diff --git a/api/core/app/task_pipeline/workflow_cycle_manage.py b/api/core/app/task_pipeline/workflow_cycle_manage.py
index 75a1a82ca7..1a50f291c2 100644
--- a/api/core/app/task_pipeline/workflow_cycle_manage.py
+++ b/api/core/app/task_pipeline/workflow_cycle_manage.py
@@ -267,6 +267,7 @@ class WorkflowCycleManage:
         workflow_node_execution = self._refetch_workflow_node_execution(event.node_execution_id)
 
         inputs = WorkflowEntry.handle_special_values(event.inputs)
+        process_data = WorkflowEntry.handle_special_values(event.process_data)
         outputs = WorkflowEntry.handle_special_values(event.outputs)
         execution_metadata = (
             json.dumps(jsonable_encoder(event.execution_metadata)) if event.execution_metadata else None
@@ -278,7 +279,7 @@ class WorkflowCycleManage:
             {
                 WorkflowNodeExecution.status: WorkflowNodeExecutionStatus.SUCCEEDED.value,
                 WorkflowNodeExecution.inputs: json.dumps(inputs) if inputs else None,
-                WorkflowNodeExecution.process_data: json.dumps(event.process_data) if event.process_data else None,
+                WorkflowNodeExecution.process_data: json.dumps(process_data) if event.process_data else None,
                 WorkflowNodeExecution.outputs: json.dumps(outputs) if outputs else None,
                 WorkflowNodeExecution.execution_metadata: execution_metadata,
                 WorkflowNodeExecution.finished_at: finished_at,
@@ -311,6 +312,7 @@ class WorkflowCycleManage:
         workflow_node_execution = self._refetch_workflow_node_execution(event.node_execution_id)
 
         inputs = WorkflowEntry.handle_special_values(event.inputs)
+        process_data = WorkflowEntry.handle_special_values(event.process_data)
         outputs = WorkflowEntry.handle_special_values(event.outputs)
         finished_at = datetime.now(timezone.utc).replace(tzinfo=None)
         elapsed_time = (finished_at - event.start_at).total_seconds()
@@ -320,7 +322,7 @@ class WorkflowCycleManage:
                 WorkflowNodeExecution.status: WorkflowNodeExecutionStatus.FAILED.value,
                 WorkflowNodeExecution.error: event.error,
                 WorkflowNodeExecution.inputs: json.dumps(inputs) if inputs else None,
-                WorkflowNodeExecution.process_data: json.dumps(event.process_data) if event.process_data else None,
+                WorkflowNodeExecution.process_data: json.dumps(process_data) if event.process_data else None,
                 WorkflowNodeExecution.outputs: json.dumps(outputs) if outputs else None,
                 WorkflowNodeExecution.finished_at: finished_at,
                 WorkflowNodeExecution.elapsed_time: elapsed_time,
diff --git a/api/core/prompt/advanced_prompt_transform.py b/api/core/prompt/advanced_prompt_transform.py
index a382449b89..0f5cea3cec 100644
--- a/api/core/prompt/advanced_prompt_transform.py
+++ b/api/core/prompt/advanced_prompt_transform.py
@@ -18,6 +18,7 @@ from core.model_runtime.entities import (
 from core.prompt.entities.advanced_prompt_entities import ChatModelMessage, CompletionModelPromptTemplate, MemoryConfig
 from core.prompt.prompt_transform import PromptTransform
 from core.prompt.utils.prompt_template_parser import PromptTemplateParser
+from core.workflow.entities.variable_pool import VariablePool
 
 
 class AdvancedPromptTransform(PromptTransform):
@@ -144,10 +145,11 @@ class AdvancedPromptTransform(PromptTransform):
             raw_prompt = prompt_item.text
 
             if prompt_item.edition_type == "basic" or not prompt_item.edition_type:
-                parser = PromptTemplateParser(template=raw_prompt, with_variable_tmpl=self.with_variable_tmpl)
-                prompt_inputs = {k: inputs[k] for k in parser.variable_keys if k in inputs}
-                prompt_inputs = self._set_context_variable(context=context, parser=parser, prompt_inputs=prompt_inputs)
-                prompt = parser.format(prompt_inputs)
+                vp = VariablePool()
+                for k, v in inputs.items():
+                    vp.add(k[1:-1].split("."), v)
+                raw_prompt.replace("{{#context#}}", context or "")
+                prompt = vp.convert_template(raw_prompt).text
             elif prompt_item.edition_type == "jinja2":
                 prompt = raw_prompt
                 prompt_inputs = inputs
diff --git a/api/core/workflow/entities/variable_pool.py b/api/core/workflow/entities/variable_pool.py
index 65e287a166..5f932c0a8e 100644
--- a/api/core/workflow/entities/variable_pool.py
+++ b/api/core/workflow/entities/variable_pool.py
@@ -48,14 +48,16 @@ class VariablePool(BaseModel):
     def __init__(
         self,
         *,
-        system_variables: Mapping[SystemVariableKey, Any],
-        user_inputs: Mapping[str, Any],
+        system_variables: Mapping[SystemVariableKey, Any] | None = None,
+        user_inputs: Mapping[str, Any] | None = None,
         environment_variables: Sequence[Variable] | None = None,
         conversation_variables: Sequence[Variable] | None = None,
         **kwargs,
     ):
         environment_variables = environment_variables or []
         conversation_variables = conversation_variables or []
+        user_inputs = user_inputs or {}
+        system_variables = system_variables or {}
 
         super().__init__(
             system_variables=system_variables,