diff --git a/docs/release-notes/0.12.0rc3.md b/docs/release-notes/0.12.0rc3.md
index e4f8fb950..f52f23635 100644
--- a/docs/release-notes/0.12.0rc3.md
+++ b/docs/release-notes/0.12.0rc3.md
@@ -1,6 +1,6 @@
 (v0.12.0rc3)=
 ### 0.12.0rc3 {small}`2025-05-20`
 
-### Bug fixes
+#### Bug fixes
 
 - Update zarr v3 bound to >3.0.8 to prevent corrupted data {issue}`zarr-developers/zarr-python#3061` {user}`ilan-gold` ({pr}`1993`)
diff --git a/docs/release-notes/0.12.0rc4.md b/docs/release-notes/0.12.0rc4.md
index b0ab3ef81..6923515cb 100644
--- a/docs/release-notes/0.12.0rc4.md
+++ b/docs/release-notes/0.12.0rc4.md
@@ -13,3 +13,7 @@
 ### Performance
 
 - Improve {func}`~anndata.experimental.read_elem_lazy` performance for `h5ad` files by not caching `indptr`. {user}`ilan-gold` ({pr}`2005`)
+
+#### Development
+
+- Bound {mod}`zarr` to `<3.1` until {pr}`1995` is merged to handle the new data type structure.  {user}`ilan-gold` ({pr}`2013`)
diff --git a/docs/release-notes/2013.development.md b/docs/release-notes/2013.development.md
deleted file mode 100644
index 90220d554..000000000
--- a/docs/release-notes/2013.development.md
+++ /dev/null
@@ -1 +0,0 @@
-Bound {mod}`zarr` to `<3.1` until {pr}`1995` is merged to handle the new data type structure.  {user}`ilan-gold`
diff --git a/docs/tutorials/zarr-v3.md b/docs/tutorials/zarr-v3.md
index 833c3c9d1..a5b4668e3 100644
--- a/docs/tutorials/zarr-v3.md
+++ b/docs/tutorials/zarr-v3.md
@@ -4,6 +4,23 @@
 Users should notice a significant performance improvement, especially for cloud data, but also likely for local data as well.
 Here is a quick guide on some of our learnings so far:
 
+## Consolidated Metadata
+
+All `zarr` stores are now consolidated by default when written via {func}`anndata.io.write_zarr` or {meth}`anndata.AnnData.write_zarr`.  For more information on this topic, please seee {ref}`the zarr docs <zarr:user-guide-consolidated-metadata>`.  Practcally, this changes means that once a store has been written, it should be treated as immutable **unless you remove the consolidated metadata and/or rewrite after the mutating operation** i.e., if you wish to use `anndata.io.write_elem` to add a column to `obs`, a `layer` etc. to an existing store.  For example, to mutate an existing store on-disk, you may do:
+
+```python
+g = zarr.open_group(orig_path, mode="a", use_consolidated=False)
+ad.io.write_elem(
+    g,
+    "obs",
+    obs,
+    dataset_kwargs=dict(chunks=(250,)),
+)
+zarr.consolidate_metadata(g.store)
+```
+
+In this example, the store was opened unconsolidated (trying to open it as a consolidated store would error out), edited, and then reconsolidated.  Alternatively, one could simple delete the file containing the consolidated metadata first at the root, `.zmetadata`.
+
 ## Remote data
 
 We now provide the {func}`anndata.experimental.read_lazy` feature for reading as much of the {class}`~anndata.AnnData` object as lazily as possible, using `dask` and {mod}`xarray`.
diff --git a/src/anndata/_io/specs/registry.py b/src/anndata/_io/specs/registry.py
index 2edaae988..2c4de8d40 100644
--- a/src/anndata/_io/specs/registry.py
+++ b/src/anndata/_io/specs/registry.py
@@ -360,11 +360,22 @@ def write_elem(
         dest_type = type(store)
 
         # Normalize k to absolute path
-        if (isinstance(store, ZarrGroup) and is_zarr_v2()) or (
-            isinstance(store, h5py.Group) and not PurePosixPath(k).is_absolute()
-        ):
+        if (
+            is_zarr_v2_store := (
+                (is_zarr_store := isinstance(store, ZarrGroup)) and is_zarr_v2()
+            )
+        ) or (isinstance(store, h5py.Group) and not PurePosixPath(k).is_absolute()):
             k = str(PurePosixPath(store.name) / k)
-
+        is_consolidated = False
+        if is_zarr_v2_store:
+            from zarr.storage import ConsolidatedMetadataStore
+
+            is_consolidated = isinstance(store.store, ConsolidatedMetadataStore)
+        elif is_zarr_store:
+            is_consolidated = store.metadata.consolidated_metadata is not None
+        if is_consolidated:
+            msg = "Cannot overwrite/edit a store with consolidated metadata"
+            raise ValueError(msg)
         if k == "/":
             if isinstance(store, ZarrGroup) and not is_zarr_v2():
                 from zarr.core.sync import sync
diff --git a/tests/test_readwrite.py b/tests/test_readwrite.py
index 033c3c0a1..f32953fb2 100644
--- a/tests/test_readwrite.py
+++ b/tests/test_readwrite.py
@@ -14,6 +14,7 @@
 import pandas as pd
 import pytest
 import zarr
+import zarr.convenience
 from numba.core.errors import NumbaDeprecationWarning
 from scipy.sparse import csc_array, csc_matrix, csr_array, csr_matrix
 
@@ -966,3 +967,16 @@ def test_read_lazy_import_error(func, tmp_path):
                 tmp_path if func is ad.experimental.read_lazy else tmp_path / "obs"
             )
         )
+
+
+def test_write_elem_consolidated(tmp_path: Path):
+    ad.AnnData(np.ones((10, 10))).write_zarr(tmp_path)
+    g = (
+        zarr.convenience.open_consolidated(tmp_path)
+        if is_zarr_v2()
+        else zarr.open(tmp_path)
+    )
+    with pytest.raises(
+        ValueError, match="Cannot overwrite/edit a store with consolidated metadata"
+    ):
+        ad.io.write_elem(g["obs"], "foo", np.arange(10))