diff --git a/config/crd/rollout/rollout.kusionstack.io_rolloutruns.yaml b/config/crd/rollout/rollout.kusionstack.io_rolloutruns.yaml
index 6ceb9d2..e43fb7f 100644
--- a/config/crd/rollout/rollout.kusionstack.io_rolloutruns.yaml
+++ b/config/crd/rollout/rollout.kusionstack.io_rolloutruns.yaml
@@ -2264,32 +2264,31 @@ spec:
                       - targets
                       type: object
                     type: array
-                  toleration:
-                    description: Toleration is the toleration policy of the canary strategy
-                    properties:
-                      initialDelaySeconds:
-                        description: Number of seconds after the toleration check has started before the task are initiated.
-                        format: int32
-                        type: integer
-                      taskFailureThreshold:
-                        anyOf:
-                        - type: integer
-                        - type: string
-                        description: |-
-                          FailureThreshold indicates how many failed pods can be tolerated before marking the rollout task as success
-                          If not set, the default value is 0, which means no failed pods can be tolerated
-                          This is a task level threshold.
-                        x-kubernetes-int-or-string: true
-                      workloadTotalFailureThreshold:
-                        anyOf:
-                        - type: integer
-                        - type: string
-                        description: |-
-                          WorkloadFailureThreshold indicates how many failed pods can be tolerated in all upgraded pods of one workload.
-                          The default value is 0, which means no failed pods can be tolerated.
-                          This is a workload level threshold.
-                        x-kubernetes-int-or-string: true
-                    type: object
+                  tolerations:
+                    description: |-
+                      Tolerations records the accumulated toleration from skipped batches per workload.
+                      When a batch is skipped, the gap between expected and actual replicas for each workload
+                      is accumulated into this field, allowing subsequent batches to tolerate the deficit.
+                    items:
+                      description: RolloutRunTolerationTarget records the toleration value accumulated from skipped batches for a specific workload.
+                      properties:
+                        cluster:
+                          description: Cluster indicates the name of cluster
+                          type: string
+                        name:
+                          description: Name is the resource name
+                          type: string
+                        toleration:
+                          description: |-
+                            Toleration is the accumulated toleration value from skipped batches.
+                            It represents how many replicas the workload is allowed to be short of.
+                          format: int32
+                          type: integer
+                      required:
+                      - name
+                      - toleration
+                      type: object
+                    type: array
                 type: object
               canary:
                 description: Canary defines the canary strategy
diff --git a/rollout/v1alpha1/rolloutrun_types.go b/rollout/v1alpha1/rolloutrun_types.go
index c85aa05..af50af5 100644
--- a/rollout/v1alpha1/rolloutrun_types.go
+++ b/rollout/v1alpha1/rolloutrun_types.go
@@ -76,9 +76,11 @@ type RolloutRunBatchStrategy struct {
 	// Batches define the order of phases to execute release in batch release
 	Batches []RolloutRunStep `json:"batches,omitempty"`
 
-	// Toleration is the toleration policy of the canary strategy
+	// Tolerations records the accumulated toleration from skipped batches per workload.
+	// When a batch is skipped, the gap between expected and actual replicas for each workload
+	// is accumulated into this field, allowing subsequent batches to tolerate the deficit.
 	// +optional
-	Toleration *TolerationStrategy `json:"toleration,omitempty"`
+	Tolerations []RolloutRunTolerationTarget `json:"tolerations,omitempty"`
 }
 
 type RolloutRunStep struct {
@@ -151,6 +153,15 @@ type RolloutRunStatus struct {
 	TargetStatuses []RolloutWorkloadStatus `json:"targetStatuses,omitempty"`
 }
 
+// RolloutRunTolerationTarget records the toleration value accumulated from skipped batches for a specific workload.
+type RolloutRunTolerationTarget struct {
+	CrossClusterObjectNameReference `json:",inline"`
+
+	// Toleration is the accumulated toleration value from skipped batches.
+	// It represents how many replicas the workload is allowed to be short of.
+	Toleration int32 `json:"toleration"`
+}
+
 type RolloutRunBatchStatus struct {
 	// RolloutBatchStatus contains status of current batch
 	RolloutBatchStatus `json:",inline"`
diff --git a/rollout/v1alpha1/zz_generated.deepcopy.go b/rollout/v1alpha1/zz_generated.deepcopy.go
index 3645431..60f93f2 100644
--- a/rollout/v1alpha1/zz_generated.deepcopy.go
+++ b/rollout/v1alpha1/zz_generated.deepcopy.go
@@ -1107,10 +1107,10 @@ func (in *RolloutRunBatchStrategy) DeepCopyInto(out *RolloutRunBatchStrategy) {
 			(*in)[i].DeepCopyInto(&(*out)[i])
 		}
 	}
-	if in.Toleration != nil {
-		in, out := &in.Toleration, &out.Toleration
-		*out = new(TolerationStrategy)
-		(*in).DeepCopyInto(*out)
+	if in.Tolerations != nil {
+		in, out := &in.Tolerations, &out.Tolerations
+		*out = make([]RolloutRunTolerationTarget, len(*in))
+		copy(*out, *in)
 	}
 	return
 }
@@ -1383,6 +1383,23 @@ func (in *RolloutRunStepTarget) DeepCopy() *RolloutRunStepTarget {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *RolloutRunTolerationTarget) DeepCopyInto(out *RolloutRunTolerationTarget) {
+	*out = *in
+	out.CrossClusterObjectNameReference = in.CrossClusterObjectNameReference
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new RolloutRunTolerationTarget.
+func (in *RolloutRunTolerationTarget) DeepCopy() *RolloutRunTolerationTarget {
+	if in == nil {
+		return nil
+	}
+	out := new(RolloutRunTolerationTarget)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *RolloutSpec) DeepCopyInto(out *RolloutSpec) {
 	*out = *in