diff --git a/docs/_static/css/custom.css b/docs/_static/css/custom.css
index b7bd70862c..a5a8f5cc97 100644
--- a/docs/_static/css/custom.css
+++ b/docs/_static/css/custom.css
@@ -11,8 +11,29 @@
 /* Custom classes */
 
 .small { font-size:40% }
-.smaller, .pr, .noteversion { font-size:70% }
-.noteversion::after { content: "/" }
+.smaller, .pr { font-size:70% }
+
+
+/* Custom classes with bootstrap buttons */
+
+.tutorial {
+    font-weight: bold;
+    padding: 2px 5px;
+    white-space: nowrap;
+    max-width: 100%;
+    background: #f07e44;
+    border: solid 1px #f07e44;
+    border-radius: .25rem;
+    font-size: 75%;
+    /* font-family: SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",Courier,monospace; */
+    color: #404040;
+    overflow-x: auto;
+    box-sizing: border-box;
+}
+
+.tutorial:visited {
+    color: #404040;
+}
 
 
 /* Formatting of RTD markup: rubrics and sidebars and admonitions */
diff --git a/docs/conf.py b/docs/conf.py
index b99da26eda..70a66c2f06 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -67,6 +67,8 @@
 todo_include_todos = False
 api_dir = HERE / 'api'  # function_images
 
+scanpy_tutorials_url = 'https://scanpy-tutorials.readthedocs.io/en/latest/'
+
 intersphinx_mapping = dict(
     anndata=('https://anndata.readthedocs.io/en/stable/', None),
     bbknn=('https://bbknn.readthedocs.io/en/latest/', None),
@@ -84,10 +86,7 @@
     scvelo=('https://scvelo.readthedocs.io/', None),
     seaborn=('https://seaborn.pydata.org/', None),
     sklearn=('https://scikit-learn.org/stable/', None),
-    scanpy_tutorials=(
-        'https://scanpy-tutorials.readthedocs.io/en/latest',
-        None,
-    ),
+    scanpy_tutorials=(scanpy_tutorials_url, None),
 )
 
 
@@ -115,6 +114,16 @@ def setup(app):
     app.add_stylesheet('css/custom.css')
 
 
+def autolink(url_template, title_template='{}'):
+    from docutils import nodes
+    def role(name, rawtext, text, lineno, inliner, options={}, content=[]):
+        url = url_template.format(text)
+        title = title_template.format(text)
+        node = nodes.reference(rawtext, title, refuri=url, **options)
+        return [node], []
+    return role
+
+
 # -- Options for other output formats ------------------------------------------
 
 
diff --git a/docs/extensions/github_links.py b/docs/extensions/github_links.py
index 88d62de6b7..40c86be257 100644
--- a/docs/extensions/github_links.py
+++ b/docs/extensions/github_links.py
@@ -42,6 +42,12 @@ def register_links(app: Sphinx, config: Config):
     app.add_role(
         'noteversion', AutoLink('noteversion', f'{gh_url}/releases/tag/{{}}')
     )
+    # tutorial links
+    scanpy_tutorials_url = 'https://scanpy-tutorials.readthedocs.io/en/latest/'
+    app.add_role(
+        'tutorial',
+        AutoLink('tutorial', f'{scanpy_tutorials_url}/{{}}.html', '{}')
+    )
 
 
 def setup(app: Sphinx):
diff --git a/docs/release-latest.rst b/docs/release-latest.rst
index 72fd847fb8..2354dacf14 100644
--- a/docs/release-latest.rst
+++ b/docs/release-latest.rst
@@ -1,9 +1,10 @@
 .. role:: small
 .. role:: smaller
 
+
 .. rubric:: New functionality
 
-- :func:`~scanpy.tl.ingest` maps labels and embeddings of reference data to new data, see the `ingest tutorial`_ :pr:`651` :smaller:`S Rybakov, A Wolf`
+- :func:`~scanpy.tl.ingest` maps labels and embeddings of reference data to new data, see tutorial :tutorial:`integrating-data-using-ingest` :pr:`651` :smaller:`S Rybakov, A Wolf`
 - :mod:`~scanpy.queries` recieved many updates including enrichment through gprofiler_ and more advanced biomart queries :pr:`467` :smaller:`I Virshup`
 - :func:`~scanpy.set_figure_params` allows setting `figsize`