diff --git a/airflow-core/src/airflow/dag_processing/bundles/base.py b/airflow-core/src/airflow/dag_processing/bundles/base.py
index b6b55f9251cfe..344a3349fecab 100644
--- a/airflow-core/src/airflow/dag_processing/bundles/base.py
+++ b/airflow-core/src/airflow/dag_processing/bundles/base.py
@@ -292,6 +292,8 @@ class BaseDagBundle(ABC):
     :param refresh_interval: How often the bundle should be refreshed from the source in seconds
         (Optional - defaults to [dag_processor] refresh_interval)
     :param version: Version of the DAG bundle (Optional)
+    :param version_data: Structured metadata for this bundle version, e.g. an S3 manifest.
+        Only populated for pinned runs (where dag_run.bundle_version is not None). (Optional)
     """
 
     supports_versioning: bool = False
@@ -304,10 +306,12 @@ def __init__(
         name: str,
         refresh_interval: int = conf.getint("dag_processor", "refresh_interval"),
         version: str | None = None,
+        version_data: dict[str, Any] | None = None,
         view_url_template: str | None = None,
     ) -> None:
         self.name = name
         self.version = version
+        self.version_data = version_data
         self.refresh_interval = refresh_interval
         self.is_initialized: bool = False
 
diff --git a/airflow-core/src/airflow/dag_processing/bundles/manager.py b/airflow-core/src/airflow/dag_processing/bundles/manager.py
index 78c54266eda9f..7d966e0b5074f 100644
--- a/airflow-core/src/airflow/dag_processing/bundles/manager.py
+++ b/airflow-core/src/airflow/dag_processing/bundles/manager.py
@@ -20,7 +20,7 @@
 import logging
 import os
 import warnings
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from itsdangerous import URLSafeSerializer
 from pydantic import BaseModel, ValidationError
@@ -395,19 +395,24 @@ def _extract_template_params(bundle_instance: BaseDagBundle) -> dict:
 
         return params
 
-    def get_bundle(self, name: str, version: str | None = None) -> BaseDagBundle:
+    def get_bundle(
+        self, name: str, version: str | None = None, version_data: dict[str, Any] | None = None
+    ) -> BaseDagBundle:
         """
         Get a DAG bundle by name.
 
         :param name: The name of the DAG bundle.
         :param version: The version of the DAG bundle you need (optional). If not provided, ``tracking_ref`` will be used instead.
+        :param version_data: Optional structured data associated with this version (e.g., S3 manifest).
 
         :return: The DAG bundle.
         """
         cfg_bundle = self._bundle_config.get(name)
         if not cfg_bundle:
             raise ValueError(f"Requested bundle '{name}' is not configured.")
-        return cfg_bundle.bundle_class(name=name, version=version, **cfg_bundle.kwargs)
+        return cfg_bundle.bundle_class(
+            name=name, version=version, version_data=version_data, **cfg_bundle.kwargs
+        )
 
     def get_all_dag_bundles(self) -> Iterable[BaseDagBundle]:
         """
diff --git a/airflow-core/src/airflow/executors/workloads/base.py b/airflow-core/src/airflow/executors/workloads/base.py
index 503cab7b3965a..41334d68f3038 100644
--- a/airflow-core/src/airflow/executors/workloads/base.py
+++ b/airflow-core/src/airflow/executors/workloads/base.py
@@ -21,7 +21,7 @@
 import os
 from abc import ABC, abstractmethod
 from collections.abc import Hashable
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 from pydantic import BaseModel, ConfigDict, Field
 
@@ -66,6 +66,13 @@ class BundleInfo(BaseModel):
 
     name: str
     version: str | None = None
+    version_data: dict[str, Any] | None = None
+    """Optional structured metadata for this bundle version (e.g., an S3 object manifest).
+
+    This field is serialized on every workload payload — executor command-line argv for
+    K8s/ECS/Batch/Lambda, message body for Celery/SQS. Keep payloads small to avoid hitting
+    transport limits (ARG_MAX is ~128 KB on Linux; the etcd PodSpec ceiling is ~1.5 MB).
+    """
 
 
 class BaseWorkloadSchema(BaseModel):
diff --git a/airflow-core/src/airflow/executors/workloads/task.py b/airflow-core/src/airflow/executors/workloads/task.py
index b4bf02ea47b8d..611457f88a957 100644
--- a/airflow-core/src/airflow/executors/workloads/task.py
+++ b/airflow-core/src/airflow/executors/workloads/task.py
@@ -102,9 +102,13 @@ def make(
 
         ser_ti = TaskInstanceDTO.model_validate(ti, from_attributes=True)
         if not bundle_info:
+            version_data = None
+            if ti.dag_version is not None and ti.dag_run.bundle_version is not None:
+                version_data = ti.dag_version.version_data
             bundle_info = BundleInfo(
                 name=ti.dag_model.bundle_name,
                 version=ti.dag_run.bundle_version,
+                version_data=version_data,
             )
         fname = log_filename_template_renderer()(ti=ti)
 
diff --git a/airflow-core/src/airflow/jobs/scheduler_job_runner.py b/airflow-core/src/airflow/jobs/scheduler_job_runner.py
index 2f94d480eb6d1..df2abe2aabd06 100644
--- a/airflow-core/src/airflow/jobs/scheduler_job_runner.py
+++ b/airflow-core/src/airflow/jobs/scheduler_job_runner.py
@@ -684,6 +684,12 @@ def _executable_task_instances_to_queued(self, max_tis: int, session: Session) -
                     ranked_query.c.map_index_for_ordering,
                 )
                 .options(selectinload(TI.dag_model))
+                # Eager-load dag_version: TIs become transient (via make_transient) before
+                # ExecuteTask.make() reads ti.dag_version.version_data. Lazy loads on
+                # transient objects silently return None instead of raising DetachedInstanceError.
+                # Scope the second SELECT to version_data (the PK is auto-included) so we read
+                # two columns rather than the full DagVersion row.
+                .options(selectinload(TI.dag_version).load_only(DagVersion.version_data))
             )
 
             query = query.limit(max_tis)
diff --git a/airflow-core/tests/unit/dag_processing/bundles/test_base.py b/airflow-core/tests/unit/dag_processing/bundles/test_base.py
index 6fc7ba39a0a12..f092f3e00e770 100644
--- a/airflow-core/tests/unit/dag_processing/bundles/test_base.py
+++ b/airflow-core/tests/unit/dag_processing/bundles/test_base.py
@@ -323,3 +323,16 @@ def test_bundle_version_inequality(self):
         bv1 = BundleVersion(version="abc", data={"key": "val"})
         bv2 = BundleVersion(version="abc", data={"key": "other"})
         assert bv1 != bv2
+
+
+def test_version_data_stored_on_bundle():
+    """Test that version_data passed to a bundle constructor is stored on the instance."""
+    manifest = {"schema_version": 1, "files": {"dags/my_dag.py": "S3VersionId123"}}
+    bundle = BasicBundle(name="test", version="abc", version_data=manifest)
+    assert bundle.version_data == manifest
+
+
+def test_version_data_defaults_to_none():
+    """Test that version_data defaults to None when not provided."""
+    bundle = BasicBundle(name="test")
+    assert bundle.version_data is None
diff --git a/airflow-core/tests/unit/executors/test_workloads.py b/airflow-core/tests/unit/executors/test_workloads.py
index a063b91140dfb..63a249a36fd1b 100644
--- a/airflow-core/tests/unit/executors/test_workloads.py
+++ b/airflow-core/tests/unit/executors/test_workloads.py
@@ -171,3 +171,82 @@ def test_workload_ti_round_trips_through_sdk_generated_model():
     assert received.queue == "jdk-17"
     assert received.map_index == 3
     assert not hasattr(received, "pool_slots")
+
+
+class TestExecuteTaskMakeVersionData:
+    """Tests for ExecuteTask.make() threading version_data through BundleInfo."""
+
+    @pytest.fixture(autouse=True)
+    def _stub_log_template(self, monkeypatch):
+        monkeypatch.setattr(
+            "airflow.utils.helpers.log_filename_template_renderer",
+            lambda: lambda **kwargs: "test.log",
+        )
+
+    @staticmethod
+    def _make_mock_ti(bundle_version, version_data, *, has_dag_version=True):
+        """Build a mock TI with the attributes ExecuteTask.make() reads.
+
+        ``has_dag_version`` controls whether the TI has an associated DagVersion
+        (legacy/backfilled TIs may not), independently of ``version_data`` so the
+        pin-guard can be exercised with version_data present on an unpinned run.
+        """
+        from unittest.mock import Mock
+
+        ti = Mock()
+        ti.id = uuid4()
+        ti.dag_version_id = uuid4()
+        ti.task_id = "test_task"
+        ti.dag_id = "test_dag"
+        ti.run_id = "test_run"
+        ti.try_number = 1
+        ti.map_index = -1
+        ti.pool_slots = 1
+        ti.queue = "default"
+        ti.priority_weight = 1
+        ti.executor_config = None
+        ti.parent_context_carrier = None
+        ti.context_carrier = None
+        ti.hostname = None
+        ti.external_executor_id = None
+
+        ti.dag_model.bundle_name = "test-bundle"
+        ti.dag_model.relative_fileloc = "dags/test_dag.py"
+
+        ti.dag_run.bundle_version = bundle_version
+
+        if has_dag_version:
+            ti.dag_version.version_data = version_data
+        else:
+            ti.dag_version = None
+
+        return ti
+
+    def test_pinned_run_populates_version_data(self):
+        """When the run is pinned, version_data from dag_version flows to BundleInfo."""
+        version_data = {"schema_version": 1, "files": {"dags/my_dag.py": "ver123"}}
+        ti = self._make_mock_ti(bundle_version="abc123", version_data=version_data)
+
+        workload = ExecuteTask.make(ti)
+
+        assert workload.bundle_info.version == "abc123"
+        assert workload.bundle_info.version_data == version_data
+
+    def test_unpinned_run_suppresses_present_version_data(self):
+        """An unpinned run must not expose version_data even when the dag_version carries it."""
+        version_data = {"schema_version": 1, "files": {"dags/my_dag.py": "ver123"}}
+        ti = self._make_mock_ti(bundle_version=None, version_data=version_data)
+
+        workload = ExecuteTask.make(ti)
+
+        assert workload.bundle_info.version is None
+        assert workload.bundle_info.version_data is None
+
+    def test_missing_dag_version_yields_none(self):
+        """A pinned run whose TI has no dag_version (legacy/backfilled) yields no version_data."""
+        ti = self._make_mock_ti(bundle_version="abc123", version_data=None, has_dag_version=False)
+
+        workload = ExecuteTask.make(ti)
+
+        assert workload.bundle_info.version == "abc123"
+        assert workload.bundle_info.version_data is None
diff --git a/providers/amazon/tests/unit/amazon/aws/executors/batch/test_batch_executor.py b/providers/amazon/tests/unit/amazon/aws/executors/batch/test_batch_executor.py
index cf929e48d148d..211ed64acf604 100644
--- a/providers/amazon/tests/unit/amazon/aws/executors/batch/test_batch_executor.py
+++ b/providers/amazon/tests/unit/amazon/aws/executors/batch/test_batch_executor.py
@@ -814,6 +814,7 @@ def test_try_adopt_task_instances(self, mock_executor):
             task.dag_model = mock.Mock()
             task.dag_model.bundle_name = "test_bundle"
             task.dag_model.relative_fileloc = "test_dag.py"
+            task.dag_version = mock.Mock(version_data=None)
             task.dag_run = mock.Mock()
             task.dag_run.bundle_version = "1.0.0"
             task.dag_run.context_carrier = {}
diff --git a/providers/amazon/tests/unit/amazon/aws/executors/ecs/test_ecs_executor.py b/providers/amazon/tests/unit/amazon/aws/executors/ecs/test_ecs_executor.py
index ca6fab54fa2c3..de5a17acf9666 100644
--- a/providers/amazon/tests/unit/amazon/aws/executors/ecs/test_ecs_executor.py
+++ b/providers/amazon/tests/unit/amazon/aws/executors/ecs/test_ecs_executor.py
@@ -1309,6 +1309,7 @@ def test_try_adopt_task_instances(self, mock_executor):
             task.dag_model = mock.Mock()
             task.dag_model.bundle_name = "test_bundle"
             task.dag_model.relative_fileloc = "test_dag.py"
+            task.dag_version = mock.Mock(version_data=None)
             task.dag_run = mock.Mock()
             task.dag_run.bundle_version = "1.0.0"
             task.dag_run.context_carrier = {}
diff --git a/providers/edge3/src/airflow/providers/edge3/worker_api/v2-edge-generated.yaml b/providers/edge3/src/airflow/providers/edge3/worker_api/v2-edge-generated.yaml
index 7a7fb194fb03d..4bd6a68af4326 100644
--- a/providers/edge3/src/airflow/providers/edge3/worker_api/v2-edge-generated.yaml
+++ b/providers/edge3/src/airflow/providers/edge3/worker_api/v2-edge-generated.yaml
@@ -965,6 +965,12 @@ components:
           - type: string
           - type: 'null'
           title: Version
+        version_data:
+          anyOf:
+          - additionalProperties: true
+            type: object
+          - type: 'null'
+          title: Version Data
       type: object
       required:
       - name
diff --git a/task-sdk/src/airflow/sdk/api/datamodels/_generated.py b/task-sdk/src/airflow/sdk/api/datamodels/_generated.py
index bc03569386d14..139632fc0a037 100644
--- a/task-sdk/src/airflow/sdk/api/datamodels/_generated.py
+++ b/task-sdk/src/airflow/sdk/api/datamodels/_generated.py
@@ -570,6 +570,7 @@ class BundleInfo(BaseModel):
 
     name: Annotated[str, Field(title="Name")]
     version: Annotated[str | None, Field(title="Version")] = None
+    version_data: Annotated[dict[str, Any] | None, Field(title="Version Data")] = None
 
 
 class TerminalTIState(str, Enum):
diff --git a/task-sdk/src/airflow/sdk/execution_time/callback_supervisor.py b/task-sdk/src/airflow/sdk/execution_time/callback_supervisor.py
index 12f86dec36bff..9830771701293 100644
--- a/task-sdk/src/airflow/sdk/execution_time/callback_supervisor.py
+++ b/task-sdk/src/airflow/sdk/execution_time/callback_supervisor.py
@@ -25,7 +25,7 @@
 from importlib import import_module
 from importlib.util import module_from_spec, spec_from_file_location
 from pathlib import Path
-from typing import TYPE_CHECKING, Annotated, BinaryIO, ClassVar, Protocol
+from typing import TYPE_CHECKING, Annotated, Any, BinaryIO, ClassVar, Protocol
 from uuid import UUID
 
 import attrs
@@ -67,6 +67,7 @@
     class _BundleInfoLike(Protocol):
         name: str
         version: str | None
+        version_data: dict[str, Any] | None
 
 
 __all__ = ["CallbackSubprocess", "supervise_callback"]
@@ -227,6 +228,7 @@ def _target():
                     bundle = DagBundlesManager().get_bundle(
                         name=bundle_info.name,
                         version=bundle_info.version,
+                        version_data=bundle_info.version_data,
                     )
                     bundle.initialize()
                     if (bundle_path := str(bundle.path)) not in sys.path:
diff --git a/task-sdk/src/airflow/sdk/execution_time/schema/schema.json b/task-sdk/src/airflow/sdk/execution_time/schema/schema.json
index 087d149d1af03..ae736e5d6621e 100644
--- a/task-sdk/src/airflow/sdk/execution_time/schema/schema.json
+++ b/task-sdk/src/airflow/sdk/execution_time/schema/schema.json
@@ -434,6 +434,19 @@
           ],
           "default": null,
           "title": "Version"
+        },
+        "version_data": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null,
+          "title": "Version Data"
         }
       },
       "required": [
diff --git a/task-sdk/src/airflow/sdk/execution_time/task_runner.py b/task-sdk/src/airflow/sdk/execution_time/task_runner.py
index f3fee689928a0..ac8889daf0286 100644
--- a/task-sdk/src/airflow/sdk/execution_time/task_runner.py
+++ b/task-sdk/src/airflow/sdk/execution_time/task_runner.py
@@ -1001,6 +1001,7 @@ def parse(what: StartupDetails, log: Logger) -> RuntimeTaskInstance:
     bundle_instance = DagBundlesManager().get_bundle(
         name=bundle_info.name,
         version=bundle_info.version,
+        version_data=bundle_info.version_data,
     )
     bundle_instance.initialize()
     _verify_bundle_access(bundle_instance, log)
diff --git a/task-sdk/tests/task_sdk/execution_time/test_callback_supervisor.py b/task-sdk/tests/task_sdk/execution_time/test_callback_supervisor.py
index c33299b313c81..2c7a7ce0f6bb1 100644
--- a/task-sdk/tests/task_sdk/execution_time/test_callback_supervisor.py
+++ b/task-sdk/tests/task_sdk/execution_time/test_callback_supervisor.py
@@ -494,6 +494,7 @@ def test_execute_callback_with_bundle_info_should_pass_correct_parameters(
         mock_bundle_setup["manager"].get_bundle.assert_called_once_with(
             name=bundle_info.name,
             version=bundle_info.version,
+            version_data=bundle_info.version_data,
         )
         mock_bundle_setup["bundle"].initialize.assert_called_once()