diff --git a/docs/docs/sample-datasets.md b/docs/docs/sample-datasets.md
index 8f421875d..e3b11da43 100644
--- a/docs/docs/sample-datasets.md
+++ b/docs/docs/sample-datasets.md
@@ -3,69 +3,66 @@ title: Sample Datasets
 ---
 # Sample Datasets
 
-!!! warning
-    This page is under construction. The listed datasets are outdated and will not work until the icechunk format is more stable.
-
 ## Native Datasets
 
 ### Weatherbench2 ERA5
 
 === "AWS"
 
-```python
-import icechunk as ic
-import xarray as xr
+    ```python
+    import icechunk as ic
+    import xarray as xr
 
-storage = ic.s3_storage(
-    bucket="icechunk-public-data",
-    prefix="v1/era5_weatherbench2",
-    region="us-east-1",
-    anonymous=True,
-)
+    storage = ic.s3_storage(
+        bucket="icechunk-public-data",
+        prefix="v1/era5_weatherbench2",
+        region="us-east-1",
+        anonymous=True,
+    )
 
-repo = ic.Repository.open(storage=storage)
-session = repo.readonly_session("main")
-ds = xr.open_dataset(
-    session.store, group="1x721x1440", engine="zarr", chunks=None, consolidated=False
-)
-```
+    repo = ic.Repository.open(storage=storage)
+    session = repo.readonly_session("main")
+    ds = xr.open_dataset(
+        session.store, group="1x721x1440", engine="zarr", chunks=None, consolidated=False
+    )
+    ```
 
 === "Google Cloud"
 
-```python
-import icechunk as ic
-import xarray as xr
+    ```python
+    import icechunk as ic
+    import xarray as xr
 
-storage = ic.gcs_storage(
-    bucket="icechunk-public-data-gcs",
-    prefix="v01/era5_weatherbench2",
-)
+    storage = ic.gcs_storage(
+        bucket="icechunk-public-data-gcs",
+        prefix="v01/era5_weatherbench2",
+    )
 
-repo = ic.Repository.open(storage=storage)
-session = repo.readonly_session("main")
-ds = xr.open_dataset(
-    session.store, group="1x721x1440", engine="zarr", chunks=None, consolidated=False
-)
-```
+    repo = ic.Repository.open(storage=storage)
+    session = repo.readonly_session("main")
+    ds = xr.open_dataset(
+        session.store, group="1x721x1440", engine="zarr", chunks=None, consolidated=False
+    )
+    ```
 
 === "Cloudflare R2"
 
-```python
-import icechunk as ic
-import xarray as xr
+    ```python
+    import icechunk as ic
+    import xarray as xr
 
-storage = ic.r2_storage(
-    prefix="v1/era5_weatherbench2",
-    endpoint_url="https://data.icechunk.cloud",
-    anonymous=True,
-)
+    storage = ic.r2_storage(
+        prefix="v1/era5_weatherbench2",
+        endpoint_url="https://data.icechunk.cloud",
+        anonymous=True,
+    )
 
-repo = ic.Repository.open(storage=storage)
-session = repo.readonly_session("main")
-ds = xr.open_dataset(
-    session.store, group="1x721x1440", engine="zarr", chunks=None, consolidated=False
-)
-```
+    repo = ic.Repository.open(storage=storage)
+    session = repo.readonly_session("main")
+    ds = xr.open_dataset(
+        session.store, group="1x721x1440", engine="zarr", chunks=None, consolidated=False
+    )
+    ```
 
 
 <!-- === "Tigris" -->
@@ -87,29 +84,29 @@ ds = xr.open_dataset(
 <!-- ) -->
 <!-- ``` -->
 
-## Virtual Datasets
+<!-- ## Virtual Datasets -->
 
-### NOAA [OISST](https://www.ncei.noaa.gov/products/optimum-interpolation-sst) Data
+<!-- ### NOAA [OISST](https://www.ncei.noaa.gov/products/optimum-interpolation-sst) Data -->
 
-> The NOAA 1/4° Daily Optimum Interpolation Sea Surface Temperature (OISST) is a long term Climate Data Record that incorporates observations from different platforms (satellites, ships, buoys and Argo floats) into a regular global grid
+<!-- > The NOAA 1/4° Daily Optimum Interpolation Sea Surface Temperature (OISST) is a long term Climate Data Record that incorporates observations from different platforms (satellites, ships, buoys and Argo floats) into a regular global grid -->
 
-Check out an example dataset built using all virtual references pointing to daily Sea Surface Temperature data from 2020 to 2024 on NOAA's S3 bucket using python:
+<!-- Check out an example dataset built using all virtual references pointing to daily Sea Surface Temperature data from 2020 to 2024 on NOAA's S3 bucket using python: -->
 
-```python
-import icechunk as ic
+<!-- ```python -->
+<!-- import icechunk as ic -->
 
-storage = ic.s3_storage(
-    bucket='earthmover-sample-data',
-    prefix='icechunk/oisst.2020-2024/',
-    region='us-east-1',
-    anonymous=True,
-)
+<!-- storage = ic.s3_storage( -->
+<!--     bucket='earthmover-sample-data', -->
+<!--     prefix='icechunk/oisst.2020-2024/', -->
+<!--     region='us-east-1', -->
+<!--     anonymous=True, -->
+<!-- ) -->
 
-virtual_credentials = ic.containers_credentials({"s3": ic.s3_credentials(anonymous=True)})
+<!-- virtual_credentials = ic.containers_credentials({"s3": ic.s3_credentials(anonymous=True)}) -->
 
-repo = ic.Repository.open(
-        storage=storage,
-        virtual_chunk_credentials=virtual_credentials)
-```
+<!-- repo = ic.Repository.open( -->
+<!--         storage=storage, -->
+<!--         virtual_chunk_credentials=virtual_credentials) -->
+<!-- ``` -->
 
-![oisst](./assets/datasets/oisst.png)
+<!-- ![oisst](./assets/datasets/oisst.png) -->