func([]byte) error) error {
 			}
 			config.Consumer.Return.Errors = true
 			config.Consumer.Offsets.Initial = sarama.OffsetNewest
+			config.Consumer.Offsets.AutoCommit.Enable = false
 			client, err := sarama.NewClient(x.Brokers, config) // I am not giving any configuration
 			if err != nil {
 				return err