diff --git a/eda.qmd b/eda.qmd
index e53b44e..04b2b14 100644
--- a/eda.qmd
+++ b/eda.qmd
@@ -35,11 +35,40 @@ ibis.options.repr.interactive.max_columns = None
 px.defaults.template = "plotly_dark"
 ```
 
+
+```{python}
+import ibis
+import gcsfs
+import pandas as pd
+
+from deltalake import DeltaTable
+
+ibis.options.interactive = True
+```
+
+```{python}
+fs = gcsfs.GCSFileSystem(token="anon")
+ibis.get_backend().register_filesystem(fs)
+```
+
+```{python}
+t = DeltaTable("gs://ibis-analytics/penguins.delta")
+t.to_pyarrow_table()
+```
+
+```{python}
+ibis.read_delta("gs://ibis-analytics/penguins.delta")
+```
+
 ```{python}
 t = docs_t
 t
 ```
 
+```{python}
+t.schema()
+```
+
 ```{python}
 t.count()
 ```
diff --git a/src/ibis_analytics/config.py b/src/ibis_analytics/config.py
index 4b45de0..584148f 100644
--- a/src/ibis_analytics/config.py
+++ b/src/ibis_analytics/config.py
@@ -10,7 +10,6 @@
 RAW_DATA_DIR = "_raw"
 RAW_DATA_GH_DIR = "github"
 RAW_DATA_DOCS_DIR = "docs"
-RAW_DATA_PYPI_DIR = "pypi"
 RAW_DATA_ZULIP_DIR = "zulip"
 
 GH_PRS_TABLE = "gh_prs"
diff --git a/website/_quarto.yml b/website/_quarto.yml
index a23fc7a..7dfd25b 100644
--- a/website/_quarto.yml
+++ b/website/_quarto.yml
@@ -5,7 +5,7 @@ project:
 # website
 website:
   # basics
-  title: "Ibis Analytics"
+  title: "Ibis analytics"
   description: "Ibis analytics with Ibis."
   #favicon: logo.png
   search: false
@@ -27,5 +27,5 @@ website:
 # theme
 format:
   html:
-    theme: minty
+    theme: darkly
     toc: true
diff --git a/website/index.qmd b/website/index.qmd
index 42e7818..8010887 100644
--- a/website/index.qmd
+++ b/website/index.qmd
@@ -6,6 +6,9 @@ about:
     - icon: github
       text: github
       href: https://github.com/ibis-project/ibis-analytics
+    - icon: laptop
+      text: dashboard
+      href: https://connect.posit.cloud/lostmygithubaccount/content/0191ce7f-f54a-40f7-a6d4-3e555a40128c
 ---
 
 ***Ibis analytics with Ibis.***
diff --git a/website/layers.png b/website/layers.png
new file mode 100644
index 0000000..e4f721c
Binary files /dev/null and b/website/layers.png differ