diff --git a/api/controllers/console/app/workflow_draft_variable.py b/api/controllers/console/app/workflow_draft_variable.py
index 165bfcd4ba..b78d97a382 100644
--- a/api/controllers/console/app/workflow_draft_variable.py
+++ b/api/controllers/console/app/workflow_draft_variable.py
@@ -23,7 +23,7 @@ from dify_graph.variables.types import SegmentType
 from extensions.ext_database import db
 from factories.file_factory import build_from_mapping, build_from_mappings
 from factories.variable_factory import build_segment_with_type
-from libs.login import login_required
+from libs.login import current_user, login_required
 from models import App, AppMode
 from models.workflow import WorkflowDraftVariable
 from services.workflow_draft_variable_service import WorkflowDraftVariableList, WorkflowDraftVariableService
@@ -100,6 +100,18 @@ def _serialize_full_content(variable: WorkflowDraftVariable) -> dict | None:
     }
 
 
+def _ensure_variable_access(
+    variable: WorkflowDraftVariable | None,
+    app_id: str,
+    variable_id: str,
+) -> WorkflowDraftVariable:
+    if variable is None:
+        raise NotFoundError(description=f"variable not found, id={variable_id}")
+    if variable.app_id != app_id or variable.user_id != current_user.id:
+        raise NotFoundError(description=f"variable not found, id={variable_id}")
+    return variable
+
+
 _WORKFLOW_DRAFT_VARIABLE_WITHOUT_VALUE_FIELDS = {
     "id": fields.String,
     "type": fields.String(attribute=lambda model: model.get_variable_type()),
@@ -238,6 +250,7 @@ class WorkflowVariableCollectionApi(Resource):
                 app_id=app_model.id,
                 page=args.page,
                 limit=args.limit,
+                user_id=current_user.id,
             )
 
         return workflow_vars
@@ -250,7 +263,7 @@ class WorkflowVariableCollectionApi(Resource):
         draft_var_srv = WorkflowDraftVariableService(
             session=db.session(),
         )
-        draft_var_srv.delete_workflow_variables(app_model.id)
+        draft_var_srv.delete_user_workflow_variables(app_model.id, user_id=current_user.id)
         db.session.commit()
         return Response("", 204)
 
@@ -287,7 +300,7 @@ class NodeVariableCollectionApi(Resource):
             draft_var_srv = WorkflowDraftVariableService(
                 session=session,
             )
-            node_vars = draft_var_srv.list_node_variables(app_model.id, node_id)
+            node_vars = draft_var_srv.list_node_variables(app_model.id, node_id, user_id=current_user.id)
 
         return node_vars
 
@@ -298,7 +311,7 @@ class NodeVariableCollectionApi(Resource):
     def delete(self, app_model: App, node_id: str):
         validate_node_id(node_id)
         srv = WorkflowDraftVariableService(db.session())
-        srv.delete_node_variables(app_model.id, node_id)
+        srv.delete_node_variables(app_model.id, node_id, user_id=current_user.id)
         db.session.commit()
         return Response("", 204)
 
@@ -319,11 +332,11 @@ class VariableApi(Resource):
         draft_var_srv = WorkflowDraftVariableService(
             session=db.session(),
         )
-        variable = draft_var_srv.get_variable(variable_id=variable_id)
-        if variable is None:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
-        if variable.app_id != app_model.id:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        variable = _ensure_variable_access(
+            variable=draft_var_srv.get_variable(variable_id=variable_id),
+            app_id=app_model.id,
+            variable_id=variable_id,
+        )
         return variable
 
     @console_ns.doc("update_variable")
@@ -360,11 +373,11 @@ class VariableApi(Resource):
         )
         args_model = WorkflowDraftVariableUpdatePayload.model_validate(console_ns.payload or {})
 
-        variable = draft_var_srv.get_variable(variable_id=variable_id)
-        if variable is None:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
-        if variable.app_id != app_model.id:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        variable = _ensure_variable_access(
+            variable=draft_var_srv.get_variable(variable_id=variable_id),
+            app_id=app_model.id,
+            variable_id=variable_id,
+        )
 
         new_name = args_model.name
         raw_value = args_model.value
@@ -397,11 +410,11 @@ class VariableApi(Resource):
         draft_var_srv = WorkflowDraftVariableService(
             session=db.session(),
         )
-        variable = draft_var_srv.get_variable(variable_id=variable_id)
-        if variable is None:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
-        if variable.app_id != app_model.id:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        variable = _ensure_variable_access(
+            variable=draft_var_srv.get_variable(variable_id=variable_id),
+            app_id=app_model.id,
+            variable_id=variable_id,
+        )
         draft_var_srv.delete_variable(variable)
         db.session.commit()
         return Response("", 204)
@@ -427,11 +440,11 @@ class VariableResetApi(Resource):
             raise NotFoundError(
                 f"Draft workflow not found, app_id={app_model.id}",
             )
-        variable = draft_var_srv.get_variable(variable_id=variable_id)
-        if variable is None:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
-        if variable.app_id != app_model.id:
-            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        variable = _ensure_variable_access(
+            variable=draft_var_srv.get_variable(variable_id=variable_id),
+            app_id=app_model.id,
+            variable_id=variable_id,
+        )
 
         resetted = draft_var_srv.reset_variable(draft_workflow, variable)
         db.session.commit()
@@ -447,11 +460,15 @@ def _get_variable_list(app_model: App, node_id) -> WorkflowDraftVariableList:
             session=session,
         )
         if node_id == CONVERSATION_VARIABLE_NODE_ID:
-            draft_vars = draft_var_srv.list_conversation_variables(app_model.id)
+            draft_vars = draft_var_srv.list_conversation_variables(app_model.id, user_id=current_user.id)
         elif node_id == SYSTEM_VARIABLE_NODE_ID:
-            draft_vars = draft_var_srv.list_system_variables(app_model.id)
+            draft_vars = draft_var_srv.list_system_variables(app_model.id, user_id=current_user.id)
         else:
-            draft_vars = draft_var_srv.list_node_variables(app_id=app_model.id, node_id=node_id)
+            draft_vars = draft_var_srv.list_node_variables(
+                app_id=app_model.id,
+                node_id=node_id,
+                user_id=current_user.id,
+            )
     return draft_vars
 
 
@@ -472,7 +489,7 @@ class ConversationVariableCollectionApi(Resource):
         if draft_workflow is None:
             raise NotFoundError(description=f"draft workflow not found, id={app_model.id}")
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(draft_workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(draft_workflow, user_id=current_user.id)
         db.session.commit()
         return _get_variable_list(app_model, CONVERSATION_VARIABLE_NODE_ID)
 
diff --git a/api/controllers/console/datasets/rag_pipeline/rag_pipeline_draft_variable.py b/api/controllers/console/datasets/rag_pipeline/rag_pipeline_draft_variable.py
index 4c441a5d07..c5dadb75f5 100644
--- a/api/controllers/console/datasets/rag_pipeline/rag_pipeline_draft_variable.py
+++ b/api/controllers/console/datasets/rag_pipeline/rag_pipeline_draft_variable.py
@@ -102,6 +102,7 @@ class RagPipelineVariableCollectionApi(Resource):
             app_id=pipeline.id,
             page=query.page,
             limit=query.limit,
+            user_id=current_user.id,
         )
 
         return workflow_vars
@@ -111,7 +112,7 @@ class RagPipelineVariableCollectionApi(Resource):
         draft_var_srv = WorkflowDraftVariableService(
             session=db.session(),
         )
-        draft_var_srv.delete_workflow_variables(pipeline.id)
+        draft_var_srv.delete_user_workflow_variables(pipeline.id, user_id=current_user.id)
         db.session.commit()
         return Response("", 204)
 
@@ -144,7 +145,7 @@ class RagPipelineNodeVariableCollectionApi(Resource):
             draft_var_srv = WorkflowDraftVariableService(
                 session=session,
             )
-            node_vars = draft_var_srv.list_node_variables(pipeline.id, node_id)
+            node_vars = draft_var_srv.list_node_variables(pipeline.id, node_id, user_id=current_user.id)
 
         return node_vars
 
@@ -152,7 +153,7 @@ class RagPipelineNodeVariableCollectionApi(Resource):
     def delete(self, pipeline: Pipeline, node_id: str):
         validate_node_id(node_id)
         srv = WorkflowDraftVariableService(db.session())
-        srv.delete_node_variables(pipeline.id, node_id)
+        srv.delete_node_variables(pipeline.id, node_id, user_id=current_user.id)
         db.session.commit()
         return Response("", 204)
 
@@ -283,11 +284,11 @@ def _get_variable_list(pipeline: Pipeline, node_id) -> WorkflowDraftVariableList
             session=session,
         )
         if node_id == CONVERSATION_VARIABLE_NODE_ID:
-            draft_vars = draft_var_srv.list_conversation_variables(pipeline.id)
+            draft_vars = draft_var_srv.list_conversation_variables(pipeline.id, user_id=current_user.id)
         elif node_id == SYSTEM_VARIABLE_NODE_ID:
-            draft_vars = draft_var_srv.list_system_variables(pipeline.id)
+            draft_vars = draft_var_srv.list_system_variables(pipeline.id, user_id=current_user.id)
         else:
-            draft_vars = draft_var_srv.list_node_variables(app_id=pipeline.id, node_id=node_id)
+            draft_vars = draft_var_srv.list_node_variables(app_id=pipeline.id, node_id=node_id, user_id=current_user.id)
     return draft_vars
 
 
diff --git a/api/core/app/apps/advanced_chat/app_generator.py b/api/core/app/apps/advanced_chat/app_generator.py
index 05ae1a4d38..5d974335ff 100644
--- a/api/core/app/apps/advanced_chat/app_generator.py
+++ b/api/core/app/apps/advanced_chat/app_generator.py
@@ -330,9 +330,10 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
             engine=db.engine,
             app_id=application_generate_entity.app_config.app_id,
             tenant_id=application_generate_entity.app_config.tenant_id,
+            user_id=user.id,
         )
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user.id)
 
         return self._generate(
             workflow=workflow,
@@ -413,9 +414,10 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
             engine=db.engine,
             app_id=application_generate_entity.app_config.app_id,
             tenant_id=application_generate_entity.app_config.tenant_id,
+            user_id=user.id,
         )
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user.id)
 
         return self._generate(
             workflow=workflow,
diff --git a/api/core/app/apps/pipeline/pipeline_generator.py b/api/core/app/apps/pipeline/pipeline_generator.py
index dcfc1415e8..19d67eb108 100644
--- a/api/core/app/apps/pipeline/pipeline_generator.py
+++ b/api/core/app/apps/pipeline/pipeline_generator.py
@@ -419,11 +419,12 @@ class PipelineGenerator(BaseAppGenerator):
             triggered_from=WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP,
         )
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user.id)
         var_loader = DraftVarLoader(
             engine=db.engine,
             app_id=application_generate_entity.app_config.app_id,
             tenant_id=application_generate_entity.app_config.tenant_id,
+            user_id=user.id,
         )
 
         return self._generate(
@@ -514,11 +515,12 @@ class PipelineGenerator(BaseAppGenerator):
             triggered_from=WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP,
         )
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user.id)
         var_loader = DraftVarLoader(
             engine=db.engine,
             app_id=application_generate_entity.app_config.app_id,
             tenant_id=application_generate_entity.app_config.tenant_id,
+            user_id=user.id,
         )
 
         return self._generate(
diff --git a/api/core/app/apps/workflow/app_generator.py b/api/core/app/apps/workflow/app_generator.py
index 32a7a3ccec..6fbe19a3b2 100644
--- a/api/core/app/apps/workflow/app_generator.py
+++ b/api/core/app/apps/workflow/app_generator.py
@@ -414,11 +414,12 @@ class WorkflowAppGenerator(BaseAppGenerator):
             triggered_from=WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP,
         )
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user.id)
         var_loader = DraftVarLoader(
             engine=db.engine,
             app_id=application_generate_entity.app_config.app_id,
             tenant_id=application_generate_entity.app_config.tenant_id,
+            user_id=user.id,
         )
 
         return self._generate(
@@ -497,11 +498,12 @@ class WorkflowAppGenerator(BaseAppGenerator):
             triggered_from=WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP,
         )
         draft_var_srv = WorkflowDraftVariableService(db.session())
-        draft_var_srv.prefill_conversation_variable_default_values(workflow)
+        draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user.id)
         var_loader = DraftVarLoader(
             engine=db.engine,
             app_id=application_generate_entity.app_config.app_id,
             tenant_id=application_generate_entity.app_config.tenant_id,
+            user_id=user.id,
         )
         return self._generate(
             app_model=app_model,
diff --git a/api/migrations/versions/2026_03_04_1600-6b5f9f8b1a2c_add_user_id_to_workflow_draft_variables.py b/api/migrations/versions/2026_03_04_1600-6b5f9f8b1a2c_add_user_id_to_workflow_draft_variables.py
new file mode 100644
index 0000000000..432e4dadf5
--- /dev/null
+++ b/api/migrations/versions/2026_03_04_1600-6b5f9f8b1a2c_add_user_id_to_workflow_draft_variables.py
@@ -0,0 +1,69 @@
+"""add user_id and switch workflow_draft_variables unique key to user scope
+
+Revision ID: 6b5f9f8b1a2c
+Revises: 0ec65df55790
+Create Date: 2026-03-04 16:00:00.000000
+
+"""
+
+import sqlalchemy as sa
+from alembic import op
+
+import models as models
+
+# revision identifiers, used by Alembic.
+revision = "6b5f9f8b1a2c"
+down_revision = "0ec65df55790"
+branch_labels = None
+depends_on = None
+
+
+def _is_pg(conn) -> bool:
+    return conn.dialect.name == "postgresql"
+
+
+def upgrade():
+    conn = op.get_bind()
+    table_name = "workflow_draft_variables"
+
+    with op.batch_alter_table(table_name, schema=None) as batch_op:
+        batch_op.add_column(sa.Column("user_id", models.types.StringUUID(), nullable=True))
+
+    if _is_pg(conn):
+        with op.get_context().autocommit_block():
+            op.create_index(
+                "workflow_draft_variables_app_id_user_id_key",
+                "workflow_draft_variables",
+                ["app_id", "user_id", "node_id", "name"],
+                unique=True,
+                postgresql_concurrently=True,
+            )
+    else:
+        op.create_index(
+            "workflow_draft_variables_app_id_user_id_key",
+            "workflow_draft_variables",
+            ["app_id", "user_id", "node_id", "name"],
+            unique=True,
+        )
+
+    with op.batch_alter_table(table_name, schema=None) as batch_op:
+        batch_op.drop_constraint(op.f("workflow_draft_variables_app_id_key"), type_="unique")
+
+
+def downgrade():
+    conn = op.get_bind()
+
+    with op.batch_alter_table("workflow_draft_variables", schema=None) as batch_op:
+        batch_op.create_unique_constraint(
+            op.f("workflow_draft_variables_app_id_key"),
+            ["app_id", "node_id", "name"],
+        )
+
+    if _is_pg(conn):
+        with op.get_context().autocommit_block():
+            op.drop_index("workflow_draft_variables_app_id_user_id_key", postgresql_concurrently=True)
+    else:
+        op.drop_index("workflow_draft_variables_app_id_user_id_key", table_name="workflow_draft_variables")
+
+    with op.batch_alter_table("workflow_draft_variables", schema=None) as batch_op:
+        batch_op.drop_column("user_id")
diff --git a/api/models/workflow.py b/api/models/workflow.py
index fdb8de0653..32cbd50648 100644
--- a/api/models/workflow.py
+++ b/api/models/workflow.py
@@ -1286,16 +1286,17 @@ class WorkflowDraftVariable(Base):
     """
 
     @staticmethod
-    def unique_app_id_node_id_name() -> list[str]:
+    def unique_app_id_user_id_node_id_name() -> list[str]:
         return [
             "app_id",
+            "user_id",
             "node_id",
             "name",
         ]
 
     __tablename__ = "workflow_draft_variables"
     __table_args__ = (
-        UniqueConstraint(*unique_app_id_node_id_name()),
+        UniqueConstraint(*unique_app_id_user_id_node_id_name()),
         Index("workflow_draft_variable_file_id_idx", "file_id"),
     )
     # Required for instance variable annotation.
@@ -1321,6 +1322,11 @@ class WorkflowDraftVariable(Base):
 
     # "`app_id` maps to the `id` field in the `model.App` model."
     app_id: Mapped[str] = mapped_column(StringUUID, nullable=False)
+    # Owner of this draft variable.
+    #
+    # This field is nullable during migration and will be migrated to NOT NULL
+    # in a follow-up release.
+    user_id: Mapped[str | None] = mapped_column(StringUUID, nullable=True, default=None)
 
     # `last_edited_at` records when the value of a given draft variable
     # is edited.
@@ -1573,6 +1579,7 @@ class WorkflowDraftVariable(Base):
         cls,
         *,
         app_id: str,
+        user_id: str | None,
         node_id: str,
         name: str,
         value: Segment,
@@ -1586,6 +1593,7 @@ class WorkflowDraftVariable(Base):
         variable.updated_at = naive_utc_now()
         variable.description = description
         variable.app_id = app_id
+        variable.user_id = user_id
         variable.node_id = node_id
         variable.name = name
         variable.set_value(value)
@@ -1599,12 +1607,14 @@ class WorkflowDraftVariable(Base):
         cls,
         *,
         app_id: str,
+        user_id: str | None = None,
         name: str,
         value: Segment,
         description: str = "",
     ) -> "WorkflowDraftVariable":
         variable = cls._new(
             app_id=app_id,
+            user_id=user_id,
             node_id=CONVERSATION_VARIABLE_NODE_ID,
             name=name,
             value=value,
@@ -1619,6 +1629,7 @@ class WorkflowDraftVariable(Base):
         cls,
         *,
         app_id: str,
+        user_id: str | None = None,
         name: str,
         value: Segment,
         node_execution_id: str,
@@ -1626,6 +1637,7 @@ class WorkflowDraftVariable(Base):
     ) -> "WorkflowDraftVariable":
         variable = cls._new(
             app_id=app_id,
+            user_id=user_id,
             node_id=SYSTEM_VARIABLE_NODE_ID,
             name=name,
             node_execution_id=node_execution_id,
@@ -1639,6 +1651,7 @@ class WorkflowDraftVariable(Base):
         cls,
         *,
         app_id: str,
+        user_id: str | None = None,
         node_id: str,
         name: str,
         value: Segment,
@@ -1649,6 +1662,7 @@ class WorkflowDraftVariable(Base):
     ) -> "WorkflowDraftVariable":
         variable = cls._new(
             app_id=app_id,
+            user_id=user_id,
             node_id=node_id,
             name=name,
             node_execution_id=node_execution_id,
diff --git a/api/pyproject.toml b/api/pyproject.toml
index ecd3e4a3c9..57d58ce5b8 100644
--- a/api/pyproject.toml
+++ b/api/pyproject.toml
@@ -87,7 +87,7 @@ dependencies = [
     "flask-restx~=1.3.2",
     "packaging~=23.2",
     "croniter>=6.0.0",
-    "weaviate-client==4.17.0",
+    "weaviate-client==4.20.4",
     "apscheduler>=3.11.0",
     "weave>=0.52.16",
     "fastopenapi[flask]>=0.7.0",
@@ -202,28 +202,28 @@ tools = ["cloudscraper~=1.2.71", "nltk~=3.9.1"]
 ############################################################
 vdb = [
     "alibabacloud_gpdb20160503~=3.8.0",
-    "alibabacloud_tea_openapi~=0.3.9",
+    "alibabacloud_tea_openapi~=0.4.3",
     "chromadb==0.5.20",
-    "clickhouse-connect~=0.10.0",
+    "clickhouse-connect~=0.14.1",
     "clickzetta-connector-python>=0.8.102",
-    "couchbase~=4.3.0",
+    "couchbase~=4.5.0",
     "elasticsearch==8.14.0",
     "opensearch-py==3.1.0",
-    "oracledb==3.3.0",
+    "oracledb==3.4.2",
     "pgvecto-rs[sqlalchemy]~=0.2.1",
-    "pgvector==0.2.5",
-    "pymilvus~=2.5.0",
-    "pymochow==2.2.9",
+    "pgvector==0.4.2",
+    "pymilvus~=2.6.10",
+    "pymochow==2.3.6",
     "pyobvector~=0.2.17",
     "qdrant-client==1.9.0",
     "intersystems-irispython>=5.1.0",
-    "tablestore==6.3.7",
-    "tcvectordb~=1.6.4",
-    "tidb-vector==0.0.9",
-    "upstash-vector==0.6.0",
+    "tablestore==6.4.1",
+    "tcvectordb~=2.0.0",
+    "tidb-vector==0.0.15",
+    "upstash-vector==0.8.0",
     "volcengine-compat~=1.0.0",
-    "weaviate-client==4.17.0",
-    "xinference-client~=1.2.2",
+    "weaviate-client==4.20.4",
+    "xinference-client~=2.3.1",
     "mo-vector~=0.1.13",
     "mysql-connector-python>=9.3.0",
     "holo-search-sdk>=0.4.1",
diff --git a/api/services/app_dsl_service.py b/api/services/app_dsl_service.py
index 43bf6374b1..68cb3438ca 100644
--- a/api/services/app_dsl_service.py
+++ b/api/services/app_dsl_service.py
@@ -304,7 +304,7 @@ class AppDslService:
             )
 
             draft_var_srv = WorkflowDraftVariableService(session=self._session)
-            draft_var_srv.delete_workflow_variables(app_id=app.id)
+            draft_var_srv.delete_app_workflow_variables(app_id=app.id)
             return Import(
                 id=import_id,
                 status=status,
diff --git a/api/services/rag_pipeline/rag_pipeline.py b/api/services/rag_pipeline/rag_pipeline.py
index 899a6ba378..2118043a98 100644
--- a/api/services/rag_pipeline/rag_pipeline.py
+++ b/api/services/rag_pipeline/rag_pipeline.py
@@ -472,6 +472,7 @@ class RagPipelineService:
                     engine=db.engine,
                     app_id=pipeline.id,
                     tenant_id=pipeline.tenant_id,
+                    user_id=account.id,
                 ),
             ),
             start_at=start_at,
@@ -1237,6 +1238,7 @@ class RagPipelineService:
                     engine=db.engine,
                     app_id=pipeline.id,
                     tenant_id=pipeline.tenant_id,
+                    user_id=current_user.id,
                 ),
             ),
             start_at=start_at,
diff --git a/api/services/workflow_draft_variable_service.py b/api/services/workflow_draft_variable_service.py
index 804bf28b66..fb1a3f30c0 100644
--- a/api/services/workflow_draft_variable_service.py
+++ b/api/services/workflow_draft_variable_service.py
@@ -77,6 +77,7 @@ class DraftVarLoader(VariableLoader):
     _engine: Engine
     # Application ID for which variables are being loaded.
     _app_id: str
+    _user_id: str
     _tenant_id: str
     _fallback_variables: Sequence[VariableBase]
 
@@ -85,10 +86,12 @@ class DraftVarLoader(VariableLoader):
         engine: Engine,
         app_id: str,
         tenant_id: str,
+        user_id: str,
         fallback_variables: Sequence[VariableBase] | None = None,
     ):
         self._engine = engine
         self._app_id = app_id
+        self._user_id = user_id
         self._tenant_id = tenant_id
         self._fallback_variables = fallback_variables or []
 
@@ -104,7 +107,7 @@ class DraftVarLoader(VariableLoader):
 
         with Session(bind=self._engine, expire_on_commit=False) as session:
             srv = WorkflowDraftVariableService(session)
-            draft_vars = srv.get_draft_variables_by_selectors(self._app_id, selectors)
+            draft_vars = srv.get_draft_variables_by_selectors(self._app_id, selectors, user_id=self._user_id)
 
         # Important:
         files: list[File] = []
@@ -218,6 +221,7 @@ class WorkflowDraftVariableService:
         self,
         app_id: str,
         selectors: Sequence[list[str]],
+        user_id: str,
     ) -> list[WorkflowDraftVariable]:
         """
         Retrieve WorkflowDraftVariable instances based on app_id and selectors.
@@ -238,22 +242,30 @@ class WorkflowDraftVariableService:
         # Alternatively, a `SELECT` statement could be constructed for each selector and
         # combined using `UNION` to fetch all rows.
         # Benchmarking indicates that both approaches yield comparable performance.
-        variables = (
+        query = (
             self._session.query(WorkflowDraftVariable)
             .options(
                 orm.selectinload(WorkflowDraftVariable.variable_file).selectinload(
                     WorkflowDraftVariableFile.upload_file
                 )
             )
-            .where(WorkflowDraftVariable.app_id == app_id, or_(*ors))
-            .all()
+            .where(
+                WorkflowDraftVariable.app_id == app_id,
+                WorkflowDraftVariable.user_id == user_id,
+                or_(*ors),
+            )
         )
-        return variables
+        return query.all()
 
-    def list_variables_without_values(self, app_id: str, page: int, limit: int) -> WorkflowDraftVariableList:
-        criteria = WorkflowDraftVariable.app_id == app_id
+    def list_variables_without_values(
+        self, app_id: str, page: int, limit: int, user_id: str
+    ) -> WorkflowDraftVariableList:
+        criteria = [
+            WorkflowDraftVariable.app_id == app_id,
+            WorkflowDraftVariable.user_id == user_id,
+        ]
         total = None
-        query = self._session.query(WorkflowDraftVariable).where(criteria)
+        query = self._session.query(WorkflowDraftVariable).where(*criteria)
         if page == 1:
             total = query.count()
         variables = (
@@ -269,11 +281,12 @@ class WorkflowDraftVariableService:
 
         return WorkflowDraftVariableList(variables=variables, total=total)
 
-    def _list_node_variables(self, app_id: str, node_id: str) -> WorkflowDraftVariableList:
-        criteria = (
+    def _list_node_variables(self, app_id: str, node_id: str, user_id: str) -> WorkflowDraftVariableList:
+        criteria = [
             WorkflowDraftVariable.app_id == app_id,
             WorkflowDraftVariable.node_id == node_id,
-        )
+            WorkflowDraftVariable.user_id == user_id,
+        ]
         query = self._session.query(WorkflowDraftVariable).where(*criteria)
         variables = (
             query.options(orm.selectinload(WorkflowDraftVariable.variable_file))
@@ -282,36 +295,36 @@ class WorkflowDraftVariableService:
         )
         return WorkflowDraftVariableList(variables=variables)
 
-    def list_node_variables(self, app_id: str, node_id: str) -> WorkflowDraftVariableList:
-        return self._list_node_variables(app_id, node_id)
+    def list_node_variables(self, app_id: str, node_id: str, user_id: str) -> WorkflowDraftVariableList:
+        return self._list_node_variables(app_id, node_id, user_id=user_id)
 
-    def list_conversation_variables(self, app_id: str) -> WorkflowDraftVariableList:
-        return self._list_node_variables(app_id, CONVERSATION_VARIABLE_NODE_ID)
+    def list_conversation_variables(self, app_id: str, user_id: str) -> WorkflowDraftVariableList:
+        return self._list_node_variables(app_id, CONVERSATION_VARIABLE_NODE_ID, user_id=user_id)
 
-    def list_system_variables(self, app_id: str) -> WorkflowDraftVariableList:
-        return self._list_node_variables(app_id, SYSTEM_VARIABLE_NODE_ID)
+    def list_system_variables(self, app_id: str, user_id: str) -> WorkflowDraftVariableList:
+        return self._list_node_variables(app_id, SYSTEM_VARIABLE_NODE_ID, user_id=user_id)
 
-    def get_conversation_variable(self, app_id: str, name: str) -> WorkflowDraftVariable | None:
-        return self._get_variable(app_id=app_id, node_id=CONVERSATION_VARIABLE_NODE_ID, name=name)
+    def get_conversation_variable(self, app_id: str, name: str, user_id: str) -> WorkflowDraftVariable | None:
+        return self._get_variable(app_id=app_id, node_id=CONVERSATION_VARIABLE_NODE_ID, name=name, user_id=user_id)
 
-    def get_system_variable(self, app_id: str, name: str) -> WorkflowDraftVariable | None:
-        return self._get_variable(app_id=app_id, node_id=SYSTEM_VARIABLE_NODE_ID, name=name)
+    def get_system_variable(self, app_id: str, name: str, user_id: str) -> WorkflowDraftVariable | None:
+        return self._get_variable(app_id=app_id, node_id=SYSTEM_VARIABLE_NODE_ID, name=name, user_id=user_id)
 
-    def get_node_variable(self, app_id: str, node_id: str, name: str) -> WorkflowDraftVariable | None:
-        return self._get_variable(app_id, node_id, name)
+    def get_node_variable(self, app_id: str, node_id: str, name: str, user_id: str) -> WorkflowDraftVariable | None:
+        return self._get_variable(app_id, node_id, name, user_id=user_id)
 
-    def _get_variable(self, app_id: str, node_id: str, name: str) -> WorkflowDraftVariable | None:
-        variable = (
+    def _get_variable(self, app_id: str, node_id: str, name: str, user_id: str) -> WorkflowDraftVariable | None:
+        return (
             self._session.query(WorkflowDraftVariable)
             .options(orm.selectinload(WorkflowDraftVariable.variable_file))
             .where(
                 WorkflowDraftVariable.app_id == app_id,
                 WorkflowDraftVariable.node_id == node_id,
                 WorkflowDraftVariable.name == name,
+                WorkflowDraftVariable.user_id == user_id,
             )
             .first()
         )
-        return variable
 
     def update_variable(
         self,
@@ -462,7 +475,17 @@ class WorkflowDraftVariableService:
         self._session.delete(upload_file)
         self._session.delete(variable)
 
-    def delete_workflow_variables(self, app_id: str):
+    def delete_user_workflow_variables(self, app_id: str, user_id: str):
+        (
+            self._session.query(WorkflowDraftVariable)
+            .where(
+                WorkflowDraftVariable.app_id == app_id,
+                WorkflowDraftVariable.user_id == user_id,
+            )
+            .delete(synchronize_session=False)
+        )
+
+    def delete_app_workflow_variables(self, app_id: str):
         (
             self._session.query(WorkflowDraftVariable)
             .where(WorkflowDraftVariable.app_id == app_id)
@@ -501,28 +524,35 @@ class WorkflowDraftVariableService:
                 self._session.delete(upload_file)
                 self._session.delete(variable_file)
 
-    def delete_node_variables(self, app_id: str, node_id: str):
-        return self._delete_node_variables(app_id, node_id)
+    def delete_node_variables(self, app_id: str, node_id: str, user_id: str):
+        return self._delete_node_variables(app_id, node_id, user_id=user_id)
 
-    def _delete_node_variables(self, app_id: str, node_id: str):
-        self._session.query(WorkflowDraftVariable).where(
-            WorkflowDraftVariable.app_id == app_id,
-            WorkflowDraftVariable.node_id == node_id,
-        ).delete()
+    def _delete_node_variables(self, app_id: str, node_id: str, user_id: str):
+        (
+            self._session.query(WorkflowDraftVariable)
+            .where(
+                WorkflowDraftVariable.app_id == app_id,
+                WorkflowDraftVariable.node_id == node_id,
+                WorkflowDraftVariable.user_id == user_id,
+            )
+            .delete(synchronize_session=False)
+        )
 
-    def _get_conversation_id_from_draft_variable(self, app_id: str) -> str | None:
+    def _get_conversation_id_from_draft_variable(self, app_id: str, user_id: str) -> str | None:
         draft_var = self._get_variable(
             app_id=app_id,
             node_id=SYSTEM_VARIABLE_NODE_ID,
             name=str(SystemVariableKey.CONVERSATION_ID),
+            user_id=user_id,
         )
         if draft_var is None:
             return None
         segment = draft_var.get_value()
         if not isinstance(segment, StringSegment):
             logger.warning(
-                "sys.conversation_id variable is not a string: app_id=%s, id=%s",
+                "sys.conversation_id variable is not a string: app_id=%s, user_id=%s, id=%s",
                 app_id,
+                user_id,
                 draft_var.id,
             )
             return None
@@ -543,7 +573,7 @@ class WorkflowDraftVariableService:
 
         If no such conversation exists, a new conversation is created and its ID is returned.
         """
-        conv_id = self._get_conversation_id_from_draft_variable(workflow.app_id)
+        conv_id = self._get_conversation_id_from_draft_variable(workflow.app_id, account_id)
 
         if conv_id is not None:
             conversation = (
@@ -580,12 +610,13 @@ class WorkflowDraftVariableService:
         self._session.flush()
         return conversation.id
 
-    def prefill_conversation_variable_default_values(self, workflow: Workflow):
+    def prefill_conversation_variable_default_values(self, workflow: Workflow, user_id: str):
         """"""
         draft_conv_vars: list[WorkflowDraftVariable] = []
         for conv_var in workflow.conversation_variables:
             draft_var = WorkflowDraftVariable.new_conversation_variable(
                 app_id=workflow.app_id,
+                user_id=user_id,
                 name=conv_var.name,
                 value=conv_var,
                 description=conv_var.description,
@@ -635,7 +666,7 @@ def _batch_upsert_draft_variable(
         stmt = pg_insert(WorkflowDraftVariable).values([_model_to_insertion_dict(v) for v in draft_vars])
         if policy == _UpsertPolicy.OVERWRITE:
             stmt = stmt.on_conflict_do_update(
-                index_elements=WorkflowDraftVariable.unique_app_id_node_id_name(),
+                index_elements=WorkflowDraftVariable.unique_app_id_user_id_node_id_name(),
                 set_={
                     # Refresh creation timestamp to ensure updated variables
                     # appear first in chronologically sorted result sets.
@@ -652,7 +683,9 @@ def _batch_upsert_draft_variable(
                 },
             )
         elif policy == _UpsertPolicy.IGNORE:
-            stmt = stmt.on_conflict_do_nothing(index_elements=WorkflowDraftVariable.unique_app_id_node_id_name())
+            stmt = stmt.on_conflict_do_nothing(
+                index_elements=WorkflowDraftVariable.unique_app_id_user_id_node_id_name()
+            )
     else:
         stmt = mysql_insert(WorkflowDraftVariable).values([_model_to_insertion_dict(v) for v in draft_vars])  # type: ignore[assignment]
         if policy == _UpsertPolicy.OVERWRITE:
@@ -682,6 +715,7 @@ def _model_to_insertion_dict(model: WorkflowDraftVariable) -> dict[str, Any]:
     d: dict[str, Any] = {
         "id": model.id,
         "app_id": model.app_id,
+        "user_id": model.user_id,
         "last_edited_at": None,
         "node_id": model.node_id,
         "name": model.name,
@@ -807,6 +841,7 @@ class DraftVariableSaver:
     def _create_dummy_output_variable(self):
         return WorkflowDraftVariable.new_node_variable(
             app_id=self._app_id,
+            user_id=self._user.id,
             node_id=self._node_id,
             name=self._DUMMY_OUTPUT_IDENTITY,
             node_execution_id=self._node_execution_id,
@@ -842,6 +877,7 @@ class DraftVariableSaver:
             draft_vars.append(
                 WorkflowDraftVariable.new_conversation_variable(
                     app_id=self._app_id,
+                    user_id=self._user.id,
                     name=item.name,
                     value=segment,
                 )
@@ -862,6 +898,7 @@ class DraftVariableSaver:
                 draft_vars.append(
                     WorkflowDraftVariable.new_node_variable(
                         app_id=self._app_id,
+                        user_id=self._user.id,
                         node_id=self._node_id,
                         name=name,
                         node_execution_id=self._node_execution_id,
@@ -884,6 +921,7 @@ class DraftVariableSaver:
                 draft_vars.append(
                     WorkflowDraftVariable.new_sys_variable(
                         app_id=self._app_id,
+                        user_id=self._user.id,
                         name=name,
                         node_execution_id=self._node_execution_id,
                         value=value_seg,
@@ -1019,6 +1057,7 @@ class DraftVariableSaver:
             # Create the draft variable
             draft_var = WorkflowDraftVariable.new_node_variable(
                 app_id=self._app_id,
+                user_id=self._user.id,
                 node_id=self._node_id,
                 name=name,
                 node_execution_id=self._node_execution_id,
@@ -1032,6 +1071,7 @@ class DraftVariableSaver:
             # Create the draft variable
             draft_var = WorkflowDraftVariable.new_node_variable(
                 app_id=self._app_id,
+                user_id=self._user.id,
                 node_id=self._node_id,
                 name=name,
                 node_execution_id=self._node_execution_id,
diff --git a/api/services/workflow_service.py b/api/services/workflow_service.py
index 319107d3fb..e13cdd5f27 100644
--- a/api/services/workflow_service.py
+++ b/api/services/workflow_service.py
@@ -697,7 +697,7 @@ class WorkflowService:
 
         with Session(bind=db.engine, expire_on_commit=False) as session, session.begin():
             draft_var_srv = WorkflowDraftVariableService(session)
-            draft_var_srv.prefill_conversation_variable_default_values(draft_workflow)
+            draft_var_srv.prefill_conversation_variable_default_values(draft_workflow, user_id=account.id)
 
         node_config = draft_workflow.get_node_config_by_id(node_id)
         node_type = Workflow.get_node_type_from_node_config(node_config)
@@ -740,6 +740,7 @@ class WorkflowService:
             engine=db.engine,
             app_id=app_model.id,
             tenant_id=app_model.tenant_id,
+            user_id=account.id,
         )
 
         enclosing_node_type_and_id = draft_workflow.get_enclosing_node_type_and_id(node_config)
@@ -831,6 +832,7 @@ class WorkflowService:
             workflow=draft_workflow,
             node_config=node_config,
             manual_inputs=inputs or {},
+            user_id=account.id,
         )
         node = self._build_human_input_node(
             workflow=draft_workflow,
@@ -891,6 +893,7 @@ class WorkflowService:
             workflow=draft_workflow,
             node_config=node_config,
             manual_inputs=inputs or {},
+            user_id=account.id,
         )
         node = self._build_human_input_node(
             workflow=draft_workflow,
@@ -967,6 +970,7 @@ class WorkflowService:
             workflow=draft_workflow,
             node_config=node_config,
             manual_inputs=inputs or {},
+            user_id=account.id,
         )
         node = self._build_human_input_node(
             workflow=draft_workflow,
@@ -1102,10 +1106,11 @@ class WorkflowService:
         workflow: Workflow,
         node_config: NodeConfigDict,
         manual_inputs: Mapping[str, Any],
+        user_id: str,
     ) -> VariablePool:
         with Session(bind=db.engine, expire_on_commit=False) as session, session.begin():
             draft_var_srv = WorkflowDraftVariableService(session)
-            draft_var_srv.prefill_conversation_variable_default_values(workflow)
+            draft_var_srv.prefill_conversation_variable_default_values(workflow, user_id=user_id)
 
         variable_pool = VariablePool(
             system_variables=SystemVariable.default(),
@@ -1118,6 +1123,7 @@ class WorkflowService:
             engine=db.engine,
             app_id=app_model.id,
             tenant_id=app_model.tenant_id,
+            user_id=user_id,
         )
         variable_mapping = HumanInputNode.extract_variable_selector_to_variable_mapping(
             graph_config=workflow.graph_dict,
diff --git a/api/tests/integration_tests/services/test_workflow_draft_variable_service.py b/api/tests/integration_tests/services/test_workflow_draft_variable_service.py
index b19b4ebdad..b6aeb54cca 100644
--- a/api/tests/integration_tests/services/test_workflow_draft_variable_service.py
+++ b/api/tests/integration_tests/services/test_workflow_draft_variable_service.py
@@ -30,6 +30,7 @@ from services.workflow_draft_variable_service import (
 class TestWorkflowDraftVariableService(unittest.TestCase):
     _test_app_id: str
     _session: Session
+    _test_user_id: str
     _node1_id = "test_node_1"
     _node2_id = "test_node_2"
     _node_exec_id = str(uuid.uuid4())
@@ -99,13 +100,13 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
 
     def test_list_variables(self):
         srv = self._get_test_srv()
-        var_list = srv.list_variables_without_values(self._test_app_id, page=1, limit=2)
+        var_list = srv.list_variables_without_values(self._test_app_id, page=1, limit=2, user_id=self._test_user_id)
         assert var_list.total == 5
         assert len(var_list.variables) == 2
         page1_var_ids = {v.id for v in var_list.variables}
         assert page1_var_ids.issubset(self._variable_ids)
 
-        var_list_2 = srv.list_variables_without_values(self._test_app_id, page=2, limit=2)
+        var_list_2 = srv.list_variables_without_values(self._test_app_id, page=2, limit=2, user_id=self._test_user_id)
         assert var_list_2.total is None
         assert len(var_list_2.variables) == 2
         page2_var_ids = {v.id for v in var_list_2.variables}
@@ -114,7 +115,7 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
 
     def test_get_node_variable(self):
         srv = self._get_test_srv()
-        node_var = srv.get_node_variable(self._test_app_id, self._node1_id, "str_var")
+        node_var = srv.get_node_variable(self._test_app_id, self._node1_id, "str_var", user_id=self._test_user_id)
         assert node_var is not None
         assert node_var.id == self._node1_str_var_id
         assert node_var.name == "str_var"
@@ -122,7 +123,7 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
 
     def test_get_system_variable(self):
         srv = self._get_test_srv()
-        sys_var = srv.get_system_variable(self._test_app_id, "sys_var")
+        sys_var = srv.get_system_variable(self._test_app_id, "sys_var", user_id=self._test_user_id)
         assert sys_var is not None
         assert sys_var.id == self._sys_var_id
         assert sys_var.name == "sys_var"
@@ -130,7 +131,7 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
 
     def test_get_conversation_variable(self):
         srv = self._get_test_srv()
-        conv_var = srv.get_conversation_variable(self._test_app_id, "conv_var")
+        conv_var = srv.get_conversation_variable(self._test_app_id, "conv_var", user_id=self._test_user_id)
         assert conv_var is not None
         assert conv_var.id == self._conv_var_id
         assert conv_var.name == "conv_var"
@@ -138,7 +139,7 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
 
     def test_delete_node_variables(self):
         srv = self._get_test_srv()
-        srv.delete_node_variables(self._test_app_id, self._node2_id)
+        srv.delete_node_variables(self._test_app_id, self._node2_id, user_id=self._test_user_id)
         node2_var_count = (
             self._session.query(WorkflowDraftVariable)
             .where(
@@ -162,7 +163,7 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
 
     def test__list_node_variables(self):
         srv = self._get_test_srv()
-        node_vars = srv._list_node_variables(self._test_app_id, self._node2_id)
+        node_vars = srv._list_node_variables(self._test_app_id, self._node2_id, user_id=self._test_user_id)
         assert len(node_vars.variables) == 2
         assert {v.id for v in node_vars.variables} == set(self._node2_var_ids)
 
@@ -173,7 +174,7 @@ class TestWorkflowDraftVariableService(unittest.TestCase):
             [self._node2_id, "str_var"],
             [self._node2_id, "int_var"],
         ]
-        variables = srv.get_draft_variables_by_selectors(self._test_app_id, selectors)
+        variables = srv.get_draft_variables_by_selectors(self._test_app_id, selectors, user_id=self._test_user_id)
         assert len(variables) == 3
         assert {v.id for v in variables} == {self._node1_str_var_id} | set(self._node2_var_ids)
 
@@ -206,19 +207,23 @@ class TestDraftVariableLoader(unittest.TestCase):
     def setUp(self):
         self._test_app_id = str(uuid.uuid4())
         self._test_tenant_id = str(uuid.uuid4())
+        self._test_user_id = str(uuid.uuid4())
         sys_var = WorkflowDraftVariable.new_sys_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             name="sys_var",
             value=build_segment("sys_value"),
             node_execution_id=self._node_exec_id,
         )
         conv_var = WorkflowDraftVariable.new_conversation_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             name="conv_var",
             value=build_segment("conv_value"),
         )
         node_var = WorkflowDraftVariable.new_node_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             node_id=self._node1_id,
             name="str_var",
             value=build_segment("str_value"),
@@ -248,12 +253,22 @@ class TestDraftVariableLoader(unittest.TestCase):
             session.commit()
 
     def test_variable_loader_with_empty_selector(self):
-        var_loader = DraftVarLoader(engine=db.engine, app_id=self._test_app_id, tenant_id=self._test_tenant_id)
+        var_loader = DraftVarLoader(
+            engine=db.engine,
+            app_id=self._test_app_id,
+            tenant_id=self._test_tenant_id,
+            user_id=self._test_user_id,
+        )
         variables = var_loader.load_variables([])
         assert len(variables) == 0
 
     def test_variable_loader_with_non_empty_selector(self):
-        var_loader = DraftVarLoader(engine=db.engine, app_id=self._test_app_id, tenant_id=self._test_tenant_id)
+        var_loader = DraftVarLoader(
+            engine=db.engine,
+            app_id=self._test_app_id,
+            tenant_id=self._test_tenant_id,
+            user_id=self._test_user_id,
+        )
         variables = var_loader.load_variables(
             [
                 [SYSTEM_VARIABLE_NODE_ID, "sys_var"],
@@ -296,7 +311,12 @@ class TestDraftVariableLoader(unittest.TestCase):
                 session.commit()
 
                 # Now test loading using DraftVarLoader
-                var_loader = DraftVarLoader(engine=db.engine, app_id=self._test_app_id, tenant_id=self._test_tenant_id)
+                var_loader = DraftVarLoader(
+                    engine=db.engine,
+                    app_id=self._test_app_id,
+                    tenant_id=self._test_tenant_id,
+                    user_id=setup_account.id,
+                )
 
                 # Load the variable using the standard workflow
                 variables = var_loader.load_variables([["test_offload_node", "offloaded_string_var"]])
@@ -313,7 +333,7 @@ class TestDraftVariableLoader(unittest.TestCase):
             # Clean up - delete all draft variables for this app
             with Session(bind=db.engine) as session:
                 service = WorkflowDraftVariableService(session)
-                service.delete_workflow_variables(self._test_app_id)
+                service.delete_app_workflow_variables(self._test_app_id)
                 session.commit()
 
     def test_load_offloaded_variable_object_type_integration(self):
@@ -364,6 +384,7 @@ class TestDraftVariableLoader(unittest.TestCase):
                 # Now create the offloaded draft variable with the correct file_id
                 offloaded_var = WorkflowDraftVariable.new_node_variable(
                     app_id=self._test_app_id,
+                    user_id=self._test_user_id,
                     node_id="test_offload_node",
                     name="offloaded_object_var",
                     value=build_segment({"truncated": True}),
@@ -379,7 +400,9 @@ class TestDraftVariableLoader(unittest.TestCase):
                 # Use the service method that properly preloads relationships
                 service = WorkflowDraftVariableService(session)
                 draft_vars = service.get_draft_variables_by_selectors(
-                    self._test_app_id, [["test_offload_node", "offloaded_object_var"]]
+                    self._test_app_id,
+                    [["test_offload_node", "offloaded_object_var"]],
+                    user_id=self._test_user_id,
                 )
 
                 assert len(draft_vars) == 1
@@ -387,7 +410,12 @@ class TestDraftVariableLoader(unittest.TestCase):
                 assert loaded_var.is_truncated()
 
                 # Create DraftVarLoader and test loading
-                var_loader = DraftVarLoader(engine=db.engine, app_id=self._test_app_id, tenant_id=self._test_tenant_id)
+                var_loader = DraftVarLoader(
+                    engine=db.engine,
+                    app_id=self._test_app_id,
+                    tenant_id=self._test_tenant_id,
+                    user_id=self._test_user_id,
+                )
 
                 # Test the _load_offloaded_variable method
                 selector_tuple, variable = var_loader._load_offloaded_variable(loaded_var)
@@ -459,6 +487,7 @@ class TestDraftVariableLoader(unittest.TestCase):
                 # Now create the offloaded draft variable with the correct file_id
                 offloaded_var = WorkflowDraftVariable.new_node_variable(
                     app_id=self._test_app_id,
+                    user_id=self._test_user_id,
                     node_id="test_integration_node",
                     name="offloaded_integration_var",
                     value=build_segment("truncated"),
@@ -473,7 +502,12 @@ class TestDraftVariableLoader(unittest.TestCase):
 
                 # Test load_variables with both regular and offloaded variables
                 # This method should handle the relationship preloading internally
-                var_loader = DraftVarLoader(engine=db.engine, app_id=self._test_app_id, tenant_id=self._test_tenant_id)
+                var_loader = DraftVarLoader(
+                    engine=db.engine,
+                    app_id=self._test_app_id,
+                    tenant_id=self._test_tenant_id,
+                    user_id=self._test_user_id,
+                )
 
                 variables = var_loader.load_variables(
                     [
@@ -572,6 +606,7 @@ class TestWorkflowDraftVariableServiceResetVariable(unittest.TestCase):
         # Create test variables
         self._node_var_with_exec = WorkflowDraftVariable.new_node_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             node_id=self._node_id,
             name="test_var",
             value=build_segment("old_value"),
@@ -581,6 +616,7 @@ class TestWorkflowDraftVariableServiceResetVariable(unittest.TestCase):
 
         self._node_var_without_exec = WorkflowDraftVariable.new_node_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             node_id=self._node_id,
             name="no_exec_var",
             value=build_segment("some_value"),
@@ -591,6 +627,7 @@ class TestWorkflowDraftVariableServiceResetVariable(unittest.TestCase):
 
         self._node_var_missing_exec = WorkflowDraftVariable.new_node_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             node_id=self._node_id,
             name="missing_exec_var",
             value=build_segment("some_value"),
@@ -599,6 +636,7 @@ class TestWorkflowDraftVariableServiceResetVariable(unittest.TestCase):
 
         self._conv_var = WorkflowDraftVariable.new_conversation_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             name="conv_var_1",
             value=build_segment("old_conv_value"),
         )
@@ -764,6 +802,7 @@ class TestWorkflowDraftVariableServiceResetVariable(unittest.TestCase):
         # Create a system variable
         sys_var = WorkflowDraftVariable.new_sys_variable(
             app_id=self._test_app_id,
+            user_id=self._test_user_id,
             name="sys_var",
             value=build_segment("sys_value"),
             node_execution_id=self._node_exec_id,
diff --git a/api/tests/test_containers_integration_tests/services/test_workflow_draft_variable_service.py b/api/tests/test_containers_integration_tests/services/test_workflow_draft_variable_service.py
index ab409deb89..572cf72fa0 100644
--- a/api/tests/test_containers_integration_tests/services/test_workflow_draft_variable_service.py
+++ b/api/tests/test_containers_integration_tests/services/test_workflow_draft_variable_service.py
@@ -122,6 +122,7 @@ class TestWorkflowDraftVariableService:
         name,
         value,
         variable_type: DraftVariableType = DraftVariableType.CONVERSATION,
+        user_id: str | None = None,
         fake=None,
     ):
         """
@@ -144,10 +145,15 @@ class TestWorkflowDraftVariableService:
             WorkflowDraftVariable: Created test variable instance with proper type configuration
         """
         fake = fake or Faker()
+        if user_id is None:
+            app = db_session_with_containers.query(App).filter_by(id=app_id).first()
+            assert app is not None
+            user_id = app.created_by
         if variable_type == "conversation":
             # Create conversation variable using the appropriate factory method
             variable = WorkflowDraftVariable.new_conversation_variable(
                 app_id=app_id,
+                user_id=user_id,
                 name=name,
                 value=value,
                 description=fake.text(max_nb_chars=20),
@@ -156,6 +162,7 @@ class TestWorkflowDraftVariableService:
             # Create system variable with editable flag and execution context
             variable = WorkflowDraftVariable.new_sys_variable(
                 app_id=app_id,
+                user_id=user_id,
                 name=name,
                 value=value,
                 node_execution_id=fake.uuid4(),
@@ -165,6 +172,7 @@ class TestWorkflowDraftVariableService:
             # Create node variable with visibility and editability settings
             variable = WorkflowDraftVariable.new_node_variable(
                 app_id=app_id,
+                user_id=user_id,
                 node_id=node_id,
                 name=name,
                 value=value,
@@ -189,7 +197,13 @@ class TestWorkflowDraftVariableService:
         app = self._create_test_app(db_session_with_containers, mock_external_service_dependencies, fake=fake)
         test_value = StringSegment(value=fake.word())
         variable = self._create_test_variable(
-            db_session_with_containers, app.id, CONVERSATION_VARIABLE_NODE_ID, "test_var", test_value, fake=fake
+            db_session_with_containers,
+            app.id,
+            CONVERSATION_VARIABLE_NODE_ID,
+            "test_var",
+            test_value,
+            user_id=app.created_by,
+            fake=fake,
         )
         service = WorkflowDraftVariableService(db_session_with_containers)
         retrieved_variable = service.get_variable(variable.id)
@@ -250,7 +264,7 @@ class TestWorkflowDraftVariableService:
             ["test_node_1", "var3"],
         ]
         service = WorkflowDraftVariableService(db_session_with_containers)
-        retrieved_variables = service.get_draft_variables_by_selectors(app.id, selectors)
+        retrieved_variables = service.get_draft_variables_by_selectors(app.id, selectors, user_id=app.created_by)
         assert len(retrieved_variables) == 3
         var_names = [var.name for var in retrieved_variables]
         assert "var1" in var_names
@@ -288,7 +302,7 @@ class TestWorkflowDraftVariableService:
                 fake=fake,
             )
         service = WorkflowDraftVariableService(db_session_with_containers)
-        result = service.list_variables_without_values(app.id, page=1, limit=3)
+        result = service.list_variables_without_values(app.id, page=1, limit=3, user_id=app.created_by)
         assert result.total == 5
         assert len(result.variables) == 3
         assert result.variables[0].created_at >= result.variables[1].created_at
@@ -339,7 +353,7 @@ class TestWorkflowDraftVariableService:
             fake=fake,
         )
         service = WorkflowDraftVariableService(db_session_with_containers)
-        result = service.list_node_variables(app.id, node_id)
+        result = service.list_node_variables(app.id, node_id, user_id=app.created_by)
         assert len(result.variables) == 2
         for var in result.variables:
             assert var.node_id == node_id
@@ -381,7 +395,7 @@ class TestWorkflowDraftVariableService:
             fake=fake,
         )
         service = WorkflowDraftVariableService(db_session_with_containers)
-        result = service.list_conversation_variables(app.id)
+        result = service.list_conversation_variables(app.id, user_id=app.created_by)
         assert len(result.variables) == 2
         for var in result.variables:
             assert var.node_id == CONVERSATION_VARIABLE_NODE_ID
@@ -559,7 +573,7 @@ class TestWorkflowDraftVariableService:
         assert len(app_variables) == 3
         assert len(other_app_variables) == 1
         service = WorkflowDraftVariableService(db_session_with_containers)
-        service.delete_workflow_variables(app.id)
+        service.delete_user_workflow_variables(app.id, user_id=app.created_by)
         app_variables_after = db_session_with_containers.query(WorkflowDraftVariable).filter_by(app_id=app.id).all()
         other_app_variables_after = (
             db_session_with_containers.query(WorkflowDraftVariable).filter_by(app_id=other_app.id).all()
@@ -567,6 +581,69 @@ class TestWorkflowDraftVariableService:
         assert len(app_variables_after) == 0
         assert len(other_app_variables_after) == 1
 
+    def test_draft_variables_are_isolated_between_users(
+        self, db_session_with_containers: Session, mock_external_service_dependencies
+    ):
+        """
+        Test draft variable isolation for different users in the same app.
+
+        This test verifies that:
+        1. Query APIs return only variables owned by the target user.
+        2. User-scoped deletion only removes variables for that user and keeps
+           other users' variables in the same app untouched.
+        """
+        fake = Faker()
+        app = self._create_test_app(db_session_with_containers, mock_external_service_dependencies, fake=fake)
+        user_a = app.created_by
+        user_b = fake.uuid4()
+
+        # Use identical variable names on purpose to verify uniqueness scope includes user_id.
+        self._create_test_variable(
+            db_session_with_containers,
+            app.id,
+            CONVERSATION_VARIABLE_NODE_ID,
+            "shared_name",
+            StringSegment(value="value_a"),
+            user_id=user_a,
+            fake=fake,
+        )
+        self._create_test_variable(
+            db_session_with_containers,
+            app.id,
+            CONVERSATION_VARIABLE_NODE_ID,
+            "shared_name",
+            StringSegment(value="value_b"),
+            user_id=user_b,
+            fake=fake,
+        )
+        self._create_test_variable(
+            db_session_with_containers,
+            app.id,
+            CONVERSATION_VARIABLE_NODE_ID,
+            "only_a",
+            StringSegment(value="only_a"),
+            user_id=user_a,
+            fake=fake,
+        )
+
+        service = WorkflowDraftVariableService(db_session_with_containers)
+
+        user_a_vars = service.list_conversation_variables(app.id, user_id=user_a)
+        user_b_vars = service.list_conversation_variables(app.id, user_id=user_b)
+        assert {v.name for v in user_a_vars.variables} == {"shared_name", "only_a"}
+        assert {v.name for v in user_b_vars.variables} == {"shared_name"}
+
+        service.delete_user_workflow_variables(app.id, user_id=user_a)
+
+        user_a_remaining = (
+            db_session_with_containers.query(WorkflowDraftVariable).filter_by(app_id=app.id, user_id=user_a).count()
+        )
+        user_b_remaining = (
+            db_session_with_containers.query(WorkflowDraftVariable).filter_by(app_id=app.id, user_id=user_b).count()
+        )
+        assert user_a_remaining == 0
+        assert user_b_remaining == 1
+
     def test_delete_node_variables_success(
         self, db_session_with_containers: Session, mock_external_service_dependencies
     ):
@@ -627,7 +704,7 @@ class TestWorkflowDraftVariableService:
         assert len(other_node_variables) == 1
         assert len(conv_variables) == 1
         service = WorkflowDraftVariableService(db_session_with_containers)
-        service.delete_node_variables(app.id, node_id)
+        service.delete_node_variables(app.id, node_id, user_id=app.created_by)
         target_node_variables_after = (
             db_session_with_containers.query(WorkflowDraftVariable).filter_by(app_id=app.id, node_id=node_id).all()
         )
@@ -675,7 +752,7 @@ class TestWorkflowDraftVariableService:
 
         db_session_with_containers.commit()
         service = WorkflowDraftVariableService(db_session_with_containers)
-        service.prefill_conversation_variable_default_values(workflow)
+        service.prefill_conversation_variable_default_values(workflow, user_id="00000000-0000-0000-0000-000000000001")
         draft_variables = (
             db_session_with_containers.query(WorkflowDraftVariable)
             .filter_by(app_id=app.id, node_id=CONVERSATION_VARIABLE_NODE_ID)
@@ -715,7 +792,7 @@ class TestWorkflowDraftVariableService:
             fake=fake,
         )
         service = WorkflowDraftVariableService(db_session_with_containers)
-        retrieved_conv_id = service._get_conversation_id_from_draft_variable(app.id)
+        retrieved_conv_id = service._get_conversation_id_from_draft_variable(app.id, app.created_by)
         assert retrieved_conv_id == conversation_id
 
     def test_get_conversation_id_from_draft_variable_not_found(
@@ -731,7 +808,7 @@ class TestWorkflowDraftVariableService:
         fake = Faker()
         app = self._create_test_app(db_session_with_containers, mock_external_service_dependencies, fake=fake)
         service = WorkflowDraftVariableService(db_session_with_containers)
-        retrieved_conv_id = service._get_conversation_id_from_draft_variable(app.id)
+        retrieved_conv_id = service._get_conversation_id_from_draft_variable(app.id, app.created_by)
         assert retrieved_conv_id is None
 
     def test_list_system_variables_success(
@@ -772,7 +849,7 @@ class TestWorkflowDraftVariableService:
             db_session_with_containers, app.id, CONVERSATION_VARIABLE_NODE_ID, "conv_var", conv_var_value, fake=fake
         )
         service = WorkflowDraftVariableService(db_session_with_containers)
-        result = service.list_system_variables(app.id)
+        result = service.list_system_variables(app.id, user_id=app.created_by)
         assert len(result.variables) == 2
         for var in result.variables:
             assert var.node_id == SYSTEM_VARIABLE_NODE_ID
@@ -819,15 +896,15 @@ class TestWorkflowDraftVariableService:
             fake=fake,
         )
         service = WorkflowDraftVariableService(db_session_with_containers)
-        retrieved_conv_var = service.get_conversation_variable(app.id, "test_conv_var")
+        retrieved_conv_var = service.get_conversation_variable(app.id, "test_conv_var", user_id=app.created_by)
         assert retrieved_conv_var is not None
         assert retrieved_conv_var.name == "test_conv_var"
         assert retrieved_conv_var.node_id == CONVERSATION_VARIABLE_NODE_ID
-        retrieved_sys_var = service.get_system_variable(app.id, "test_sys_var")
+        retrieved_sys_var = service.get_system_variable(app.id, "test_sys_var", user_id=app.created_by)
         assert retrieved_sys_var is not None
         assert retrieved_sys_var.name == "test_sys_var"
         assert retrieved_sys_var.node_id == SYSTEM_VARIABLE_NODE_ID
-        retrieved_node_var = service.get_node_variable(app.id, "test_node", "test_node_var")
+        retrieved_node_var = service.get_node_variable(app.id, "test_node", "test_node_var", user_id=app.created_by)
         assert retrieved_node_var is not None
         assert retrieved_node_var.name == "test_node_var"
         assert retrieved_node_var.node_id == "test_node"
@@ -845,9 +922,14 @@ class TestWorkflowDraftVariableService:
         fake = Faker()
         app = self._create_test_app(db_session_with_containers, mock_external_service_dependencies, fake=fake)
         service = WorkflowDraftVariableService(db_session_with_containers)
-        retrieved_conv_var = service.get_conversation_variable(app.id, "non_existent_conv_var")
+        retrieved_conv_var = service.get_conversation_variable(app.id, "non_existent_conv_var", user_id=app.created_by)
         assert retrieved_conv_var is None
-        retrieved_sys_var = service.get_system_variable(app.id, "non_existent_sys_var")
+        retrieved_sys_var = service.get_system_variable(app.id, "non_existent_sys_var", user_id=app.created_by)
         assert retrieved_sys_var is None
-        retrieved_node_var = service.get_node_variable(app.id, "test_node", "non_existent_node_var")
+        retrieved_node_var = service.get_node_variable(
+            app.id,
+            "test_node",
+            "non_existent_node_var",
+            user_id=app.created_by,
+        )
         assert retrieved_node_var is None
diff --git a/api/tests/unit_tests/controllers/console/app/test_app_apis.py b/api/tests/unit_tests/controllers/console/app/test_app_apis.py
index 074bbfab78..60b8ee96fe 100644
--- a/api/tests/unit_tests/controllers/console/app/test_app_apis.py
+++ b/api/tests/unit_tests/controllers/console/app/test_app_apis.py
@@ -398,6 +398,7 @@ class TestWorkflowDraftVariableEndpoints:
         method = _unwrap(api.get)
 
         monkeypatch.setattr(workflow_draft_variable_module, "db", SimpleNamespace(engine=MagicMock()))
+        monkeypatch.setattr(workflow_draft_variable_module, "current_user", SimpleNamespace(id="user-1"))
 
         class DummySession:
             def __enter__(self):
diff --git a/api/tests/unit_tests/core/app/apps/advanced_chat/test_app_generator.py b/api/tests/unit_tests/core/app/apps/advanced_chat/test_app_generator.py
index e2618d960c..441d2fcd17 100644
--- a/api/tests/unit_tests/core/app/apps/advanced_chat/test_app_generator.py
+++ b/api/tests/unit_tests/core/app/apps/advanced_chat/test_app_generator.py
@@ -234,6 +234,7 @@ class TestAdvancedChatAppGeneratorInternals:
         captured: dict[str, object] = {}
         prefill_calls: list[object] = []
         var_loader = SimpleNamespace(loader="draft")
+        workflow = SimpleNamespace(id="workflow-id")
 
         monkeypatch.setattr(
             "core.app.apps.advanced_chat.app_generator.AdvancedChatAppConfigManager.get_app_config",
@@ -260,8 +261,8 @@ class TestAdvancedChatAppGeneratorInternals:
             def __init__(self, session):
                 _ = session
 
-            def prefill_conversation_variable_default_values(self, workflow):
-                prefill_calls.append(workflow)
+            def prefill_conversation_variable_default_values(self, workflow, user_id):
+                prefill_calls.append((workflow, user_id))
 
         monkeypatch.setattr("core.app.apps.advanced_chat.app_generator.WorkflowDraftVariableService", _DraftVarService)
 
@@ -273,7 +274,7 @@ class TestAdvancedChatAppGeneratorInternals:
 
         result = generator.single_iteration_generate(
             app_model=SimpleNamespace(id="app", tenant_id="tenant"),
-            workflow=SimpleNamespace(id="workflow-id"),
+            workflow=workflow,
             node_id="node-1",
             user=SimpleNamespace(id="user-id"),
             args={"inputs": {"foo": "bar"}},
@@ -281,7 +282,7 @@ class TestAdvancedChatAppGeneratorInternals:
         )
 
         assert result == {"ok": True}
-        assert prefill_calls
+        assert prefill_calls == [(workflow, "user-id")]
         assert captured["variable_loader"] is var_loader
         assert captured["application_generate_entity"].single_iteration_run.node_id == "node-1"
 
@@ -291,6 +292,7 @@ class TestAdvancedChatAppGeneratorInternals:
         captured: dict[str, object] = {}
         prefill_calls: list[object] = []
         var_loader = SimpleNamespace(loader="draft")
+        workflow = SimpleNamespace(id="workflow-id")
 
         monkeypatch.setattr(
             "core.app.apps.advanced_chat.app_generator.AdvancedChatAppConfigManager.get_app_config",
@@ -317,8 +319,8 @@ class TestAdvancedChatAppGeneratorInternals:
             def __init__(self, session):
                 _ = session
 
-            def prefill_conversation_variable_default_values(self, workflow):
-                prefill_calls.append(workflow)
+            def prefill_conversation_variable_default_values(self, workflow, user_id):
+                prefill_calls.append((workflow, user_id))
 
         monkeypatch.setattr("core.app.apps.advanced_chat.app_generator.WorkflowDraftVariableService", _DraftVarService)
 
@@ -330,7 +332,7 @@ class TestAdvancedChatAppGeneratorInternals:
 
         result = generator.single_loop_generate(
             app_model=SimpleNamespace(id="app", tenant_id="tenant"),
-            workflow=SimpleNamespace(id="workflow-id"),
+            workflow=workflow,
             node_id="node-2",
             user=SimpleNamespace(id="user-id"),
             args=SimpleNamespace(inputs={"foo": "bar"}),
@@ -338,7 +340,7 @@ class TestAdvancedChatAppGeneratorInternals:
         )
 
         assert result == {"ok": True}
-        assert prefill_calls
+        assert prefill_calls == [(workflow, "user-id")]
         assert captured["variable_loader"] is var_loader
         assert captured["application_generate_entity"].single_loop_run.node_id == "node-2"
 
diff --git a/api/tests/unit_tests/core/rag/datasource/vdb/weaviate/test_weaviate_vector.py b/api/tests/unit_tests/core/rag/datasource/vdb/weaviate/test_weaviate_vector.py
index a32f27fc91..3bd656ba84 100644
--- a/api/tests/unit_tests/core/rag/datasource/vdb/weaviate/test_weaviate_vector.py
+++ b/api/tests/unit_tests/core/rag/datasource/vdb/weaviate/test_weaviate_vector.py
@@ -11,6 +11,7 @@ import unittest
 from types import SimpleNamespace
 from unittest.mock import MagicMock, patch
 
+from core.rag.datasource.vdb.weaviate import weaviate_vector as weaviate_vector_module
 from core.rag.datasource.vdb.weaviate.weaviate_vector import WeaviateConfig, WeaviateVector
 from core.rag.models.document import Document
 
@@ -19,6 +20,7 @@ class TestWeaviateVector(unittest.TestCase):
     """Tests for WeaviateVector class with focus on doc_type metadata handling."""
 
     def setUp(self):
+        weaviate_vector_module._weaviate_client = None
         self.config = WeaviateConfig(
             endpoint="http://localhost:8080",
             api_key="test-key",
@@ -27,6 +29,9 @@ class TestWeaviateVector(unittest.TestCase):
         self.collection_name = "Test_Collection_Node"
         self.attributes = ["doc_id", "dataset_id", "document_id", "doc_hash", "doc_type"]
 
+    def tearDown(self):
+        weaviate_vector_module._weaviate_client = None
+
     @patch("core.rag.datasource.vdb.weaviate.weaviate_vector.weaviate")
     def _create_weaviate_vector(self, mock_weaviate_module):
         """Helper to create a WeaviateVector instance with mocked client."""
diff --git a/api/tests/unit_tests/services/test_app_dsl_service.py b/api/tests/unit_tests/services/test_app_dsl_service.py
index b9ab03455d..4f7d184046 100644
--- a/api/tests/unit_tests/services/test_app_dsl_service.py
+++ b/api/tests/unit_tests/services/test_app_dsl_service.py
@@ -263,7 +263,7 @@ def test_import_app_completed_uses_declared_dependencies(monkeypatch):
 
     assert result.status == ImportStatus.COMPLETED
     assert result.app_id == "app-new"
-    draft_var_service.delete_workflow_variables.assert_called_once_with(app_id="app-new")
+    draft_var_service.delete_app_workflow_variables.assert_called_once_with(app_id="app-new")
 
 
 @pytest.mark.parametrize("has_workflow", [True, False])
@@ -305,7 +305,7 @@ def test_import_app_legacy_versions_extract_dependencies(monkeypatch, has_workfl
         account=_account_mock(), import_mode=ImportMode.YAML_CONTENT, yaml_content=_yaml_dump(data)
     )
     assert result.status == ImportStatus.COMPLETED_WITH_WARNINGS
-    draft_var_service.delete_workflow_variables.assert_called_once_with(app_id="app-legacy")
+    draft_var_service.delete_app_workflow_variables.assert_called_once_with(app_id="app-legacy")
 
 
 def test_import_app_yaml_error_returns_failed(monkeypatch):
diff --git a/api/tests/unit_tests/services/workflow/test_draft_var_loader_simple.py b/api/tests/unit_tests/services/workflow/test_draft_var_loader_simple.py
index 1e0fdd788b..f3391d6380 100644
--- a/api/tests/unit_tests/services/workflow/test_draft_var_loader_simple.py
+++ b/api/tests/unit_tests/services/workflow/test_draft_var_loader_simple.py
@@ -24,7 +24,11 @@ class TestDraftVarLoaderSimple:
     def draft_var_loader(self, mock_engine):
         """Create DraftVarLoader instance for testing."""
         return DraftVarLoader(
-            engine=mock_engine, app_id="test-app-id", tenant_id="test-tenant-id", fallback_variables=[]
+            engine=mock_engine,
+            app_id="test-app-id",
+            tenant_id="test-tenant-id",
+            user_id="test-user-id",
+            fallback_variables=[],
         )
 
     def test_load_offloaded_variable_string_type_unit(self, draft_var_loader):
@@ -323,7 +327,9 @@ class TestDraftVarLoaderSimple:
 
                                     # Verify service method was called
                                     mock_service.get_draft_variables_by_selectors.assert_called_once_with(
-                                        draft_var_loader._app_id, selectors
+                                        draft_var_loader._app_id,
+                                        selectors,
+                                        user_id=draft_var_loader._user_id,
                                     )
 
                                     # Verify offloaded variable loading was called
diff --git a/api/tests/unit_tests/services/workflow/test_workflow_draft_variable_service.py b/api/tests/unit_tests/services/workflow/test_workflow_draft_variable_service.py
index 9f3874b8f1..0c2be9c79f 100644
--- a/api/tests/unit_tests/services/workflow/test_workflow_draft_variable_service.py
+++ b/api/tests/unit_tests/services/workflow/test_workflow_draft_variable_service.py
@@ -8,7 +8,7 @@ from sqlalchemy import Engine
 from sqlalchemy.orm import Session
 
 from dify_graph.constants import SYSTEM_VARIABLE_NODE_ID
-from dify_graph.enums import BuiltinNodeTypes
+from dify_graph.enums import BuiltinNodeTypes, SystemVariableKey
 from dify_graph.variables.segments import StringSegment
 from dify_graph.variables.types import SegmentType
 from libs.uuid_utils import uuidv7
@@ -182,6 +182,42 @@ class TestDraftVariableSaver:
         draft_vars = mock_batch_upsert.call_args[0][1]
         assert len(draft_vars) == 2
 
+    @patch("services.workflow_draft_variable_service._batch_upsert_draft_variable", autospec=True)
+    def test_start_node_save_persists_sys_timestamp_and_workflow_run_id(self, mock_batch_upsert):
+        """Start node should persist common `sys.*` variables, not only `sys.files`."""
+        mock_session = MagicMock(spec=Session)
+        mock_user = MagicMock(spec=Account)
+        mock_user.id = "test-user-id"
+        mock_user.tenant_id = "test-tenant-id"
+
+        saver = DraftVariableSaver(
+            session=mock_session,
+            app_id="test-app-id",
+            node_id="start-node-id",
+            node_type=BuiltinNodeTypes.START,
+            node_execution_id="exec-id",
+            user=mock_user,
+        )
+
+        outputs = {
+            f"{SYSTEM_VARIABLE_NODE_ID}.{SystemVariableKey.TIMESTAMP}": 1700000000,
+            f"{SYSTEM_VARIABLE_NODE_ID}.{SystemVariableKey.WORKFLOW_EXECUTION_ID}": "run-id-123",
+        }
+
+        saver.save(outputs=outputs)
+
+        mock_batch_upsert.assert_called_once()
+        draft_vars = mock_batch_upsert.call_args[0][1]
+
+        # plus one dummy output because there are no non-sys Start inputs
+        assert len(draft_vars) == 3
+
+        sys_vars = [v for v in draft_vars if v.node_id == SYSTEM_VARIABLE_NODE_ID]
+        assert {v.name for v in sys_vars} == {
+            str(SystemVariableKey.TIMESTAMP),
+            str(SystemVariableKey.WORKFLOW_EXECUTION_ID),
+        }
+
 
 class TestWorkflowDraftVariableService:
     def _get_test_app_id(self):
diff --git a/api/tests/unit_tests/services/workflow/test_workflow_service.py b/api/tests/unit_tests/services/workflow/test_workflow_service.py
index ed26bcec01..538c1b3595 100644
--- a/api/tests/unit_tests/services/workflow/test_workflow_service.py
+++ b/api/tests/unit_tests/services/workflow/test_workflow_service.py
@@ -245,6 +245,7 @@ class TestWorkflowService:
             workflow=workflow,
             node_config=node_config,
             manual_inputs={"#node-0.result#": "LLM output"},
+            user_id="account-1",
         )
 
         node.render_form_content_with_outputs.assert_called_once()
diff --git a/api/uv.lock b/api/uv.lock
index 731dade9ff..547b2fabc7 100644
--- a/api/uv.lock
+++ b/api/uv.lock
@@ -271,16 +271,19 @@ sdist = { url = "https://files.pythonhosted.org/packages/22/8a/ef8ddf5ee0350984c
 
 [[package]]
 name = "alibabacloud-tea-openapi"
-version = "0.3.16"
+version = "0.4.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "alibabacloud-credentials" },
     { name = "alibabacloud-gateway-spi" },
-    { name = "alibabacloud-openapi-util" },
     { name = "alibabacloud-tea-util" },
-    { name = "alibabacloud-tea-xml" },
+    { name = "cryptography" },
+    { name = "darabonba-core" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/91/4f/b5288eea8f4d4b032c9a8f2cd1d926d5017977d10b874956f31e5343f299/alibabacloud_tea_openapi-0.4.3.tar.gz", hash = "sha256:12aef036ed993637b6f141abbd1de9d6199d5516f4a901588bb65d6a3768d41b", size = 21864, upload-time = "2026-01-15T07:55:16.744Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a5/37/48ee5468ecad19c6d44cf3b9629d77078e836ee3ec760f0366247f307b7c/alibabacloud_tea_openapi-0.4.3-py3-none-any.whl", hash = "sha256:d0b3a373b760ef6278b25fc128c73284301e07888977bf97519e7636d47bdf0a", size = 26159, upload-time = "2026-01-15T07:55:15.72Z" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/09/be/f594e79625e5ccfcfe7f12d7d70709a3c59e920878469c998886211c850d/alibabacloud_tea_openapi-0.3.16.tar.gz", hash = "sha256:6bffed8278597592e67860156f424bde4173a6599d7b6039fb640a3612bae292", size = 13087, upload-time = "2025-07-04T09:30:10.689Z" }
 
 [[package]]
 name = "alibabacloud-tea-util"
@@ -1123,7 +1126,7 @@ wheels = [
 
 [[package]]
 name = "clickhouse-connect"
-version = "0.10.0"
+version = "0.14.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "certifi" },
@@ -1132,24 +1135,24 @@ dependencies = [
     { name = "urllib3" },
     { name = "zstandard" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7b/fd/f8bea1157d40f117248dcaa9abdbf68c729513fcf2098ab5cb4aa58768b8/clickhouse_connect-0.10.0.tar.gz", hash = "sha256:a0256328802c6e5580513e197cef7f9ba49a99fc98e9ba410922873427569564", size = 104753, upload-time = "2025-11-14T20:31:00.947Z" }
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 name = "tablestore"
-version = "6.3.7"
+version = "6.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
@@ -6454,9 +6467,9 @@ dependencies = [
     { name = "six" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/39/47a3ec8e42fe74dd05af1dfed9c3b02b8f8adfdd8656b2c5d4f95f975c9f/tablestore-6.3.7.tar.gz", hash = "sha256:990682dbf6b602f317a2d359b4281dcd054b4326081e7a67b73dbbe95407be51", size = 117440, upload-time = "2025-10-29T02:57:57.415Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/62/00/53f8eeb0016e7ad518f92b085de8855891d10581b42f86d15d1df7a56d33/tablestore-6.4.1.tar.gz", hash = "sha256:005c6939832f2ecd403e01220b7045de45f2e53f1ffaf0c2efc435810885fffb", size = 120319, upload-time = "2026-02-13T06:58:37.267Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fe/55/1b24d8c369204a855ac652712f815e88a4909802094e613fe3742a2d80e3/tablestore-6.3.7-py3-none-any.whl", hash = "sha256:38dcc55085912ab2515e183afd4532a58bb628a763590a99fc1bd2a4aba6855c", size = 139041, upload-time = "2025-10-29T02:57:55.727Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/96/a132bdecb753dc9dc34124a53019da29672baaa34485c8c504895897ea96/tablestore-6.4.1-py3-none-any.whl", hash = "sha256:616898d294dfe22f0d427463c241c6788374cdb2ace9aaf85673ce2c2a18d7e0", size = 141556, upload-time = "2026-02-13T06:58:35.579Z" },
 ]
 
 [[package]]
@@ -6482,7 +6495,7 @@ sdist = { url = "https://files.pythonhosted.org/packages/20/81/be13f417065200182
 
 [[package]]
 name = "tcvectordb"
-version = "1.6.4"
+version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cachetools" },
@@ -6495,9 +6508,9 @@ dependencies = [
     { name = "ujson" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/19/ec/c80579aff1539257aafcf8dc3f3c13630171f299d65b33b68440e166f27c/tcvectordb-1.6.4.tar.gz", hash = "sha256:6fb18e15ccc6744d5147e9bbd781f84df3d66112de7d9cc615878b3f72d3a29a", size = 75188, upload-time = "2025-03-05T09:14:19.925Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/16/21/3bcd466df20ac69408c0228b1c5e793cf3283085238d3ef5d352c556b6ad/tcvectordb-2.0.0.tar.gz", hash = "sha256:38c6ed17931b9bd702138941ca6cfe10b2b60301424ffa36b64a3c2686318941", size = 82209, upload-time = "2025-12-27T07:55:27.376Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/68/bf/f38d9f629324ecffca8fe934e8df47e1233a9021b0739447e59e9fb248f9/tcvectordb-1.6.4-py3-none-any.whl", hash = "sha256:06ef13e7edb4575b04615065fc90e1a28374e318ada305f3786629aec5c9318a", size = 88917, upload-time = "2025-03-05T09:14:17.494Z" },
+    { url = "https://files.pythonhosted.org/packages/af/10/e807b273348edef3b321194bc13b67d2cd4df64e22f0404b9e39082415c7/tcvectordb-2.0.0-py3-none-any.whl", hash = "sha256:1731d9c6c0d17a4199872747ddfb1dd3feb26f14ffe7a657f8a5ac3af4ddcdd1", size = 96256, upload-time = "2025-12-27T07:55:24.362Z" },
 ]
 
 [[package]]
@@ -6565,14 +6578,14 @@ wheels = [
 
 [[package]]
 name = "tidb-vector"
-version = "0.0.9"
+version = "0.0.15"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/1a/98/ab324fdfbbf064186ca621e21aa3871ddf886ecb78358a9864509241e802/tidb_vector-0.0.9.tar.gz", hash = "sha256:e10680872532808e1bcffa7a92dd2b05bb65d63982f833edb3c6cd590dec7709", size = 16948, upload-time = "2024-05-08T07:54:36.955Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b1/55/6247b3b8dd0c0ec05a7b0dd7d4f016d03337d6f089db9cc221a31de1308c/tidb_vector-0.0.15.tar.gz", hash = "sha256:dfd16b31b06f025737f5c7432a08e04265dde8a7c9c67d037e6e694c8125f6f5", size = 20702, upload-time = "2025-07-15T09:48:07.423Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5d/bb/0f3b7b4d31537e90f4dd01f50fa58daef48807c789c1c1bdd610204ff103/tidb_vector-0.0.9-py3-none-any.whl", hash = "sha256:db060ee1c981326d3882d0810e0b8b57811f278668f9381168997b360c4296c2", size = 17026, upload-time = "2024-05-08T07:54:34.849Z" },
+    { url = "https://files.pythonhosted.org/packages/24/27/5a4aeeae058f75c1925646ff82215551903688ec33acc64ca46135eac631/tidb_vector-0.0.15-py3-none-any.whl", hash = "sha256:2bc7d02f5508ba153c8d67d049ab1e661c850e09e3a29286dc8b19945e512ad8", size = 21924, upload-time = "2025-07-15T09:48:05.834Z" },
 ]
 
 [[package]]
@@ -7319,14 +7332,14 @@ wheels = [
 
 [[package]]
 name = "upstash-vector"
-version = "0.6.0"
+version = "0.8.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/94/a6/a9178fef247687917701a60eb66542eb5361c58af40c033ba8174ff7366d/upstash_vector-0.6.0.tar.gz", hash = "sha256:a716ed4d0251362208518db8b194158a616d37d1ccbb1155f619df690599e39b", size = 15075, upload-time = "2024-09-27T12:02:13.533Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/22/1b9161b82ef52addc2b71ffca9498cb745b34b2e43e77ef1c921d96fb3f1/upstash_vector-0.8.0.tar.gz", hash = "sha256:cdeeeeabe08c813f0f525d9b6ceefbf17abb720bd30190cd6df88b9f2c318334", size = 18565, upload-time = "2025-02-27T11:52:38.14Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5d/45/95073b83b7fd7b83f10ea314f197bae3989bfe022e736b90145fe9ea4362/upstash_vector-0.6.0-py3-none-any.whl", hash = "sha256:d0bdad7765b8a7f5c205b7a9c81ca4b9a4cee3ee4952afc7d5ea5fb76c3f3c3c", size = 15061, upload-time = "2024-09-27T12:02:12.041Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/ce/1528e6e37d4a1ba7a333ebca7191b638986f4ba9f73ba17458b45c4d36e2/upstash_vector-0.8.0-py3-none-any.whl", hash = "sha256:e8a7560e6e80e22ff2a4d95ff0b08723b22bafaae7dab38eddce51feb30c5785", size = 18480, upload-time = "2025-02-27T11:52:36.189Z" },
 ]
 
 [[package]]
@@ -7601,7 +7614,7 @@ wheels = [
 
 [[package]]
 name = "weaviate-client"
-version = "4.17.0"
+version = "4.20.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "authlib" },
@@ -7612,9 +7625,9 @@ dependencies = [
     { name = "pydantic" },
     { name = "validators" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/bd/0e/e4582b007427187a9fde55fa575db4b766c81929d2b43a3dd8becce50567/weaviate_client-4.17.0.tar.gz", hash = "sha256:731d58d84b0989df4db399b686357ed285fb95971a492ccca8dec90bb2343c51", size = 769019, upload-time = "2025-09-26T11:20:27.381Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/1c/82b560254f612f95b644849d86e092da6407f17965d61e22b583b30b72cf/weaviate_client-4.20.4.tar.gz", hash = "sha256:08703234b59e4e03739f39e740e9e88cb50cd0aa147d9408b88ea6ce995c37b6", size = 809529, upload-time = "2026-03-10T15:08:13.845Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5b/c5/2da3a45866da7a935dab8ad07be05dcaee48b3ad4955144583b651929be7/weaviate_client-4.17.0-py3-none-any.whl", hash = "sha256:60e4a355b90537ee1e942ab0b76a94750897a13d9cf13c5a6decbd166d0ca8b5", size = 582763, upload-time = "2025-09-26T11:20:25.864Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/d7/9461c3e7d8c44080d2307078e33dc7fefefa3171c8f930f2b83a5cbf67f2/weaviate_client-4.20.4-py3-none-any.whl", hash = "sha256:7af3a213bebcb30dcf456b0db8b6225d8926106b835d7b883276de9dc1c301fe", size = 619517, upload-time = "2026-03-10T15:08:12.047Z" },
 ]
 
 [[package]]
@@ -7718,16 +7731,17 @@ wheels = [
 
 [[package]]
 name = "xinference-client"
-version = "1.2.2"
+version = "2.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
+    { name = "aiohttp" },
     { name = "pydantic" },
     { name = "requests" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4b/cf/7f825a311b11d1e0f7947a94f88adcf1d31e707c54a6d76d61a5d98604ed/xinference-client-1.2.2.tar.gz", hash = "sha256:85d2ba0fcbaae616b06719c422364123cbac97f3e3c82e614095fe6d0e630ed0", size = 44824, upload-time = "2025-02-08T09:28:56.692Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/bc/7a/33aeef9cffdc331de0046c25412622c5a16226d1b4e0cca9ed512ad00b9a/xinference_client-2.3.1.tar.gz", hash = "sha256:23ae225f47ff9adf4c6f7718c54993d1be8c704d727509f6e5cb670de3e02c4d", size = 58414, upload-time = "2026-03-15T05:53:23.994Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/77/0f/fc58e062cf2f7506a33d2fe5446a1e88eb7f64914addffd7ed8b12749712/xinference_client-1.2.2-py3-none-any.whl", hash = "sha256:6941d87cf61283a9d6e81cee6cb2609a183d34c6b7d808c6ba0c33437520518f", size = 25723, upload-time = "2025-02-08T09:28:54.046Z" },
+    { url = "https://files.pythonhosted.org/packages/74/8d/d9ab0a457718050a279b9bb6515b7245d114118dc5e275f190ef2628dd16/xinference_client-2.3.1-py3-none-any.whl", hash = "sha256:f7c4f0b56635b46be9cfd9b2affa8e15275491597ac9b958e14b13da5745133e", size = 40012, upload-time = "2026-03-15T05:53:22.797Z" },
 ]
 
 [[package]]
diff --git a/web/__tests__/check-components-diff-coverage.test.ts b/web/__tests__/check-components-diff-coverage.test.ts
new file mode 100644
index 0000000000..690c7a512b
--- /dev/null
+++ b/web/__tests__/check-components-diff-coverage.test.ts
@@ -0,0 +1,139 @@
+import {
+  getChangedBranchCoverage,
+  getChangedStatementCoverage,
+  getIgnoredChangedLinesFromSource,
+  normalizeToRepoRelative,
+  parseChangedLineMap,
+} from '../scripts/check-components-diff-coverage-lib.mjs'
+
+describe('check-components-diff-coverage helpers', () => {
+  it('should parse changed line maps from unified diffs', () => {
+    const diff = [
+      'diff --git a/web/app/components/share/a.ts b/web/app/components/share/a.ts',
+      '+++ b/web/app/components/share/a.ts',
+      '@@ -10,0 +11,2 @@',
+      '+const a = 1',
+      '+const b = 2',
+      'diff --git a/web/app/components/base/b.ts b/web/app/components/base/b.ts',
+      '+++ b/web/app/components/base/b.ts',
+      '@@ -20 +21 @@',
+      '+const c = 3',
+      'diff --git a/web/README.md b/web/README.md',
+      '+++ b/web/README.md',
+      '@@ -1 +1 @@',
+      '+ignore me',
+    ].join('\n')
+
+    const lineMap = parseChangedLineMap(diff, (filePath: string) => filePath.startsWith('web/app/components/'))
+
+    expect([...lineMap.entries()]).toEqual([
+      ['web/app/components/share/a.ts', new Set([11, 12])],
+      ['web/app/components/base/b.ts', new Set([21])],
+    ])
+  })
+
+  it('should normalize coverage and absolute paths to repo-relative paths', () => {
+    const repoRoot = '/repo'
+    const webRoot = '/repo/web'
+
+    expect(normalizeToRepoRelative('web/app/components/share/a.ts', {
+      appComponentsCoveragePrefix: 'app/components/',
+      appComponentsPrefix: 'web/app/components/',
+      repoRoot,
+      sharedTestPrefix: 'web/__tests__/',
+      webRoot,
+    })).toBe('web/app/components/share/a.ts')
+
+    expect(normalizeToRepoRelative('app/components/share/a.ts', {
+      appComponentsCoveragePrefix: 'app/components/',
+      appComponentsPrefix: 'web/app/components/',
+      repoRoot,
+      sharedTestPrefix: 'web/__tests__/',
+      webRoot,
+    })).toBe('web/app/components/share/a.ts')
+
+    expect(normalizeToRepoRelative('/repo/web/app/components/share/a.ts', {
+      appComponentsCoveragePrefix: 'app/components/',
+      appComponentsPrefix: 'web/app/components/',
+      repoRoot,
+      sharedTestPrefix: 'web/__tests__/',
+      webRoot,
+    })).toBe('web/app/components/share/a.ts')
+  })
+
+  it('should calculate changed statement coverage from changed lines', () => {
+    const entry = {
+      s: { 0: 1, 1: 0 },
+      statementMap: {
+        0: { start: { line: 10 }, end: { line: 10 } },
+        1: { start: { line: 12 }, end: { line: 13 } },
+      },
+    }
+
+    const coverage = getChangedStatementCoverage(entry, new Set([10, 12]))
+
+    expect(coverage).toEqual({
+      covered: 1,
+      total: 2,
+      uncoveredLines: [12],
+    })
+  })
+
+  it('should fail changed lines when a source file has no coverage entry', () => {
+    const coverage = getChangedStatementCoverage(undefined, new Set([42, 43]))
+
+    expect(coverage).toEqual({
+      covered: 0,
+      total: 2,
+      uncoveredLines: [42, 43],
+    })
+  })
+
+  it('should calculate changed branch coverage using changed branch definitions', () => {
+    const entry = {
+      b: {
+        0: [1, 0],
+      },
+      branchMap: {
+        0: {
+          line: 20,
+          loc: { start: { line: 20 }, end: { line: 20 } },
+          locations: [
+            { start: { line: 20 }, end: { line: 20 } },
+            { start: { line: 21 }, end: { line: 21 } },
+          ],
+          type: 'if',
+        },
+      },
+    }
+
+    const coverage = getChangedBranchCoverage(entry, new Set([20]))
+
+    expect(coverage).toEqual({
+      covered: 1,
+      total: 2,
+      uncoveredBranches: [
+        { armIndex: 1, line: 21 },
+      ],
+    })
+  })
+
+  it('should ignore changed lines with valid pragma reasons and report invalid pragmas', () => {
+    const sourceCode = [
+      'const a = 1',
+      'const b = 2 // diff-coverage-ignore-line: defensive fallback',
+      'const c = 3 // diff-coverage-ignore-line:',
+      'const d = 4 // diff-coverage-ignore-line: not changed',
+    ].join('\n')
+
+    const result = getIgnoredChangedLinesFromSource(sourceCode, new Set([2, 3]))
+
+    expect([...result.effectiveChangedLines]).toEqual([3])
+    expect([...result.ignoredLines.entries()]).toEqual([
+      [2, 'defensive fallback'],
+    ])
+    expect(result.invalidPragmas).toEqual([
+      { line: 3, reason: 'missing ignore reason' },
+    ])
+  })
+})
diff --git a/web/scripts/check-components-diff-coverage-lib.mjs b/web/scripts/check-components-diff-coverage-lib.mjs
new file mode 100644
index 0000000000..2b158fd8ce
--- /dev/null
+++ b/web/scripts/check-components-diff-coverage-lib.mjs
@@ -0,0 +1,256 @@
+import fs from 'node:fs'
+import path from 'node:path'
+
+const DIFF_COVERAGE_IGNORE_LINE_TOKEN = 'diff-coverage-ignore-line:'
+
+export function parseChangedLineMap(diff, isTrackedComponentSourceFile) {
+  const lineMap = new Map()
+  let currentFile = null
+
+  for (const line of diff.split('\n')) {
+    if (line.startsWith('+++ b/')) {
+      currentFile = line.slice(6).trim()
+      continue
+    }
+
+    if (!currentFile || !isTrackedComponentSourceFile(currentFile))
+      continue
+
+    const match = line.match(/^@@ -\d+(?:,\d+)? \+(\d+)(?:,(\d+))? @@/)
+    if (!match)
+      continue
+
+    const start = Number(match[1])
+    const count = match[2] ? Number(match[2]) : 1
+    if (count === 0)
+      continue
+
+    const linesForFile = lineMap.get(currentFile) ?? new Set()
+    for (let offset = 0; offset < count; offset += 1)
+      linesForFile.add(start + offset)
+    lineMap.set(currentFile, linesForFile)
+  }
+
+  return lineMap
+}
+
+export function normalizeToRepoRelative(filePath, {
+  appComponentsCoveragePrefix,
+  appComponentsPrefix,
+  repoRoot,
+  sharedTestPrefix,
+  webRoot,
+}) {
+  if (!filePath)
+    return ''
+
+  if (filePath.startsWith(appComponentsPrefix) || filePath.startsWith(sharedTestPrefix))
+    return filePath
+
+  if (filePath.startsWith(appComponentsCoveragePrefix))
+    return `web/${filePath}`
+
+  const absolutePath = path.isAbsolute(filePath)
+    ? filePath
+    : path.resolve(webRoot, filePath)
+
+  return path.relative(repoRoot, absolutePath).split(path.sep).join('/')
+}
+
+export function getLineHits(entry) {
+  if (entry?.l && Object.keys(entry.l).length > 0)
+    return entry.l
+
+  const lineHits = {}
+  for (const [statementId, statement] of Object.entries(entry?.statementMap ?? {})) {
+    const line = statement?.start?.line
+    if (!line)
+      continue
+
+    const hits = entry?.s?.[statementId] ?? 0
+    const previous = lineHits[line]
+    lineHits[line] = previous === undefined ? hits : Math.max(previous, hits)
+  }
+
+  return lineHits
+}
+
+export function getChangedStatementCoverage(entry, changedLines) {
+  const normalizedChangedLines = [...(changedLines ?? [])].sort((a, b) => a - b)
+  if (!entry) {
+    return {
+      covered: 0,
+      total: normalizedChangedLines.length,
+      uncoveredLines: normalizedChangedLines,
+    }
+  }
+
+  const uncoveredLines = []
+  let covered = 0
+  let total = 0
+
+  for (const [statementId, statement] of Object.entries(entry.statementMap ?? {})) {
+    if (!rangeIntersectsChangedLines(statement, changedLines))
+      continue
+
+    total += 1
+    const hits = entry.s?.[statementId] ?? 0
+    if (hits > 0) {
+      covered += 1
+      continue
+    }
+
+    uncoveredLines.push(statement.start.line)
+  }
+
+  return {
+    covered,
+    total,
+    uncoveredLines: uncoveredLines.sort((a, b) => a - b),
+  }
+}
+
+export function getChangedBranchCoverage(entry, changedLines) {
+  if (!entry) {
+    return {
+      covered: 0,
+      total: 0,
+      uncoveredBranches: [],
+    }
+  }
+
+  const uncoveredBranches = []
+  let covered = 0
+  let total = 0
+
+  for (const [branchId, branch] of Object.entries(entry.branchMap ?? {})) {
+    if (!branchIntersectsChangedLines(branch, changedLines))
+      continue
+
+    const hits = Array.isArray(entry.b?.[branchId]) ? entry.b[branchId] : []
+    const locations = getBranchLocations(branch)
+    const armCount = Math.max(locations.length, hits.length)
+
+    for (let armIndex = 0; armIndex < armCount; armIndex += 1) {
+      total += 1
+      if ((hits[armIndex] ?? 0) > 0) {
+        covered += 1
+        continue
+      }
+
+      const location = locations[armIndex] ?? branch.loc ?? branch
+      uncoveredBranches.push({
+        armIndex,
+        line: getLocationStartLine(location) ?? branch.line ?? 1,
+      })
+    }
+  }
+
+  uncoveredBranches.sort((a, b) => a.line - b.line || a.armIndex - b.armIndex)
+  return {
+    covered,
+    total,
+    uncoveredBranches,
+  }
+}
+
+export function getIgnoredChangedLinesFromFile(filePath, changedLines) {
+  if (!fs.existsSync(filePath))
+    return emptyIgnoreResult(changedLines)
+
+  const sourceCode = fs.readFileSync(filePath, 'utf8')
+  return getIgnoredChangedLinesFromSource(sourceCode, changedLines)
+}
+
+export function getIgnoredChangedLinesFromSource(sourceCode, changedLines) {
+  const ignoredLines = new Map()
+  const invalidPragmas = []
+  const changedLineSet = new Set(changedLines ?? [])
+
+  const sourceLines = sourceCode.split('\n')
+  sourceLines.forEach((lineText, index) => {
+    const lineNumber = index + 1
+    const commentIndex = lineText.indexOf('//')
+    if (commentIndex < 0)
+      return
+
+    const tokenIndex = lineText.indexOf(DIFF_COVERAGE_IGNORE_LINE_TOKEN, commentIndex + 2)
+    if (tokenIndex < 0)
+      return
+
+    const reason = lineText.slice(tokenIndex + DIFF_COVERAGE_IGNORE_LINE_TOKEN.length).trim()
+    if (!changedLineSet.has(lineNumber))
+      return
+
+    if (!reason) {
+      invalidPragmas.push({
+        line: lineNumber,
+        reason: 'missing ignore reason',
+      })
+      return
+    }
+
+    ignoredLines.set(lineNumber, reason)
+  })
+
+  const effectiveChangedLines = new Set(
+    [...changedLineSet].filter(lineNumber => !ignoredLines.has(lineNumber)),
+  )
+
+  return {
+    effectiveChangedLines,
+    ignoredLines,
+    invalidPragmas,
+  }
+}
+
+function emptyIgnoreResult(changedLines = []) {
+  return {
+    effectiveChangedLines: new Set(changedLines),
+    ignoredLines: new Map(),
+    invalidPragmas: [],
+  }
+}
+
+function branchIntersectsChangedLines(branch, changedLines) {
+  if (!changedLines || changedLines.size === 0)
+    return false
+
+  if (rangeIntersectsChangedLines(branch.loc, changedLines))
+    return true
+
+  const locations = getBranchLocations(branch)
+  if (locations.some(location => rangeIntersectsChangedLines(location, changedLines)))
+    return true
+
+  return branch.line ? changedLines.has(branch.line) : false
+}
+
+function getBranchLocations(branch) {
+  return Array.isArray(branch?.locations) ? branch.locations.filter(Boolean) : []
+}
+
+function rangeIntersectsChangedLines(location, changedLines) {
+  if (!location || !changedLines || changedLines.size === 0)
+    return false
+
+  const startLine = getLocationStartLine(location)
+  const endLine = getLocationEndLine(location) ?? startLine
+  if (!startLine || !endLine)
+    return false
+
+  for (const lineNumber of changedLines) {
+    if (lineNumber >= startLine && lineNumber <= endLine)
+      return true
+  }
+
+  return false
+}
+
+function getLocationStartLine(location) {
+  return location?.start?.line ?? location?.line ?? null
+}
+
+function getLocationEndLine(location) {
+  return location?.end?.line ?? location?.line ?? null
+}
diff --git a/web/scripts/check-components-diff-coverage.mjs b/web/scripts/check-components-diff-coverage.mjs
index 429f97cb99..301f07309b 100644
--- a/web/scripts/check-components-diff-coverage.mjs
+++ b/web/scripts/check-components-diff-coverage.mjs
@@ -1,6 +1,14 @@
 import { execFileSync } from 'node:child_process'
 import fs from 'node:fs'
 import path from 'node:path'
+import {
+  getChangedBranchCoverage,
+  getChangedStatementCoverage,
+  getIgnoredChangedLinesFromFile,
+  getLineHits,
+  normalizeToRepoRelative,
+  parseChangedLineMap,
+} from './check-components-diff-coverage-lib.mjs'
 import {
   collectComponentCoverageExcludedFiles,
   COMPONENT_COVERAGE_EXCLUDE_LABEL,
@@ -54,7 +62,13 @@ if (changedSourceFiles.length === 0) {
 
 const coverageEntries = new Map()
 for (const [file, entry] of Object.entries(coverage)) {
-  const repoRelativePath = normalizeToRepoRelative(entry.path ?? file)
+  const repoRelativePath = normalizeToRepoRelative(entry.path ?? file, {
+    appComponentsCoveragePrefix: APP_COMPONENTS_COVERAGE_PREFIX,
+    appComponentsPrefix: APP_COMPONENTS_PREFIX,
+    repoRoot,
+    sharedTestPrefix: SHARED_TEST_PREFIX,
+    webRoot,
+  })
   if (!isTrackedComponentSourceFile(repoRelativePath))
     continue
 
@@ -74,46 +88,53 @@ for (const [file, entry] of coverageEntries.entries()) {
 const overallCoverage = sumCoverageStats(fileCoverageRows)
 const diffChanges = getChangedLineMap(baseSha, headSha)
 const diffRows = []
+const ignoredDiffLines = []
+const invalidIgnorePragmas = []
 
 for (const [file, changedLines] of diffChanges.entries()) {
   if (!isTrackedComponentSourceFile(file))
     continue
 
   const entry = coverageEntries.get(file)
-  const lineHits = entry ? getLineHits(entry) : {}
-  const executableChangedLines = [...changedLines]
-    .filter(line => !entry || lineHits[line] !== undefined)
-    .sort((a, b) => a - b)
-
-  if (executableChangedLines.length === 0) {
-    diffRows.push({
+  const ignoreInfo = getIgnoredChangedLinesFromFile(path.join(repoRoot, file), changedLines)
+  for (const [line, reason] of ignoreInfo.ignoredLines.entries()) {
+    ignoredDiffLines.push({
       file,
-      moduleName: getModuleName(file),
-      total: 0,
-      covered: 0,
-      uncoveredLines: [],
+      line,
+      reason,
+    })
+  }
+  for (const invalidPragma of ignoreInfo.invalidPragmas) {
+    invalidIgnorePragmas.push({
+      file,
+      ...invalidPragma,
     })
-    continue
   }
 
-  const uncoveredLines = executableChangedLines.filter(line => (lineHits[line] ?? 0) === 0)
+  const statements = getChangedStatementCoverage(entry, ignoreInfo.effectiveChangedLines)
+  const branches = getChangedBranchCoverage(entry, ignoreInfo.effectiveChangedLines)
   diffRows.push({
+    branches,
     file,
+    ignoredLineCount: ignoreInfo.ignoredLines.size,
     moduleName: getModuleName(file),
-    total: executableChangedLines.length,
-    covered: executableChangedLines.length - uncoveredLines.length,
-    uncoveredLines,
+    statements,
   })
 }
 
 const diffTotals = diffRows.reduce((acc, row) => {
-  acc.total += row.total
-  acc.covered += row.covered
+  acc.statements.total += row.statements.total
+  acc.statements.covered += row.statements.covered
+  acc.branches.total += row.branches.total
+  acc.branches.covered += row.branches.covered
   return acc
-}, { total: 0, covered: 0 })
+}, {
+  branches: { total: 0, covered: 0 },
+  statements: { total: 0, covered: 0 },
+})
 
-const diffCoveragePct = percentage(diffTotals.covered, diffTotals.total)
-const diffFailures = diffRows.filter(row => row.uncoveredLines.length > 0)
+const diffStatementFailures = diffRows.filter(row => row.statements.uncoveredLines.length > 0)
+const diffBranchFailures = diffRows.filter(row => row.branches.uncoveredBranches.length > 0)
 const overallThresholdFailures = getThresholdFailures(overallCoverage, COMPONENTS_GLOBAL_THRESHOLDS)
 const moduleCoverageRows = [...moduleCoverageMap.entries()]
   .map(([moduleName, stats]) => ({
@@ -139,25 +160,38 @@ appendSummary(buildSummary({
   overallThresholdFailures,
   moduleCoverageRows,
   moduleThresholdFailures,
+  diffBranchFailures,
   diffRows,
-  diffFailures,
-  diffCoveragePct,
+  diffStatementFailures,
+  diffTotals,
   changedSourceFiles,
   changedTestFiles,
+  ignoredDiffLines,
+  invalidIgnorePragmas,
   missingTestTouch,
 }))
 
-if (diffFailures.length > 0 && process.env.CI) {
-  for (const failure of diffFailures.slice(0, 20)) {
-    const firstLine = failure.uncoveredLines[0] ?? 1
-    console.log(`::error file=${failure.file},line=${firstLine}::Uncovered changed lines: ${formatLineRanges(failure.uncoveredLines)}`)
+if (process.env.CI) {
+  for (const failure of diffStatementFailures.slice(0, 20)) {
+    const firstLine = failure.statements.uncoveredLines[0] ?? 1
+    console.log(`::error file=${failure.file},line=${firstLine}::Uncovered changed statements: ${formatLineRanges(failure.statements.uncoveredLines)}`)
+  }
+  for (const failure of diffBranchFailures.slice(0, 20)) {
+    const firstBranch = failure.branches.uncoveredBranches[0]
+    const line = firstBranch?.line ?? 1
+    console.log(`::error file=${failure.file},line=${line}::Uncovered changed branches: ${formatBranchRefs(failure.branches.uncoveredBranches)}`)
+  }
+  for (const invalidPragma of invalidIgnorePragmas.slice(0, 20)) {
+    console.log(`::error file=${invalidPragma.file},line=${invalidPragma.line}::Invalid diff coverage ignore pragma: ${invalidPragma.reason}`)
   }
 }
 
 if (
   overallThresholdFailures.length > 0
   || moduleThresholdFailures.length > 0
-  || diffFailures.length > 0
+  || diffStatementFailures.length > 0
+  || diffBranchFailures.length > 0
+  || invalidIgnorePragmas.length > 0
   || (STRICT_TEST_FILE_TOUCH && missingTestTouch)
 ) {
   process.exit(1)
@@ -168,11 +202,14 @@ function buildSummary({
   overallThresholdFailures,
   moduleCoverageRows,
   moduleThresholdFailures,
+  diffBranchFailures,
   diffRows,
-  diffFailures,
-  diffCoveragePct,
+  diffStatementFailures,
+  diffTotals,
   changedSourceFiles,
   changedTestFiles,
+  ignoredDiffLines,
+  invalidIgnorePragmas,
   missingTestTouch,
 }) {
   const lines = [
@@ -189,7 +226,8 @@ function buildSummary({
     `| Overall tracked statements | ${formatPercent(overallCoverage.statements)} | ${overallCoverage.statements.covered}/${overallCoverage.statements.total}; threshold ${COMPONENTS_GLOBAL_THRESHOLDS.statements}% |`,
     `| Overall tracked functions | ${formatPercent(overallCoverage.functions)} | ${overallCoverage.functions.covered}/${overallCoverage.functions.total}; threshold ${COMPONENTS_GLOBAL_THRESHOLDS.functions}% |`,
     `| Overall tracked branches | ${formatPercent(overallCoverage.branches)} | ${overallCoverage.branches.covered}/${overallCoverage.branches.total}; threshold ${COMPONENTS_GLOBAL_THRESHOLDS.branches}% |`,
-    `| Changed executable lines | ${formatPercent({ covered: diffTotals.covered, total: diffTotals.total })} | ${diffTotals.covered}/${diffTotals.total} |`,
+    `| Changed statements | ${formatDiffPercent(diffTotals.statements)} | ${diffTotals.statements.covered}/${diffTotals.statements.total} |`,
+    `| Changed branches | ${formatDiffPercent(diffTotals.branches)} | ${diffTotals.branches.covered}/${diffTotals.branches.total} |`,
     '',
   ]
 
@@ -239,20 +277,19 @@ function buildSummary({
   lines.push('')
 
   const changedRows = diffRows
-    .filter(row => row.total > 0)
+    .filter(row => row.statements.total > 0 || row.branches.total > 0)
     .sort((a, b) => {
-      const aPct = percentage(rowCovered(a), rowTotal(a))
-      const bPct = percentage(rowCovered(b), rowTotal(b))
-      return aPct - bPct || a.file.localeCompare(b.file)
+      const aScore = percentage(a.statements.covered + a.branches.covered, a.statements.total + a.branches.total)
+      const bScore = percentage(b.statements.covered + b.branches.covered, b.statements.total + b.branches.total)
+      return aScore - bScore || a.file.localeCompare(b.file)
     })
 
   lines.push('<details><summary>Changed file coverage</summary>')
   lines.push('')
-  lines.push('| File | Module | Changed executable lines | Coverage | Uncovered lines |')
-  lines.push('|---|---|---:|---:|---|')
+  lines.push('| File | Module | Changed statements | Statement coverage | Uncovered statements | Changed branches | Branch coverage | Uncovered branches | Ignored lines |')
+  lines.push('|---|---|---:|---:|---|---:|---:|---|---:|')
   for (const row of changedRows) {
-    const rowPct = percentage(row.covered, row.total)
-    lines.push(`| ${row.file.replace('web/', '')} | ${row.moduleName} | ${row.total} | ${rowPct.toFixed(2)}% | ${formatLineRanges(row.uncoveredLines)} |`)
+    lines.push(`| ${row.file.replace('web/', '')} | ${row.moduleName} | ${row.statements.total} | ${formatDiffPercent(row.statements)} | ${formatLineRanges(row.statements.uncoveredLines)} | ${row.branches.total} | ${formatDiffPercent(row.branches)} | ${formatBranchRefs(row.branches.uncoveredBranches)} | ${row.ignoredLineCount} |`)
   }
   lines.push('</details>')
   lines.push('')
@@ -268,16 +305,41 @@ function buildSummary({
     lines.push('')
   }
 
-  if (diffFailures.length > 0) {
-    lines.push('Uncovered changed lines:')
-    for (const row of diffFailures) {
-      lines.push(`- ${row.file.replace('web/', '')}: ${formatLineRanges(row.uncoveredLines)}`)
+  if (diffStatementFailures.length > 0) {
+    lines.push('Uncovered changed statements:')
+    for (const row of diffStatementFailures) {
+      lines.push(`- ${row.file.replace('web/', '')}: ${formatLineRanges(row.statements.uncoveredLines)}`)
+    }
+    lines.push('')
+  }
+
+  if (diffBranchFailures.length > 0) {
+    lines.push('Uncovered changed branches:')
+    for (const row of diffBranchFailures) {
+      lines.push(`- ${row.file.replace('web/', '')}: ${formatBranchRefs(row.branches.uncoveredBranches)}`)
+    }
+    lines.push('')
+  }
+
+  if (ignoredDiffLines.length > 0) {
+    lines.push('Ignored changed lines via pragma:')
+    for (const ignoredLine of ignoredDiffLines) {
+      lines.push(`- ${ignoredLine.file.replace('web/', '')}:${ignoredLine.line} - ${ignoredLine.reason}`)
+    }
+    lines.push('')
+  }
+
+  if (invalidIgnorePragmas.length > 0) {
+    lines.push('Invalid diff coverage ignore pragmas:')
+    for (const invalidPragma of invalidIgnorePragmas) {
+      lines.push(`- ${invalidPragma.file.replace('web/', '')}:${invalidPragma.line} - ${invalidPragma.reason}`)
     }
     lines.push('')
   }
 
   lines.push(`Changed source files checked: ${changedSourceFiles.length}`)
-  lines.push(`Changed executable line coverage: ${diffCoveragePct.toFixed(2)}%`)
+  lines.push(`Changed statement coverage: ${percentage(diffTotals.statements.covered, diffTotals.statements.total).toFixed(2)}%`)
+  lines.push(`Changed branch coverage: ${percentage(diffTotals.branches.covered, diffTotals.branches.total).toFixed(2)}%`)
 
   return lines
 }
@@ -312,34 +374,7 @@ function getChangedFiles(base, head) {
 
 function getChangedLineMap(base, head) {
   const diff = execGit(['diff', '--unified=0', '--no-color', '--diff-filter=ACMR', `${base}...${head}`, '--', 'web/app/components'])
-  const lineMap = new Map()
-  let currentFile = null
-
-  for (const line of diff.split('\n')) {
-    if (line.startsWith('+++ b/')) {
-      currentFile = line.slice(6).trim()
-      continue
-    }
-
-    if (!currentFile || !isTrackedComponentSourceFile(currentFile))
-      continue
-
-    const match = line.match(/^@@ -\d+(?:,\d+)? \+(\d+)(?:,(\d+))? @@/)
-    if (!match)
-      continue
-
-    const start = Number(match[1])
-    const count = match[2] ? Number(match[2]) : 1
-    if (count === 0)
-      continue
-
-    const linesForFile = lineMap.get(currentFile) ?? new Set()
-    for (let offset = 0; offset < count; offset += 1)
-      linesForFile.add(start + offset)
-    lineMap.set(currentFile, linesForFile)
-  }
-
-  return lineMap
+  return parseChangedLineMap(diff, isTrackedComponentSourceFile)
 }
 
 function isAnyComponentSourceFile(filePath) {
@@ -407,24 +442,6 @@ function getCoverageStats(entry) {
   }
 }
 
-function getLineHits(entry) {
-  if (entry.l && Object.keys(entry.l).length > 0)
-    return entry.l
-
-  const lineHits = {}
-  for (const [statementId, statement] of Object.entries(entry.statementMap ?? {})) {
-    const line = statement?.start?.line
-    if (!line)
-      continue
-
-    const hits = entry.s?.[statementId] ?? 0
-    const previous = lineHits[line]
-    lineHits[line] = previous === undefined ? hits : Math.max(previous, hits)
-  }
-
-  return lineHits
-}
-
 function sumCoverageStats(rows) {
   const total = createEmptyCoverageStats()
   for (const row of rows)
@@ -479,23 +496,6 @@ function getModuleName(filePath) {
   return segments.length === 1 ? '(root)' : segments[0]
 }
 
-function normalizeToRepoRelative(filePath) {
-  if (!filePath)
-    return ''
-
-  if (filePath.startsWith(APP_COMPONENTS_PREFIX) || filePath.startsWith(SHARED_TEST_PREFIX))
-    return filePath
-
-  if (filePath.startsWith(APP_COMPONENTS_COVERAGE_PREFIX))
-    return `web/${filePath}`
-
-  const absolutePath = path.isAbsolute(filePath)
-    ? filePath
-    : path.resolve(webRoot, filePath)
-
-  return path.relative(repoRoot, absolutePath).split(path.sep).join('/')
-}
-
 function formatLineRanges(lines) {
   if (!lines || lines.length === 0)
     return ''
@@ -520,6 +520,13 @@ function formatLineRanges(lines) {
   return ranges.join(', ')
 }
 
+function formatBranchRefs(branches) {
+  if (!branches || branches.length === 0)
+    return ''
+
+  return branches.map(branch => `${branch.line}[${branch.armIndex}]`).join(', ')
+}
+
 function percentage(covered, total) {
   if (total === 0)
     return 100
@@ -530,6 +537,13 @@ function formatPercent(metric) {
   return `${percentage(metric.covered, metric.total).toFixed(2)}%`
 }
 
+function formatDiffPercent(metric) {
+  if (metric.total === 0)
+    return 'n/a'
+
+  return `${percentage(metric.covered, metric.total).toFixed(2)}%`
+}
+
 function appendSummary(lines) {
   const content = `${lines.join('\n')}\n`
   if (process.env.GITHUB_STEP_SUMMARY)
@@ -550,11 +564,3 @@ function repoRootFromCwd() {
     encoding: 'utf8',
   }).trim()
 }
-
-function rowCovered(row) {
-  return row.covered
-}
-
-function rowTotal(row) {
-  return row.total
-}