diff --git a/metaflow/plugins/kfp/kfp.py b/metaflow/plugins/kfp/kfp.py
index 063f3ed07b0..26432512367 100644
--- a/metaflow/plugins/kfp/kfp.py
+++ b/metaflow/plugins/kfp/kfp.py
@@ -2,6 +2,7 @@
 import inspect
 import json
 import marshal
+import numbers
 import os
 import sys
 from dataclasses import dataclass
@@ -47,7 +48,9 @@
 from metaflow.plugins import EnvironmentDecorator, KfpInternalDecorator
 from metaflow.plugins.kfp.kfp_constants import (
     S3_SENSOR_RETRY_COUNT,
+    PVC_CREATE_RETRY_COUNT,
     EXIT_HANDLER_RETRY_COUNT,
+    BACKOFF_DURATION,
 )
 from metaflow.plugins.kfp.kfp_decorator import KfpException
 
@@ -98,6 +101,7 @@ def __init__(
         interruptible_decorator: interruptibleDecorator,
         environment_decorator: EnvironmentDecorator,
         total_retries: int,
+        minutes_between_retries: str,
     ):
         self.step_name = step_name
         self.resource_requirements = resource_requirements
@@ -106,6 +110,7 @@ def __init__(
         self.interruptible_decorator = interruptible_decorator
         self.environment_decorator = environment_decorator
         self.total_retries = total_retries
+        self.minutes_between_retries = minutes_between_retries
 
         self.preceding_kfp_func: Callable = (
             kfp_decorator.attributes.get("preceding_component", None)
@@ -281,6 +286,14 @@ def _get_retries(node: DAGNode) -> Tuple[int, int]:
 
         return max_user_code_retries, max_user_code_retries + max_error_retries
 
+    @staticmethod
+    def _get_minutes_between_retries(node: DAGNode) -> Optional[str]:
+        retry_deco = [deco for deco in node.decorators if deco.name == "retry"]
+        if retry_deco:
+            val = retry_deco[0].attributes.get("minutes_between_retries")
+            return f"{val}m" if isinstance(val, numbers.Number) else val
+        return None
+
     @staticmethod
     def _get_resource_requirements(node: DAGNode) -> Dict[str, str]:
         """
@@ -416,6 +429,7 @@ def build_kfp_component(node: DAGNode, task_id: str) -> KfpComponent:
 
             user_code_retries, total_retries = KubeflowPipelines._get_retries(node)
             resource_requirements = self._get_resource_requirements(node)
+            minutes_between_retries = self._get_minutes_between_retries(node)
 
             return KfpComponent(
                 step_name=node.name,
@@ -453,6 +467,7 @@ def build_kfp_component(node: DAGNode, task_id: str) -> KfpComponent:
                     None,  # default
                 ),
                 total_retries=total_retries,
+                minutes_between_retries=minutes_between_retries,
             )
 
         # Mapping of steps to their KfpComponent
@@ -703,7 +718,9 @@ def _create_volume(
             k8s_resource=k8s_resource,
             attribute_outputs=attribute_outputs,
         )
-
+        resource.set_retry(
+            PVC_CREATE_RETRY_COUNT, policy="Always", backoff_duration=BACKOFF_DURATION
+        )
         volume = PipelineVolume(
             name=f"{volume_name}-volume", pvc=resource.outputs["name"]
         )
@@ -904,7 +921,9 @@ def build_kfp_dag(
 
                 if kfp_component.total_retries and kfp_component.total_retries > 0:
                     metaflow_step_op.set_retry(
-                        kfp_component.total_retries, policy="Always"
+                        kfp_component.total_retries,
+                        policy="Always",
+                        backoff_duration=kfp_component.minutes_between_retries,
                     )
 
                 if preceding_kfp_component_op:
@@ -1297,7 +1316,9 @@ def _create_s3_sensor_op(
         ).set_display_name("s3_sensor")
 
         KubeflowPipelines._set_minimal_container_resources(s3_sensor_op)
-        s3_sensor_op.set_retry(S3_SENSOR_RETRY_COUNT, policy="Always")
+        s3_sensor_op.set_retry(
+            S3_SENSOR_RETRY_COUNT, policy="Always", backoff_duration=BACKOFF_DURATION
+        )
         return s3_sensor_op
 
     def _create_exit_handler_op(self, package_commands: str) -> ContainerOp:
@@ -1348,5 +1369,9 @@ def _create_exit_handler_op(self, package_commands: str) -> ContainerOp:
                 command=exit_handler_command,
             )
             .set_display_name("exit_handler")
-            .set_retry(EXIT_HANDLER_RETRY_COUNT, policy="Always")
+            .set_retry(
+                EXIT_HANDLER_RETRY_COUNT,
+                policy="Always",
+                backoff_duration=BACKOFF_DURATION,
+            )
         )
diff --git a/metaflow/plugins/kfp/kfp_constants.py b/metaflow/plugins/kfp/kfp_constants.py
index 31504d86762..a5b14062d8e 100644
--- a/metaflow/plugins/kfp/kfp_constants.py
+++ b/metaflow/plugins/kfp/kfp_constants.py
@@ -13,7 +13,9 @@
 INPUT_PATHS_ENV_NAME = "INPUT_PATHS_ENV_NAME"
 RETRY_COUNT = "MF_ATTEMPT"
 S3_SENSOR_RETRY_COUNT = 7
+PVC_CREATE_RETRY_COUNT = 7
 EXIT_HANDLER_RETRY_COUNT = 7
+BACKOFF_DURATION = "1m"  # 1 minute
 
 STEP_ENVIRONMENT_VARIABLES = "/tmp/step-environment-variables.sh"