diff --git a/python/src/space/core/ops/insert.py b/python/src/space/core/ops/insert.py
index 9d8b646..88cc674 100644
--- a/python/src/space/core/ops/insert.py
+++ b/python/src/space/core/ops/insert.py
@@ -81,7 +81,7 @@ def _write_arrow(self, data: pa.Table) -> Optional[runtime.Patch]:
     data_files = self._storage.data_files(pk_filter)
 
     mode = self._options.mode
-    patches: List[runtime.Patch] = []
+    patches: List[Optional[runtime.Patch]] = []
     if data_files.index_files:
       if mode == InsertOptions.Mode.INSERT:
         read_op = FileSetReadOp(
@@ -105,14 +105,15 @@ def _write_arrow(self, data: pa.Table) -> Optional[runtime.Patch]:
     return utils.merge_patches(patches)
 
 
-def _try_delete_data(op: BaseDeleteOp, patches: List[runtime.Patch]) -> None:
+def _try_delete_data(op: BaseDeleteOp,
+                     patches: List[Optional[runtime.Patch]]) -> None:
   patch = op.delete()
   if patch is not None:
     patches.append(patch)
 
 
 def _try_append_data(op: BaseAppendOp, data: pa.Table,
-                     patches: List[runtime.Patch]) -> None:
+                     patches: List[Optional[runtime.Patch]]) -> None:
   op.write(data)
   patch = op.finish()
   if patch is not None:
diff --git a/python/src/space/core/ops/utils.py b/python/src/space/core/ops/utils.py
index c0e56d4..2ae8be3 100644
--- a/python/src/space/core/ops/utils.py
+++ b/python/src/space/core/ops/utils.py
@@ -89,13 +89,17 @@ def primary_key_filter(primary_keys: List[str],
   return filter_
 
 
-def merge_patches(patches: List[runtime.Patch]) -> Optional[runtime.Patch]:
+def merge_patches(
+    patches: List[Optional[runtime.Patch]]) -> Optional[runtime.Patch]:
   """Merge multiple patches into one."""
   patch = runtime.Patch()
   stats_update = meta.StorageStatistics()
 
   empty = True
   for p in patches:
+    if p is None:
+      continue
+
     if empty:
       empty = False
 
diff --git a/python/src/space/core/runners.py b/python/src/space/core/runners.py
index b251cda..cdda9ed 100644
--- a/python/src/space/core/runners.py
+++ b/python/src/space/core/runners.py
@@ -65,12 +65,25 @@ def diff(self, start_version: Union[int],
     """
 
 
-class BaseReadWriteRunner(BaseReadOnlyRunner):
-  """Abstract base runner class."""
+class StorageCommitMixin:
+  """Provide storage commit utilities."""
 
   def __init__(self, storage: Storage):
     self._storage = storage
 
+  def _try_commit(self, patch: Optional[runtime.Patch]) -> runtime.JobResult:
+    if patch is not None:
+      self._storage.commit(patch)
+
+    return _job_result(patch)
+
+
+class BaseReadWriteRunner(StorageCommitMixin, BaseReadOnlyRunner):
+  """Abstract base runner class."""
+
+  def __init__(self, storage: Storage):
+    StorageCommitMixin.__init__(self, storage)
+
   @abstractmethod
   def append(self, data: InputData) -> runtime.JobResult:
     """Append data into the dataset."""
@@ -124,12 +137,6 @@ def _insert(self, data: InputData,
   def delete(self, filter_: pc.Expression) -> runtime.JobResult:
     """Delete data matching the filter from the dataset."""
 
-  def _try_commit(self, patch: Optional[runtime.Patch]) -> runtime.JobResult:
-    if patch is not None:
-      self._storage.commit(patch)
-
-    return _job_result(patch)
-
 
 class LocalRunner(BaseReadWriteRunner):
   """A runner that runs operations locally."""
diff --git a/python/src/space/core/views.py b/python/src/space/core/views.py
index e8d7a96..218500f 100644
--- a/python/src/space/core/views.py
+++ b/python/src/space/core/views.py
@@ -29,7 +29,8 @@
 from space.core.utils.lazy_imports_utils import ray  # pylint: disable=unused-import
 from space.core.utils.paths import UDF_DIR, metadata_dir
 from space.core.utils.plans import LogicalPlanBuilder, UserDefinedFn
-from space.ray.runners import RayReadOnlyRunner
+from space.core.runners import LocalRunner
+from space.ray.runners import RayMaterializedViewRunner, RayReadOnlyRunner
 
 if TYPE_CHECKING:
   from space.core.datasets import Dataset
@@ -159,6 +160,17 @@ def view(self) -> View:
     """Return view of the materialized view."""
     return self._view
 
+  def ray(self) -> RayMaterializedViewRunner:
+    """Return a Ray runner for the materialized view."""
+    return RayMaterializedViewRunner(self)
+
+  def local(self) -> LocalRunner:
+    """Get a runner that runs operations locally.
+    
+    TODO: should use a read-only local runner.
+    """
+    return LocalRunner(self._storage)
+
   @classmethod
   def create(cls, location: str, view: View, logical_plan: meta.LogicalPlan,
              udfs: Dict[str, UserDefinedFn]) -> MaterializedView:
diff --git a/python/src/space/ray/runners.py b/python/src/space/ray/runners.py
index 65a81dd..31b4a32 100644
--- a/python/src/space/ray/runners.py
+++ b/python/src/space/ray/runners.py
@@ -21,13 +21,17 @@
 import pyarrow as pa
 import pyarrow.compute as pc
 
-from space.core.runners import BaseReadOnlyRunner
+from space.core.runners import BaseReadOnlyRunner, StorageCommitMixin
+from space.core.ops import utils
+from space.core.ops.append import LocalAppendOp
 from space.core.ops.change_data import ChangeType, read_change_data
+from space.core.ops.delete import FileSetDeleteOp
+import space.core.proto.runtime_pb2 as runtime
 from space.core.utils.lazy_imports_utils import ray
 from space.core.versions.utils import version_to_snapshot_id
 
 if TYPE_CHECKING:
-  from space.core.views import View
+  from space.core.views import MaterializedView, View
 
 
 class RayReadOnlyRunner(BaseReadOnlyRunner):
@@ -58,3 +62,41 @@ def diff(self, start_version: Union[int],
       processed_ray_data = self._view.process_source(data)
       processed_data = ray.get(processed_ray_data.to_arrow_refs())
       yield change_type, pa.concat_tables(processed_data)
+
+
+class RayMaterializedViewRunner(RayReadOnlyRunner, StorageCommitMixin):
+  """Ray runner for materialized views."""
+
+  def __init__(self, mv: MaterializedView):
+    RayReadOnlyRunner.__init__(self, mv.view)
+    StorageCommitMixin.__init__(self, mv.storage)
+
+  def refresh(self, target_version: Union[int]) -> runtime.JobResult:
+    """Refresh the materialized view by synchronizing from source dataset."""
+    start_snapshot_id = self._storage.metadata.current_snapshot_id
+    end_snapshot_id = version_to_snapshot_id(target_version)
+
+    patches: List[Optional[runtime.Patch]] = []
+    for change_type, data in self.diff(start_snapshot_id, end_snapshot_id):
+      if change_type == ChangeType.DELETE:
+        patches.append(self._process_delete(data))
+      elif change_type == ChangeType.ADD:
+        patches.append(self._process_append(data))
+      else:
+        raise NotImplementedError(f"Change type {change_type} not supported")
+
+    return self._try_commit(utils.merge_patches(patches))
+
+  def _process_delete(self, data: pa.Table) -> Optional[runtime.Patch]:
+    filter_ = utils.primary_key_filter(self._storage.primary_keys, data)
+    if filter_ is None:
+      return None
+
+    op = FileSetDeleteOp(self._storage.location, self._storage.metadata,
+                         self._storage.data_files(filter_), filter_)
+    return op.delete()
+
+  def _process_append(self, data: pa.Table) -> Optional[runtime.Patch]:
+    op = LocalAppendOp(self._storage.location, self._storage.metadata)
+    op.write(data)
+    return op.finish()
diff --git a/python/tests/ray/test_runners.py b/python/tests/ray/test_runners.py
index a77b293..f2308de 100644
--- a/python/tests/ray/test_runners.py
+++ b/python/tests/ray/test_runners.py
@@ -48,7 +48,7 @@ def sample_dataset(tmp_path, sample_schema):
 
 class TestRayReadOnlyRunner:
 
-  def test_diff_map_batches(self, sample_dataset):
+  def test_diff_map_batches(self, tmp_path, sample_dataset):
     # A sample UDF for testing.
     def _sample_map_udf(batch: Dict[str, np.ndarray]) -> Dict[str, np.ndarray]:
       batch["float64"] = batch["float64"] + 1
@@ -62,6 +62,7 @@ def _sample_map_udf(batch: Dict[str, np.ndarray]) -> Dict[str, np.ndarray]:
                                       input_fields=["int64", "binary"],
                                       output_schema=view_schema,
                                       output_record_fields=["binary"])
+    mv = view.materialize(str(tmp_path / "mv"))
 
     ds_runner = sample_dataset.local()
     view_runner = view.ray()
@@ -92,6 +93,19 @@ def _sample_map_udf(batch: Dict[str, np.ndarray]) -> Dict[str, np.ndarray]:
     # Test several changes.
     assert list(view_runner.diff(0, 2)) == [expected_change0, expected_change1]
 
+    # Test materialized views.
+    ray_runner = mv.ray()
+    local = mv.local()
+
+    ray_runner.refresh(1)
+    assert local.read_all() == expected_change0[1]
+
+    ray_runner.refresh(2)
+    assert local.read_all() == pa.Table.from_pydict({
+        "int64": [1, 3],
+        "float64": [1.1, 1.3],
+    })
+
   def test_diff_filter(self, sample_dataset):
     # A sample UDF for testing.
     def _sample_filter_udf(row: Dict[str, Any]) -> Dict[str, Any]: