diff --git a/api/v2alpha1/go/cachekey/cache_key.pb.go b/api/v2alpha1/go/cachekey/cache_key.pb.go
index 1d6fa474c0e..48367a5fdd9 100644
--- a/api/v2alpha1/go/cachekey/cache_key.pb.go
+++ b/api/v2alpha1/go/cachekey/cache_key.pb.go
@@ -15,7 +15,7 @@
 // Code generated by protoc-gen-go. DO NOT EDIT.
 // versions:
 // 	protoc-gen-go v1.33.0
-// 	protoc        v3.17.3
+// 	protoc        v3.19.0
 // source: cache_key.proto
 
 package cachekey
diff --git a/api/v2alpha1/go/pipelinespec/pipeline_spec.pb.go b/api/v2alpha1/go/pipelinespec/pipeline_spec.pb.go
index b4bca0cec5f..48845e68433 100644
--- a/api/v2alpha1/go/pipelinespec/pipeline_spec.pb.go
+++ b/api/v2alpha1/go/pipelinespec/pipeline_spec.pb.go
@@ -1,7 +1,7 @@
 // Code generated by protoc-gen-go. DO NOT EDIT.
 // versions:
 // 	protoc-gen-go v1.33.0
-// 	protoc        v3.17.3
+// 	protoc        v3.19.0
 // source: pipeline_spec.proto
 
 package pipelinespec
@@ -3939,6 +3939,9 @@ type PipelineTaskSpec_CachingOptions struct {
 
 	// Whether or not to enable cache for this task. Defaults to false.
 	EnableCache bool `protobuf:"varint,1,opt,name=enable_cache,json=enableCache,proto3" json:"enable_cache,omitempty"`
+	// Customized cache key for this task. If set, the cache_key will be used
+	// as the key for the task's cache.
+	CacheKey string `protobuf:"bytes,2,opt,name=cache_key,json=cacheKey,proto3" json:"cache_key,omitempty"`
 }
 
 func (x *PipelineTaskSpec_CachingOptions) Reset() {
@@ -3980,6 +3983,13 @@ func (x *PipelineTaskSpec_CachingOptions) GetEnableCache() bool {
 	return false
 }
 
+func (x *PipelineTaskSpec_CachingOptions) GetCacheKey() string {
+	if x != nil {
+		return x.CacheKey
+	}
+	return ""
+}
+
 // Trigger policy defines how the task gets triggered. If a task is not
 // triggered, it will run into SKIPPED state.
 type PipelineTaskSpec_TriggerPolicy struct {
@@ -5961,7 +5971,7 @@ var file_pipeline_spec_proto_rawDesc = []byte{
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@@ -6008,527 +6018,529 @@ var file_pipeline_spec_proto_rawDesc = []byte{
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+	0x70, 0x65, 0x63, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
diff --git a/sdk/python/kfp/client/client.py b/sdk/python/kfp/client/client.py
index f8897236343..926c3c6eb4a 100644
--- a/sdk/python/kfp/client/client.py
+++ b/sdk/python/kfp/client/client.py
@@ -686,6 +686,7 @@ def run_pipeline(
         version_id: Optional[str] = None,
         pipeline_root: Optional[str] = None,
         enable_caching: Optional[bool] = None,
+        cache_key: Optional[str] = "",
         service_account: Optional[str] = None,
     ) -> kfp_server_api.V2beta1Run:
         """Runs a specified pipeline.
@@ -709,6 +710,8 @@ def run_pipeline(
                 is ``True`` for all tasks by default. If set, the
                 setting applies to all tasks in the pipeline (overrides the
                 compile time settings).
+            cache_key (optional): Customized cache key for this task. 
+                If set, the cache_key will be used as the key for the task's cache.
             service_account: Specifies which Kubernetes service
                 account to use for this run.
 
@@ -721,6 +724,7 @@ def run_pipeline(
             pipeline_id=pipeline_id,
             version_id=version_id,
             enable_caching=enable_caching,
+            cache_key=cache_key,
             pipeline_root=pipeline_root,
         )
 
@@ -806,6 +810,7 @@ def create_recurring_run(
         enabled: bool = True,
         pipeline_root: Optional[str] = None,
         enable_caching: Optional[bool] = None,
+        cache_key: Optional[str] = "",
         service_account: Optional[str] = None,
     ) -> kfp_server_api.V2beta1RecurringRun:
         """Creates a recurring run.
@@ -850,6 +855,8 @@ def create_recurring_run(
                 different caching options for individual tasks. If set, the
                 setting applies to all tasks in the pipeline (overrides the
                 compile time settings).
+            cache_key (optional): Customized cache key for this task. 
+                If set, the cache_key will be used as the key for the task's cache.
             service_account: Specifies which Kubernetes service
                 account this recurring run uses.
         Returns:
@@ -862,6 +869,7 @@ def create_recurring_run(
             pipeline_id=pipeline_id,
             version_id=version_id,
             enable_caching=enable_caching,
+            cache_key=cache_key,
             pipeline_root=pipeline_root,
         )
 
@@ -908,6 +916,7 @@ def _create_job_config(
         pipeline_id: Optional[str],
         version_id: Optional[str],
         enable_caching: Optional[bool],
+        cache_key: Optional[str],
         pipeline_root: Optional[str],
     ) -> _JobConfig:
         """Creates a JobConfig with spec and resource_references.
@@ -928,6 +937,8 @@ def _create_job_config(
                 different caching options for individual tasks. If set, the
                 setting applies to all tasks in the pipeline (overrides the
                 compile time settings).
+            cache_key (optional): Customized cache key for this task. 
+                If set, the cache_key will be used as the key for the task's cache.
             pipeline_root: Root path of the pipeline outputs.
 
         Returns:
@@ -956,7 +967,8 @@ def _create_job_config(
             # settings.
             if enable_caching is not None:
                 _override_caching_options(pipeline_doc.pipeline_spec,
-                                          enable_caching)
+                                          enable_caching,
+                                          cache_key)
             pipeline_spec = pipeline_doc.to_dict()
 
         pipeline_version_reference = None
@@ -983,6 +995,7 @@ def create_run_from_pipeline_func(
         namespace: Optional[str] = None,
         pipeline_root: Optional[str] = None,
         enable_caching: Optional[bool] = None,
+        cache_key: Optional[str] = "",
         service_account: Optional[str] = None,
         experiment_id: Optional[str] = None,
     ) -> RunPipelineResult:
@@ -1004,6 +1017,8 @@ def create_run_from_pipeline_func(
                 different caching options for individual tasks. If set, the
                 setting applies to all tasks in the pipeline (overrides the
                 compile time settings).
+            cache_key (optional): Customized cache key for this task. 
+                If set, the cache_key will be used as the key for the task's cache.
             service_account: Specifies which Kubernetes service
                 account to use for this run.
             experiment_id: ID of the experiment to add the run to. You cannot specify both experiment_id and experiment_name.
@@ -1032,6 +1047,7 @@ def create_run_from_pipeline_func(
                 namespace=namespace,
                 pipeline_root=pipeline_root,
                 enable_caching=enable_caching,
+                cache_key=cache_key,
                 service_account=service_account,
             )
 
@@ -1044,6 +1060,7 @@ def create_run_from_pipeline_package(
         namespace: Optional[str] = None,
         pipeline_root: Optional[str] = None,
         enable_caching: Optional[bool] = None,
+        cache_key: Optional[str] = "",
         service_account: Optional[str] = None,
         experiment_id: Optional[str] = None,
     ) -> RunPipelineResult:
@@ -1065,6 +1082,8 @@ def create_run_from_pipeline_package(
                 different caching options for individual tasks. If set, the
                 setting applies to all tasks in the pipeline (overrides the
                 compile time settings).
+            cache_key (optional): Customized cache key for this task. 
+                If set, the cache_key will be used as the key for the task's cache.
             service_account: Specifies which Kubernetes service
                 account to use for this run.
             experiment_id: ID of the experiment to add the run to. You cannot specify both experiment_id and experiment_name.
@@ -1105,6 +1124,7 @@ def create_run_from_pipeline_package(
             params=arguments,
             pipeline_root=pipeline_root,
             enable_caching=enable_caching,
+            cache_key=cache_key,
             service_account=service_account,
         )
         return RunPipelineResult(self, run_info)
@@ -1681,6 +1701,7 @@ def _safe_load_yaml(stream: TextIO) -> _PipelineDoc:
 def _override_caching_options(
     pipeline_spec: pipeline_spec_pb2.PipelineSpec,
     enable_caching: bool,
+    cache_key: str="",
 ) -> None:
     """Overrides caching options.
 
@@ -1690,3 +1711,4 @@ def _override_caching_options(
     """
     for _, task_spec in pipeline_spec.root.dag.tasks.items():
         task_spec.caching_options.enable_cache = enable_caching
+        task_spec.caching_options.cache_key = cache_key
diff --git a/sdk/python/kfp/compiler/pipeline_spec_builder.py b/sdk/python/kfp/compiler/pipeline_spec_builder.py
index 3061faab5e4..d95d3c52d95 100644
--- a/sdk/python/kfp/compiler/pipeline_spec_builder.py
+++ b/sdk/python/kfp/compiler/pipeline_spec_builder.py
@@ -124,6 +124,8 @@ def build_task_spec_for_task(
         utils.sanitize_component_name(task.name))
     pipeline_task_spec.caching_options.enable_cache = (
         task._task_spec.enable_caching)
+    pipeline_task_spec.caching_options.cache_key = (
+        task._task_spec.cache_key)
 
     if task._task_spec.retry_policy is not None:
         pipeline_task_spec.retry_policy.CopyFrom(
diff --git a/sdk/python/kfp/dsl/pipeline_task.py b/sdk/python/kfp/dsl/pipeline_task.py
index b41a14ef82d..082b696a7b8 100644
--- a/sdk/python/kfp/dsl/pipeline_task.py
+++ b/sdk/python/kfp/dsl/pipeline_task.py
@@ -99,6 +99,7 @@ def __init__(
         args: Dict[str, Any],
         execute_locally: bool = False,
         execution_caching_default: bool = True,
+        execution_cache_key: str = "",
     ) -> None:
         """Initilizes a PipelineTask instance."""
         # import within __init__ to avoid circular import
@@ -131,7 +132,8 @@ def __init__(
             inputs=dict(args.items()),
             dependent_tasks=[],
             component_ref=component_spec.name,
-            enable_caching=execution_caching_default)
+            enable_caching=execution_caching_default,
+            cache_key=execution_cache_key)
         self._run_after: List[str] = []
 
         self.importer_spec = None
@@ -301,16 +303,18 @@ def _extract_container_spec_and_convert_placeholders(
         return container_spec
 
     @block_if_final()
-    def set_caching_options(self, enable_caching: bool) -> 'PipelineTask':
+    def set_caching_options(self, enable_caching: bool, cache_key: str = "") -> 'PipelineTask':
         """Sets caching options for the task.
 
         Args:
             enable_caching: Whether to enable caching.
+            cache_key: Customized cache key for this task.
 
         Returns:
             Self return to allow chained setting calls.
         """
         self._task_spec.enable_caching = enable_caching
+        self._task_spec.cache_key = cache_key
         return self
 
     def _ensure_container_spec_exists(self) -> None:
diff --git a/sdk/python/kfp/dsl/structures.py b/sdk/python/kfp/dsl/structures.py
index 5a73d93b35c..fa161cffcbe 100644
--- a/sdk/python/kfp/dsl/structures.py
+++ b/sdk/python/kfp/dsl/structures.py
@@ -409,6 +409,8 @@ class TaskSpec:
             from the [items][] collection.
         enable_caching (optional): whether or not to enable caching for the task.
             Default is True.
+        cache_key (optional): Customized cache key for this task.
+            Default is empty string.
         display_name (optional): the display name of the task. If not specified,
             the task name will be used as the display name.
     """
@@ -421,6 +423,7 @@ class TaskSpec:
     iterator_items: Optional[Any] = None
     iterator_item_input: Optional[str] = None
     enable_caching: bool = True
+    cache_key: str = ""
     display_name: Optional[str] = None
     retry_policy: Optional[RetryPolicy] = None