diff --git a/anndata/_core/anndata.py b/anndata/_core/anndata.py
index 38680b9dd..541bc0ab0 100644
--- a/anndata/_core/anndata.py
+++ b/anndata/_core/anndata.py
@@ -44,6 +44,7 @@
     _resolve_idxs,
 )
 from .sparse_dataset import SparseDataset
+from .dataframe import DataFrame
 from .. import utils
 from ..utils import convert_to_dict, ensure_df_homogeneous, dim_len
 from ..logging import anndata_logger as logger
@@ -347,7 +348,7 @@ def _init_as_view(self, adata_ref: "AnnData", oidx: Index, vidx: Index):
 
         # set data
         if self.isbacked:
-            self._X = None
+            self._X = self._obs = None
 
         # set raw, easy, as it’s immutable anyways...
         if adata_ref._raw is not None:
diff --git a/anndata/_core/dataframe.py b/anndata/_core/dataframe.py
new file mode 100644
index 000000000..6d3136e99
--- /dev/null
+++ b/anndata/_core/dataframe.py
@@ -0,0 +1,41 @@
+"""
+This module implements on disk dataframes.
+"""
+
+import h5py
+import pandas as pd
+
+
+class DataFrame:
+    def __init__(self, group: h5py.Group):
+        assert (
+            group.attrs["encoding-type"] == "dataframe"
+        ), "HDF5 group at path '{group.name}' is not encoded as a dataframe"
+
+        self._group = group
+        self._attrs = self._group.attrs
+
+        self._index = self._group[self._attrs["_index"]].asstr()
+        self._columns = self._attrs["column-order"]
+
+        for column in self.columns:
+            # read_elem_partial(group)  # , items=obs, indices=(obs_idx, slice(None)))
+            setattr(self, column, self._group[column])
+
+    @property
+    def index(self):
+        return pd.Index(self._index[:])
+
+    @property
+    def columns(self):
+        return pd.Index(self._columns)
+
+    def __getitem__(self, index):
+        if isinstance(index, str) and index in self.columns:
+            return getattr(self, index)
+
+        elif isinstance(index, slice):
+            raise NotImplementedError("Slicing is not yet supported.")
+
+        else:
+            raise TypeError(f"Invalid index '{index}' of type {type(index)}")
diff --git a/anndata/_io/specs/methods.py b/anndata/_io/specs/methods.py
index 9584f82d1..78f913eb8 100644
--- a/anndata/_io/specs/methods.py
+++ b/anndata/_io/specs/methods.py
@@ -17,6 +17,7 @@
 from anndata._core.index import _normalize_indices
 from anndata._core.merge import intersect_keys
 from anndata._core.sparse_dataset import SparseDataset
+from anndata._core.dataframe import DataFrame
 from anndata._core import views
 from anndata.compat import (
     ZarrArray,
diff --git a/anndata/tests/test_hdf5_backing.py b/anndata/tests/test_hdf5_backing.py
index 987d01382..66419818e 100644
--- a/anndata/tests/test_hdf5_backing.py
+++ b/anndata/tests/test_hdf5_backing.py
@@ -175,6 +175,15 @@ def test_backed_raw(tmp_path):
     assert_equal(final_adata, mem_adata)
 
 
+def test_backed_dataframes(tmp_path):
+    backed_pth = tmp_path / "backed.h5ad"
+    mem_adata = gen_adata((10, 10), **GEN_ADATA_DASK_ARGS)
+    mem_adata.write(backed_pth)
+
+    backed_adata = ad.read_h5ad(backed_pth, backed="r")
+    assert_equal(backed_adata, mem_adata)
+
+
 @pytest.mark.parametrize(
     "array_type",
     [