diff --git a/docs/how-to/index.md b/docs/how-to/index.md
index 2e923a539d..d9ffcf4a39 100644
--- a/docs/how-to/index.md
+++ b/docs/how-to/index.md
@@ -4,4 +4,5 @@ This section contains short examples on how to perform specific tasks with scanp
 
 ```{toctree}
 knn-transformers
+plotting-with-marsilea
 ```
diff --git a/docs/how-to/plotting-with-marsilea.ipynb b/docs/how-to/plotting-with-marsilea.ipynb
new file mode 120000
index 0000000000..45b62b725a
--- /dev/null
+++ b/docs/how-to/plotting-with-marsilea.ipynb
@@ -0,0 +1 @@
+../../notebooks/plotting-with-marsilea.ipynb
\ No newline at end of file
diff --git a/docs/release-notes/1.10.1.md b/docs/release-notes/1.10.1.md
index 282d2297ca..201c7f864c 100644
--- a/docs/release-notes/1.10.1.md
+++ b/docs/release-notes/1.10.1.md
@@ -4,6 +4,8 @@
 ```{rubric} Docs
 ```
 
+* Added {doc}`how-to example </how-to/plotting-with-marsilea>` on plotting with [Marsilea](https://marsilea.readthedocs.io) {pr}`2974` {smaller}`Y Zheng`
+
 ```{rubric} Bug fixes
 ```
 
diff --git a/notebooks b/notebooks
index 22cc7cf461..ab28e425e0 160000
--- a/notebooks
+++ b/notebooks
@@ -1 +1 @@
-Subproject commit 22cc7cf46139cc8bdc2a1c7e4ec37254c8aa50ae
+Subproject commit ab28e425e06a03829c44e7301dc487666dc3078f