diff --git a/doc/hidden-cells.ipynb b/doc/hidden-cells.ipynb
index a848aedc..ab13eebd 100644
--- a/doc/hidden-cells.ipynb
+++ b/doc/hidden-cells.ipynb
@@ -54,6 +54,26 @@
     "answer"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Another way to hide sphinx is by adding a `remove-cell` cell tag. This is compatible with Jupyter Book."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "tags": [
+     "remove-cell"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "answer"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -79,6 +99,42 @@
    "source": [
     "This is the cell after the hidden cell."
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Hidden input and output\n",
+    "\n",
+    "You can also only remove input and output of a notebook using the `remove-input` and `remove-output` cell tags.\n",
+    "Unlike for hiding entire cells, no metadata-based hiding of input and output is provided."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "tags": [
+     "remove-output"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "\"Cell with hidden output\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "tags": [
+     "remove-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "\"Did you see the input?\""
+   ]
   }
  ],
  "metadata": {
diff --git a/src/nbsphinx.py b/src/nbsphinx.py
index 4482dfcc..83d2b986 100644
--- a/src/nbsphinx.py
+++ b/src/nbsphinx.py
@@ -785,6 +785,12 @@ def replace_attachments(text):
                 'HighlightMagicsPreprocessor': {'enabled': True},
                 # Work around https://github.com/jupyter/nbconvert/issues/720:
                 'RegexRemovePreprocessor': {'enabled': False},
+                'TagRemovePreprocessor': {
+                    'enabled': True,
+                    'remove_cell_tags': ('remove-cell',),
+                    'remove_all_outputs_tags': ('remove-output',),
+                    'remove_input_tags': ('remove-input',),
+                },
             }),
             filters={
                 'convert_pandoc': convert_pandoc,