From 7352c17004ee81c4ad015a5d83fbfc053a39fec3 Mon Sep 17 00:00:00 2001
From: jagadeeswaran-zipstack <jagadeeswaran@zipstack.com>
Date: Fri, 19 Sep 2025 12:45:28 +0530
Subject: [PATCH 1/5] Add user_data parameter for API deployment variable
 replacement overrides

---
 backend/api_v2/api_deployment_views.py        |  2 +
 backend/api_v2/constants.py                   |  1 +
 backend/api_v2/deployment_helper.py           |  2 +
 backend/api_v2/serializers.py                 | 13 ++++
 .../prompt_studio_registry_helper.py          |  6 +-
 backend/pyproject.toml                        |  2 +-
 backend/tool_instance_v2/views.py             |  3 +-
 .../workflow_manager/endpoint_v2/source.py    |  2 +
 backend/workflow_manager/workflow_v2/dto.py   |  1 +
 .../workflow_manager/workflow_v2/execution.py |  4 +-
 .../workflow_v2/file_execution_tasks.py       |  2 +
 .../workflow_v2/models/execution.py           |  3 +-
 .../workflow_v2/workflow_helper.py            |  8 +++
 platform-service/pyproject.toml               |  2 +-
 prompt-service/pyproject.toml                 |  2 +-
 .../src/unstract/prompt_service/constants.py  |  8 ++-
 .../controllers/answer_prompt.py              |  2 +
 .../helpers/variable_replacement.py           | 67 +++++++++++++++++--
 .../services/variable_replacement.py          | 21 ++++--
 tools/structure/requirements.txt              |  2 +-
 tools/structure/src/constants.py              |  1 +
 tools/structure/src/main.py                   |  3 +
 .../unstract/workflow_execution/constants.py  |  1 +
 .../execution_file_handler.py                 |  5 ++
 24 files changed, 141 insertions(+), 22 deletions(-)

diff --git a/backend/api_v2/api_deployment_views.py b/backend/api_v2/api_deployment_views.py
index 9632a62475..256f2b7114 100644
--- a/backend/api_v2/api_deployment_views.py
+++ b/backend/api_v2/api_deployment_views.py
@@ -70,6 +70,7 @@ def post(
         tag_names = serializer.validated_data.get(ApiExecution.TAGS)
         llm_profile_id = serializer.validated_data.get(ApiExecution.LLM_PROFILE_ID)
         hitl_queue_name = serializer.validated_data.get(ApiExecution.HITL_QUEUE_NAME)
+        user_data = serializer.validated_data.get(ApiExecution.USER_DATA)
 
         if presigned_urls:
             DeploymentHelper.load_presigned_files(presigned_urls, file_objs)
@@ -85,6 +86,7 @@ def post(
             tag_names=tag_names,
             llm_profile_id=llm_profile_id,
             hitl_queue_name=hitl_queue_name,
+            user_data=user_data,
             request_headers=dict(request.headers),
         )
         if "error" in response and response["error"]:
diff --git a/backend/api_v2/constants.py b/backend/api_v2/constants.py
index 0495929fb9..9d06e7881e 100644
--- a/backend/api_v2/constants.py
+++ b/backend/api_v2/constants.py
@@ -11,3 +11,4 @@ class ApiExecution:
     LLM_PROFILE_ID: str = "llm_profile_id"
     HITL_QUEUE_NAME: str = "hitl_queue_name"
     PRESIGNED_URLS: str = "presigned_urls"
+    USER_DATA: str = "user_data"
diff --git a/backend/api_v2/deployment_helper.py b/backend/api_v2/deployment_helper.py
index dfc0484d9c..20c21c3495 100644
--- a/backend/api_v2/deployment_helper.py
+++ b/backend/api_v2/deployment_helper.py
@@ -155,6 +155,7 @@ def execute_workflow(
         tag_names: list[str] = [],
         llm_profile_id: str | None = None,
         hitl_queue_name: str | None = None,
+        user_data: dict[str, Any] | None = None,
         request_headers=None,
     ) -> ReturnDict:
         """Execute workflow by api.
@@ -234,6 +235,7 @@ def execute_workflow(
                 use_file_history=use_file_history,
                 llm_profile_id=llm_profile_id,
                 hitl_queue_name=hitl_queue_name,
+                user_data=user_data,
             )
             result.status_api = DeploymentHelper.construct_status_endpoint(
                 api_endpoint=api.api_endpoint, execution_id=execution_id
diff --git a/backend/api_v2/serializers.py b/backend/api_v2/serializers.py
index 06ed566c32..caf21838dc 100644
--- a/backend/api_v2/serializers.py
+++ b/backend/api_v2/serializers.py
@@ -210,6 +210,8 @@ class ExecutionRequestSerializer(TagParamsSerializer):
             If not provided, uses API name as document class.
         presigned_urls (list): List of presigned URLs to fetch files from.
             URLs are validated for HTTPS and S3 endpoint requirements.
+        user_data (dict, optional): User-provided data for variable replacement in prompts.
+            Can be accessed in prompts using {{user_data.key}} syntax for dot notation traversal.
     """
 
     MAX_FILES_ALLOWED = 32
@@ -224,6 +226,7 @@ class ExecutionRequestSerializer(TagParamsSerializer):
     presigned_urls = ListField(child=URLField(), required=False)
     llm_profile_id = CharField(required=False, allow_null=True, allow_blank=True)
     hitl_queue_name = CharField(required=False, allow_null=True, allow_blank=True)
+    user_data = JSONField(required=False, allow_null=True)
 
     def validate_hitl_queue_name(self, value: str | None) -> str | None:
         """Validate queue name format using enterprise validation if available."""
@@ -244,6 +247,16 @@ def validate_hitl_queue_name(self, value: str | None) -> str | None:
             )
         return value
 
+    def validate_user_data(self, value):
+        """Validate user_data is a valid JSON object."""
+        if value is None:
+            return value
+
+        if not isinstance(value, dict):
+            raise ValidationError("user_data must be a JSON object")
+
+        return value
+
     files = ListField(
         child=FileField(),
         required=False,
diff --git a/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py b/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py
index b40a2f2494..8832055cbc 100644
--- a/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py
+++ b/backend/prompt_studio/prompt_studio_registry_v2/prompt_studio_registry_helper.py
@@ -125,8 +125,7 @@ def get_tool_by_prompt_registry_id(
         # Suppress all exceptions to allow processing
         except Exception as e:
             logger.warning(
-                "Error while fetching for prompt registry "
-                f"ID {prompt_registry_id}: {e} "
+                f"Error while fetching for prompt registry ID {prompt_registry_id}: {e} "
             )
             return None
         return Tool(
@@ -215,8 +214,7 @@ def update_or_create_psr_tool(
             return obj
         except IntegrityError as error:
             logger.error(
-                "Integrity Error - Error occurred while "
-                f"exporting custom tool : {error}"
+                f"Integrity Error - Error occurred while exporting custom tool : {error}"
             )
             raise ToolSaveError
 
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index bb24bb9d46..2cf56042ec 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -37,7 +37,7 @@ dependencies = [
     "social-auth-core==4.4.2",         # For OAuth
     # TODO: Temporarily removing the extra dependencies of aws and gcs from unstract-sdk
     # to resolve lock file. Will have to be re-looked into
-    "unstract-sdk[azure]~=0.77.1",
+    "unstract-sdk[azure]~=0.77.2",
     "gcsfs==2024.10.0",
     "s3fs==2024.10.0",
     "azure-identity==1.16.0",
diff --git a/backend/tool_instance_v2/views.py b/backend/tool_instance_v2/views.py
index f4ca187563..c8321b2f4c 100644
--- a/backend/tool_instance_v2/views.py
+++ b/backend/tool_instance_v2/views.py
@@ -119,8 +119,7 @@ def create(self, request: Any) -> Response:
             self.perform_create(serializer)
         except IntegrityError:
             raise DuplicateData(
-                f"{ToolInstanceErrors.TOOL_EXISTS}, "
-                f"{ToolInstanceErrors.DUPLICATE_API}"
+                f"{ToolInstanceErrors.TOOL_EXISTS}, {ToolInstanceErrors.DUPLICATE_API}"
             )
         instance: ToolInstance = serializer.instance
         ToolInstanceHelper.update_metadata_with_default_values(
diff --git a/backend/workflow_manager/endpoint_v2/source.py b/backend/workflow_manager/endpoint_v2/source.py
index b0852fc424..4edca72bf5 100644
--- a/backend/workflow_manager/endpoint_v2/source.py
+++ b/backend/workflow_manager/endpoint_v2/source.py
@@ -921,6 +921,7 @@ def add_file_to_volume(
         tags: list[str],
         file_hash: FileHash,
         llm_profile_id: str | None = None,
+        user_data: dict[str, Any] | None = None,
     ) -> str:
         """Add input file to execution directory.
 
@@ -962,6 +963,7 @@ def add_file_to_volume(
             source_hash=file_content_hash,
             tags=tags,
             llm_profile_id=llm_profile_id,
+            user_data=user_data,
         )
         return file_content_hash
 
diff --git a/backend/workflow_manager/workflow_v2/dto.py b/backend/workflow_manager/workflow_v2/dto.py
index 1ac2268ac5..02c13f3e1f 100644
--- a/backend/workflow_manager/workflow_v2/dto.py
+++ b/backend/workflow_manager/workflow_v2/dto.py
@@ -156,6 +156,7 @@ class FileData:
     use_file_history: bool
     q_file_no_list: list[int]
     llm_profile_id: str | None = None
+    user_data: dict[str, Any] | None = None
 
     @classmethod
     def from_dict(cls, data: dict[str, Any]) -> FileData:
diff --git a/backend/workflow_manager/workflow_v2/execution.py b/backend/workflow_manager/workflow_v2/execution.py
index 3de4cb6c10..9e180386d9 100644
--- a/backend/workflow_manager/workflow_v2/execution.py
+++ b/backend/workflow_manager/workflow_v2/execution.py
@@ -51,7 +51,9 @@ def __init__(
         tool_instances_as_dto = []
         for tool_instance in tool_instances:
             tool_instances_as_dto.append(
-                self.convert_tool_instance_model_to_data_class(tool_instance)
+                WorkflowExecutionServiceHelper.convert_tool_instance_model_to_data_class(
+                    tool_instance
+                )
             )
         workflow_as_dto: WorkflowDto = self.convert_workflow_model_to_data_class(
             workflow=workflow
diff --git a/backend/workflow_manager/workflow_v2/file_execution_tasks.py b/backend/workflow_manager/workflow_v2/file_execution_tasks.py
index e0e3033e3c..88e88358d5 100644
--- a/backend/workflow_manager/workflow_v2/file_execution_tasks.py
+++ b/backend/workflow_manager/workflow_v2/file_execution_tasks.py
@@ -751,6 +751,7 @@ def _prepare_file_for_processing(
                 tags=workflow_execution.tag_names,
                 file_hash=file_hash,
                 llm_profile_id=file_data.llm_profile_id,
+                user_data=file_data.user_data,
             )
             file_hash.file_hash = content_hash
             workflow_file_exec.update(file_hash=content_hash)
@@ -883,6 +884,7 @@ def _execute_workflow_steps(
                 file_data.workflow_id, ToolInstanceKey.STEP
             )
         )
+
         execution_service = cls._build_workflow_execution_service(
             organization_id=file_data.organization_id,
             workflow=workflow_execution.workflow,
diff --git a/backend/workflow_manager/workflow_v2/models/execution.py b/backend/workflow_manager/workflow_v2/models/execution.py
index 31c8988fe8..b927f1d65e 100644
--- a/backend/workflow_manager/workflow_v2/models/execution.py
+++ b/backend/workflow_manager/workflow_v2/models/execution.py
@@ -120,8 +120,7 @@ class Type(models.TextChoices):
     result_acknowledged = models.BooleanField(
         default=False,
         db_comment=(
-            "To track if result is acknowledged by user - "
-            "used mainly by API deployments"
+            "To track if result is acknowledged by user - used mainly by API deployments"
         ),
     )
     total_files = models.PositiveIntegerField(
diff --git a/backend/workflow_manager/workflow_v2/workflow_helper.py b/backend/workflow_manager/workflow_v2/workflow_helper.py
index 696a257e4e..3031136123 100644
--- a/backend/workflow_manager/workflow_v2/workflow_helper.py
+++ b/backend/workflow_manager/workflow_v2/workflow_helper.py
@@ -64,6 +64,7 @@
 EXECUTION_EXCLUDED_PARAMS = {
     "llm_profile_id",
     "hitl_queue_name",
+    "user_data",
 }
 
 
@@ -150,6 +151,7 @@ def process_input_files(
         execution_mode: tuple[str, str],
         use_file_history: bool,
         llm_profile_id: str | None,
+        user_data: dict[str, Any] | None = None,
     ) -> str | None:
         total_files = len(input_files)
         workflow_log.publish_initial_workflow_logs(total_files=total_files)
@@ -201,6 +203,7 @@ def process_input_files(
                 use_file_history=use_file_history,
                 q_file_no_list=list(q_file_no_list) if q_file_no_list else [],
                 llm_profile_id=llm_profile_id,
+                user_data=user_data,
             )
             batch_data = FileBatchData(files=batch, file_data=file_data)
 
@@ -267,6 +270,7 @@ def run_workflow(
         use_file_history: bool = True,
         llm_profile_id: str | None = None,
         hitl_queue_name: str | None = None,
+        user_data: dict[str, Any] | None = None,
     ) -> ExecutionResponse:
         tool_instances: list[ToolInstance] = (
             ToolInstanceHelper.get_tool_instances_by_workflow(
@@ -318,6 +322,7 @@ def run_workflow(
                 use_file_history=use_file_history,
                 execution_mode=execution_mode,
                 llm_profile_id=llm_profile_id,
+                user_data=user_data,
             )
             api_results = []
             return ExecutionResponse(
@@ -436,6 +441,7 @@ def execute_workflow_async(
         use_file_history: bool = True,
         llm_profile_id: str | None = None,
         hitl_queue_name: str | None = None,
+        user_data: dict[str, Any] | None = None,
     ) -> ExecutionResponse:
         """Adding a workflow to the queue for execution.
 
@@ -475,6 +481,7 @@ def execute_workflow_async(
                     "use_file_history": use_file_history,
                     "llm_profile_id": llm_profile_id,
                     "hitl_queue_name": hitl_queue_name,
+                    "user_data": user_data,
                 },
                 queue=queue,
             )
@@ -692,6 +699,7 @@ def execute_workflow(
                 use_file_history=use_file_history,
                 llm_profile_id=kwargs.get("llm_profile_id"),
                 hitl_queue_name=kwargs.get("hitl_queue_name"),
+                user_data=kwargs.get("user_data"),
             )
         except Exception as error:
             error_message = traceback.format_exc()
diff --git a/platform-service/pyproject.toml b/platform-service/pyproject.toml
index 466d9789fd..f91d91cd8d 100644
--- a/platform-service/pyproject.toml
+++ b/platform-service/pyproject.toml
@@ -15,7 +15,7 @@ dependencies = [
     "redis~=5.2.1",
     "cryptography>=41.0.7",
     "requests>=2.31.0",
-    "unstract-sdk[gcs, azure, aws]~=0.77.1", # Add version
+    "unstract-sdk[gcs, azure, aws]~=0.77.2", # Add version
     "unstract-flags",
     "unstract-core[flask]",
 ]
diff --git a/prompt-service/pyproject.toml b/prompt-service/pyproject.toml
index 0cea848723..2e0524aebb 100644
--- a/prompt-service/pyproject.toml
+++ b/prompt-service/pyproject.toml
@@ -17,7 +17,7 @@ dependencies = [
     "requests>=2.28,<3.0",
     # TODO: Temporarily removing the extra dependencies of aws and gcs from unstract-sdk
     # to resolve lock file. Will have to be re-looked into
-    "unstract-sdk[azure]~=0.77.1",
+    "unstract-sdk[azure]~=0.77.2",
     "gcsfs==2024.10.0",
     "s3fs==2024.10.0",
     "redis>=5.0.3,<5.3",
diff --git a/prompt-service/src/unstract/prompt_service/constants.py b/prompt-service/src/unstract/prompt_service/constants.py
index b4a1a4f4b4..f12b9eee42 100644
--- a/prompt-service/src/unstract/prompt_service/constants.py
+++ b/prompt-service/src/unstract/prompt_service/constants.py
@@ -67,6 +67,7 @@ class PromptServiceConstants:
     SUMMARIZE_AS_SOURCE = "summarize_as_source"
     VARIABLE_MAP = "variable_map"
     RECORD = "record"
+    USER_DATA = "user_data"
     TEXT = "text"
     ENABLE_HIGHLIGHT = "enable_highlight"
     FILE_PATH = "file_path"
@@ -147,6 +148,7 @@ class VariableType(str, Enum):
 
     STATIC = "STATIC"
     DYNAMIC = "DYNAMIC"
+    USER_DATA = "USER_DATA"
 
 
 class RetrievalStrategy(str, Enum):
@@ -166,7 +168,11 @@ class VariableConstants:
 
     VARIABLE_REGEX = "{{(.+?)}}"
     DYNAMIC_VARIABLE_DATA_REGEX = r"\[(.*?)\]"
-    DYNAMIC_VARIABLE_URL_REGEX = r"(?i)\b((?:https?://|www\d{0,3}[.]|[a-z0-9.\-]+[.][a-z]{2,4}/)(?:[^\s()<>]+|\(([^\s()<>]+|(\([^\s()<>]+\)))*\))+(?:\(([^\s()<>]+|(\([^\s()<>]+\)))*\)|[^\s`!()\[\]{};:'\".,<>?«»“”‘’]))"  # noqa: E501
+    DYNAMIC_VARIABLE_URL_REGEX = (
+        r"(?i)\b((?:https?://|www\d{0,3}[.]|[a-z0-9.\-]+[.][a-z]{2,4}/)(?:[^\s()<>]+|\(([^\s()<>]+|(\([^\s()<>]+\)))*\))+(?:\(([^\s()<>]+|(\([^\s()<>]+\)))*\)|[^\s`!()\[\]{};:'\".,<>?«»"
+        "'']))"
+    )  # noqa: E501
+    USER_DATA_VARIABLE_REGEX = r"user_data\.([a-zA-Z0-9_\.]+)"
 
 
 class IndexingConstants:
diff --git a/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py b/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py
index 35ad2d5c06..97cfee4665 100644
--- a/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py
+++ b/prompt-service/src/unstract/prompt_service/controllers/answer_prompt.py
@@ -53,6 +53,7 @@ def prompt_processor() -> Any:
     file_path = payload.get(PSKeys.FILE_PATH)
     doc_name = str(payload.get(PSKeys.FILE_NAME, ""))
     log_events_id: str = payload.get(PSKeys.LOG_EVENTS_ID, "")
+    user_data: dict[str, Any] = payload.get(PSKeys.USER_DATA, {})
     structured_output: dict[str, Any] = {}
     metadata: dict[str, Any] = {
         PSKeys.RUN_ID: run_id,
@@ -94,6 +95,7 @@ def prompt_processor() -> Any:
                 tool_id=tool_id,
                 prompt_name=prompt_name,
                 doc_name=doc_name,
+                user_data=user_data,
             )
 
         app.logger.info(f"[{tool_id}] Executing prompt: '{prompt_name}'")
diff --git a/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py b/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
index 8b10092522..6fdfdeac4a 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
@@ -60,11 +60,18 @@ def handle_json_and_str_types(value: Any) -> str:
     @staticmethod
     def identify_variable_type(variable: str) -> VariableType:
         variable_type: VariableType
-        pattern = re.compile(VariableConstants.DYNAMIC_VARIABLE_URL_REGEX)
-        if re.findall(pattern, variable):
-            variable_type = VariableType.DYNAMIC
+
+        # Check for user_data variable type first
+        user_data_pattern = re.compile(VariableConstants.USER_DATA_VARIABLE_REGEX)
+        if re.findall(user_data_pattern, variable):
+            variable_type = VariableType.USER_DATA
         else:
-            variable_type = VariableType.STATIC
+            # Check for dynamic variable type
+            dynamic_pattern = re.compile(VariableConstants.DYNAMIC_VARIABLE_URL_REGEX)
+            if re.findall(dynamic_pattern, variable):
+                variable_type = VariableType.DYNAMIC
+            else:
+                variable_type = VariableType.STATIC
         return variable_type
 
     @staticmethod
@@ -92,6 +99,58 @@ def replace_dynamic_variable(
         )
         return replaced_prompt
 
+    @staticmethod
+    def replace_user_data_variable(
+        prompt: str, variable: str, user_data: dict[str, Any]
+    ) -> str:
+        """Replace user_data variable in prompt.
+
+        Args:
+            prompt: The prompt containing variables
+            variable: The variable to replace (e.g., "user_data.name")
+            user_data: The user data dictionary
+
+        Returns:
+            prompt with variable replaced
+        """
+        if not user_data:
+            app.logger.warning(
+                f"User data is empty. Unable to replace variable {variable}"
+            )
+            return prompt
+
+        # Extract the path from user_data.path.to.value
+        user_data_match = re.search(VariableConstants.USER_DATA_VARIABLE_REGEX, variable)
+        if not user_data_match:
+            app.logger.warning(f"Invalid user_data variable format: {variable}")
+            return prompt
+
+        path_str = user_data_match.group(1)
+        path_parts = path_str.split(".")
+
+        # Navigate through the nested dictionary
+        try:
+            value = user_data
+            for part in path_parts:
+                value = value[part]
+        except (KeyError, TypeError):
+            app.logger.warning(
+                f"Path {path_str} not found in user_data. Unable to replace variable {variable}"
+            )
+            return prompt
+
+        # Format the value and replace in prompt
+        formatted_value = VariableReplacementHelper.handle_json_and_str_types(value)
+        variable_marker_string = "".join(["{{", variable, "}}"])
+
+        replaced_prompt = VariableReplacementHelper.replace_generic_string_value(
+            prompt=prompt,
+            variable=variable_marker_string,
+            value=formatted_value,
+        )
+
+        return replaced_prompt
+
     @staticmethod
     @lru_cache(maxsize=128)
     def extract_variables_from_prompt(prompt_text: str) -> list[str]:
diff --git a/prompt-service/src/unstract/prompt_service/services/variable_replacement.py b/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
index 6d6184a7ec..8070843148 100644
--- a/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
+++ b/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
@@ -34,6 +34,7 @@ def replace_variables_in_prompt(
         tool_id: str,
         prompt_name: str,
         doc_name: str,
+        user_data: dict[str, Any] = None,
     ) -> str:
         """Replaces variables in prompt.
 
@@ -66,13 +67,17 @@ def replace_variables_in_prompt(
         try:
             variable_map = prompt[PSKeys.VARIABLE_MAP]
             prompt_text = VariableReplacementService._execute_variable_replacement(
-                prompt_text=prompt[PSKeys.PROMPT], variable_map=variable_map
+                prompt_text=prompt[PSKeys.PROMPT],
+                variable_map=variable_map,
+                user_data=user_data,
             )
         except KeyError:
             # Executed incase of structured tool and
             # APIs where we do not set the variable map
             prompt_text = VariableReplacementService._execute_variable_replacement(
-                prompt_text=prompt_text, variable_map=structured_output
+                prompt_text=prompt_text,
+                variable_map=structured_output,
+                user_data=user_data,
             )
         finally:
             app.logger.info(
@@ -93,7 +98,7 @@ def replace_variables_in_prompt(
 
     @staticmethod
     def _execute_variable_replacement(
-        prompt_text: str, variable_map: dict[str, Any]
+        prompt_text: str, variable_map: dict[str, Any], user_data: dict[str, Any] = None
     ) -> str:
         variables: list[str] = VariableReplacementHelper.extract_variables_from_prompt(
             prompt_text=prompt_text
@@ -109,10 +114,18 @@ def _execute_variable_replacement(
                     variable=variable,
                 )
 
-            if variable_type == VariableType.DYNAMIC:
+            elif variable_type == VariableType.DYNAMIC:
                 prompt_text = VariableReplacementHelper.replace_dynamic_variable(
                     prompt=prompt_text,
                     variable=variable,
                     structured_output=variable_map,
                 )
+
+            elif variable_type == VariableType.USER_DATA:
+                if user_data:
+                    prompt_text = VariableReplacementHelper.replace_user_data_variable(
+                        prompt=prompt_text,
+                        variable=variable,
+                        user_data=user_data,
+                    )
         return prompt_text
diff --git a/tools/structure/requirements.txt b/tools/structure/requirements.txt
index c16a340c69..b8fff8f81a 100644
--- a/tools/structure/requirements.txt
+++ b/tools/structure/requirements.txt
@@ -3,4 +3,4 @@
 # Required for all unstract tools
 # aws alone is needed here
 # because tools use transient temporary storage.
-unstract-sdk[aws]~=0.74.0
+unstract-sdk[aws]~=0.77.2
diff --git a/tools/structure/src/constants.py b/tools/structure/src/constants.py
index 74b334c39c..84871affe6 100644
--- a/tools/structure/src/constants.py
+++ b/tools/structure/src/constants.py
@@ -80,6 +80,7 @@ class SettingsKeys:
     EXECUTION_ID = "execution_id"
     IS_DIRECTORY_MODE = "is_directory_mode"
     LLM_PROFILE_ID = "llm_profile_id"
+    USER_DATA = "user_data"
 
 
 class IndexingConstants:
diff --git a/tools/structure/src/main.py b/tools/structure/src/main.py
index 7cae79610f..2057e26ab1 100644
--- a/tools/structure/src/main.py
+++ b/tools/structure/src/main.py
@@ -219,6 +219,9 @@ def run(
             SettingsKeys.FILE_PATH: extracted_input_file,
             SettingsKeys.EXECUTION_SOURCE: SettingsKeys.TOOL,
         }
+
+        user_data = self.get_exec_metadata.get(SettingsKeys.USER_DATA, {})
+        payload["user_data"] = user_data
         self.stream_log(f"Extracting document '{self.source_file_name}'")
         usage_kwargs: dict[Any, Any] = dict()
         usage_kwargs[UsageKwargs.RUN_ID] = self.file_execution_id
diff --git a/unstract/workflow-execution/src/unstract/workflow_execution/constants.py b/unstract/workflow-execution/src/unstract/workflow_execution/constants.py
index 06168e9df0..ac4ab0876d 100644
--- a/unstract/workflow-execution/src/unstract/workflow_execution/constants.py
+++ b/unstract/workflow-execution/src/unstract/workflow_execution/constants.py
@@ -46,6 +46,7 @@ class MetaDataKey:
     TOOL_METADATA = "tool_metadata"
     TAGS = "tags"
     LLM_PROFILE_ID = "llm_profile_id"
+    USER_DATA = "user_data"
 
 
 class ToolMetadataKey:
diff --git a/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py b/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py
index 9505c2da41..aed528be53 100644
--- a/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py
+++ b/unstract/workflow-execution/src/unstract/workflow_execution/execution_file_handler.py
@@ -102,6 +102,7 @@ def add_metadata_to_volume(
         source_hash: str,
         tags: list[str],
         llm_profile_id: str | None = None,
+        user_data: dict[str, Any] | None = None,
     ) -> None:
         """Creating metadata for workflow. This method is responsible for
         creating metadata for the workflow. It takes the input file path and
@@ -141,6 +142,10 @@ def add_metadata_to_volume(
         if llm_profile_id:
             content[MetaDataKey.LLM_PROFILE_ID] = llm_profile_id
 
+        # Add user_data to metadata if provided
+        if user_data:
+            content[MetaDataKey.USER_DATA] = user_data
+
         file_system = FileSystem(FileStorageType.WORKFLOW_EXECUTION)
         file_storage = file_system.get_file_storage()
         file_storage.json_dump(path=metadata_path, data=content)

From 8f9c91e5a0edf3dbc2fdd5e34723062bea63b745 Mon Sep 17 00:00:00 2001
From: jagadeeswaran-zipstack <jagadeeswaran@zipstack.com>
Date: Fri, 19 Sep 2025 13:34:59 +0530
Subject: [PATCH 2/5] error handling fixes

---
 .../helpers/variable_replacement.py           | 21 +++++++++----------
 .../services/variable_replacement.py          | 13 ++++++------
 2 files changed, 16 insertions(+), 18 deletions(-)

diff --git a/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py b/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
index 6fdfdeac4a..88e197bdbc 100644
--- a/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
+++ b/prompt-service/src/unstract/prompt_service/helpers/variable_replacement.py
@@ -114,16 +114,16 @@ def replace_user_data_variable(
             prompt with variable replaced
         """
         if not user_data:
-            app.logger.warning(
-                f"User data is empty. Unable to replace variable {variable}"
-            )
-            return prompt
+            error_msg = f"User data is empty. Unable to replace variable {variable}"
+            app.logger.error(error_msg)
+            raise ValueError(error_msg)
 
         # Extract the path from user_data.path.to.value
         user_data_match = re.search(VariableConstants.USER_DATA_VARIABLE_REGEX, variable)
         if not user_data_match:
-            app.logger.warning(f"Invalid user_data variable format: {variable}")
-            return prompt
+            error_msg = f"Invalid user_data variable format: {variable}"
+            app.logger.error(error_msg)
+            raise ValueError(error_msg)
 
         path_str = user_data_match.group(1)
         path_parts = path_str.split(".")
@@ -133,11 +133,10 @@ def replace_user_data_variable(
             value = user_data
             for part in path_parts:
                 value = value[part]
-        except (KeyError, TypeError):
-            app.logger.warning(
-                f"Path {path_str} not found in user_data. Unable to replace variable {variable}"
-            )
-            return prompt
+        except (KeyError, TypeError) as e:
+            error_msg = f"Path {path_str} not found in user_data for variable {variable}"
+            app.logger.error(error_msg)
+            raise ValueError(error_msg) from e
 
         # Format the value and replace in prompt
         formatted_value = VariableReplacementHelper.handle_json_and_str_types(value)
diff --git a/prompt-service/src/unstract/prompt_service/services/variable_replacement.py b/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
index 8070843148..defabdce61 100644
--- a/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
+++ b/prompt-service/src/unstract/prompt_service/services/variable_replacement.py
@@ -121,11 +121,10 @@ def _execute_variable_replacement(
                     structured_output=variable_map,
                 )
 
-            elif variable_type == VariableType.USER_DATA:
-                if user_data:
-                    prompt_text = VariableReplacementHelper.replace_user_data_variable(
-                        prompt=prompt_text,
-                        variable=variable,
-                        user_data=user_data,
-                    )
+            elif variable_type == VariableType.USER_DATA and user_data:
+                prompt_text = VariableReplacementHelper.replace_user_data_variable(
+                    prompt=prompt_text,
+                    variable=variable,
+                    user_data=user_data,
+                )
         return prompt_text

From db8895146acfb7ccc7d0e89b5bf78b3cd646e244 Mon Sep 17 00:00:00 2001
From: jagadeeswaran-zipstack
 <105187947+jagadeeswaran-zipstack@users.noreply.github.com>
Date: Fri, 19 Sep 2025 08:07:18 +0000
Subject: [PATCH 3/5] Commit uv.lock changes

---
 backend/uv.lock          | 1942 +++++++++++++++++++-------------------
 platform-service/uv.lock | 1622 +++++++++++++++----------------
 prompt-service/uv.lock   | 1672 ++++++++++++++++----------------
 3 files changed, 2618 insertions(+), 2618 deletions(-)

diff --git a/backend/uv.lock b/backend/uv.lock
index 318c03bc3f..4e5caf12a7 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 1
 requires-python = "==3.12.*"
 
 [manifest]
@@ -20,9 +20,9 @@ dependencies = [
     { name = "azure-storage-blob" },
     { name = "fsspec" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b4/1e/6d5146676044247af566fa5843b335b1a647e6446070cec9c8b61c31b369/adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf", size = 48588, upload-time = "2024-07-22T12:10:33.849Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b4/1e/6d5146676044247af566fa5843b335b1a647e6446070cec9c8b61c31b369/adlfs-2024.7.0.tar.gz", hash = "sha256:106995b91f0eb5e775bcd5957d180d9a14faef3271a063b1f65c66fd5ab05ddf", size = 48588 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/51/a71c457bd0bc8af3e522b6999ff300852c7c446e384fd9904b0794f875df/adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07", size = 41349, upload-time = "2024-07-22T12:10:32.226Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/51/a71c457bd0bc8af3e522b6999ff300852c7c446e384fd9904b0794f875df/adlfs-2024.7.0-py3-none-any.whl", hash = "sha256:2005c8e124fda3948f2a6abb2dbebb2c936d2d821acaca6afd61932edfa9bc07", size = 41349 },
 ]
 
 [[package]]
@@ -33,9 +33,9 @@ dependencies = [
     { name = "aiobotocore", extra = ["boto3"] },
     { name = "aiofiles" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/cc/91/57ba4d31fde7b26d47b0d14de7f75e34d9f4ace316c1036d1703b8fec8dd/aioboto3-13.1.1.tar.gz", hash = "sha256:7def49471b7b79b7dfe3859acac01423e241b5d69abf0a5f2bcfd2c64855b2ab", size = 32496, upload-time = "2024-07-09T22:40:18.657Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cc/91/57ba4d31fde7b26d47b0d14de7f75e34d9f4ace316c1036d1703b8fec8dd/aioboto3-13.1.1.tar.gz", hash = "sha256:7def49471b7b79b7dfe3859acac01423e241b5d69abf0a5f2bcfd2c64855b2ab", size = 32496 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/99/de/c9ebaf88400e178e4925077fe03dadfebbd5055c0d3de65e95e5cf618398/aioboto3-13.1.1-py3-none-any.whl", hash = "sha256:4b44a7c1317a51479b92ee57a2fea2cdef6bea2c3669870830b3f4dec6be7ca0", size = 34725, upload-time = "2024-07-09T22:40:15.716Z" },
+    { url = "https://files.pythonhosted.org/packages/99/de/c9ebaf88400e178e4925077fe03dadfebbd5055c0d3de65e95e5cf618398/aioboto3-13.1.1-py3-none-any.whl", hash = "sha256:4b44a7c1317a51479b92ee57a2fea2cdef6bea2c3669870830b3f4dec6be7ca0", size = 34725 },
 ]
 
 [[package]]
@@ -48,9 +48,9 @@ dependencies = [
     { name = "botocore" },
     { name = "wrapt" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/cd/d2/d7e46bcc4c0b5b8e751092824d6ca9af5928adae0f864336e43c7f7a436a/aiobotocore-2.13.1.tar.gz", hash = "sha256:134f9606c2f91abde38cbc61c3241113e26ff244633e0c31abb7e09da3581c9b", size = 104475, upload-time = "2024-06-24T18:30:36.509Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/d2/d7e46bcc4c0b5b8e751092824d6ca9af5928adae0f864336e43c7f7a436a/aiobotocore-2.13.1.tar.gz", hash = "sha256:134f9606c2f91abde38cbc61c3241113e26ff244633e0c31abb7e09da3581c9b", size = 104475 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/30/07/42f884c1600169e4267575cdd261c75dea31782d8fd877bbea358d559416/aiobotocore-2.13.1-py3-none-any.whl", hash = "sha256:1bef121b99841ee3cc788e4ed97c332ba32353b1f00e886d1beb3aae95520858", size = 76864, upload-time = "2024-06-24T18:30:33.379Z" },
+    { url = "https://files.pythonhosted.org/packages/30/07/42f884c1600169e4267575cdd261c75dea31782d8fd877bbea358d559416/aiobotocore-2.13.1-py3-none-any.whl", hash = "sha256:1bef121b99841ee3cc788e4ed97c332ba32353b1f00e886d1beb3aae95520858", size = 76864 },
 ]
 
 [package.optional-dependencies]
@@ -62,18 +62,18 @@ boto3 = [
 name = "aiofiles"
 version = "24.1.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/0b/03/a88171e277e8caa88a4c77808c20ebb04ba74cc4681bf1e9416c862de237/aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c", size = 30247, upload-time = "2024-06-24T11:02:03.584Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/03/a88171e277e8caa88a4c77808c20ebb04ba74cc4681bf1e9416c862de237/aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c", size = 30247 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a5/45/30bb92d442636f570cb5651bc661f52b610e2eec3f891a5dc3a4c3667db0/aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5", size = 15896, upload-time = "2024-06-24T11:02:01.529Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/45/30bb92d442636f570cb5651bc661f52b610e2eec3f891a5dc3a4c3667db0/aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5", size = 15896 },
 ]
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265 },
 ]
 
 [[package]]
@@ -89,33 +89,33 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/d9/1c4721d143e14af753f2bf5e3b681883e1f24b592c0482df6fa6e33597fa/aiohttp-3.11.16.tar.gz", hash = "sha256:16f8a2c9538c14a557b4d309ed4d0a7c60f0253e8ed7b6c9a2859a7582f8b1b8", size = 7676826, upload-time = "2025-04-02T02:17:44.74Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/d9/1c4721d143e14af753f2bf5e3b681883e1f24b592c0482df6fa6e33597fa/aiohttp-3.11.16.tar.gz", hash = "sha256:16f8a2c9538c14a557b4d309ed4d0a7c60f0253e8ed7b6c9a2859a7582f8b1b8", size = 7676826 }
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index 2550ebf6ba..b283eac424 100644
--- a/platform-service/uv.lock
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index 251d2e3f64..b03db54b2b 100644
--- a/prompt-service/uv.lock
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 name = "zipp"
 version = "3.23.0"
 source = { registry = "https://pypi.org/simple" }
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 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276 },
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From 98c61b5fb1159ab2d34e78209dadf76efafa8ab9 Mon Sep 17 00:00:00 2001
From: jagadeeswaran-zipstack <jagadeeswaran@zipstack.com>
Date: Fri, 19 Sep 2025 13:44:42 +0530
Subject: [PATCH 4/5] added doc string

---
 backend/api_v2/deployment_helper.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/backend/api_v2/deployment_helper.py b/backend/api_v2/deployment_helper.py
index 20c21c3495..082e77975c 100644
--- a/backend/api_v2/deployment_helper.py
+++ b/backend/api_v2/deployment_helper.py
@@ -169,6 +169,7 @@ def execute_workflow(
             tag_names (list(str)): list of tag names
             llm_profile_id (str, optional): LLM profile ID for overriding tool settings
             hitl_queue_name (str, optional): Custom queue name for manual review
+            user_data (dict[str, Any], optional): JSON data for user_data variable replacement in prompts
 
         Returns:
             ReturnDict: execution status/ result

From 747f3db7240015476195d75dcaab6b671a8437a0 Mon Sep 17 00:00:00 2001
From: jagadeeswaran-zipstack <jagadeeswaran@zipstack.com>
Date: Fri, 19 Sep 2025 13:51:30 +0530
Subject: [PATCH 5/5] updated sample.env

---
 backend/sample.env                         | 4 ++--
 tools/structure/src/config/properties.json | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/backend/sample.env b/backend/sample.env
index dcd79b5a16..b0331b23ad 100644
--- a/backend/sample.env
+++ b/backend/sample.env
@@ -78,9 +78,9 @@ PROMPT_STUDIO_FILE_PATH=/app/prompt-studio-data
 
 # Structure Tool Image (Runs prompt studio exported tools)
 # https://hub.docker.com/r/unstract/tool-structure
-STRUCTURE_TOOL_IMAGE_URL="docker:unstract/tool-structure:0.0.86"
+STRUCTURE_TOOL_IMAGE_URL="docker:unstract/tool-structure:0.0.87"
 STRUCTURE_TOOL_IMAGE_NAME="unstract/tool-structure"
-STRUCTURE_TOOL_IMAGE_TAG="0.0.86"
+STRUCTURE_TOOL_IMAGE_TAG="0.0.87"
 
 # Feature Flags
 EVALUATION_SERVER_IP=unstract-flipt
diff --git a/tools/structure/src/config/properties.json b/tools/structure/src/config/properties.json
index b736f6e7f1..dcb43de89d 100644
--- a/tools/structure/src/config/properties.json
+++ b/tools/structure/src/config/properties.json
@@ -2,7 +2,7 @@
   "schemaVersion": "0.0.1",
   "displayName": "Structure Tool",
   "functionName": "structure_tool",
-  "toolVersion": "0.0.86",
+  "toolVersion": "0.0.87",
   "description": "This is a template tool which can answer set of input prompts designed in the Prompt Studio",
   "input": {
     "description": "File that needs to be indexed and parsed for answers"