diff --git a/docs/source/deploying.rst b/docs/source/deploying.rst
index 5df792b83ab..bfbee33602b 100644
--- a/docs/source/deploying.rst
+++ b/docs/source/deploying.rst
@@ -28,11 +28,13 @@ Deploy Dask Clusters
 
          An overview of cluster management with Dask distributed.
 
-Single Machine
---------------
+.. _deployment-single-machine:
+
+Local Machine
+-------------
 
-If you import Dask, set up a computation, and call ``compute``, then you
-will use the the local threaded scheduler by default.
+You don't need to do any setup to run Dask.  In this case, it will use threads
+in your local process.
 
 .. code-block:: python
 
@@ -73,21 +75,6 @@ cluster managers, and so it's easy to swap out when you're ready to scale up.
 
 The following resources explain how to set up Dask on a variety of local and distributed hardware.
 
-.. _deployment-single-machine:
-
-Single Machine
---------------
-
-Dask runs perfectly well on a single machine with or without a distributed scheduler.
-But once you start using Dask in anger you’ll find a lot of benefit both in terms of scaling
-and debugging by using the distributed scheduler.
-
-- :doc:`Default Scheduler <scheduling>`
-   The no-setup default. Uses local threads or processes for larger-than-memory processing
-
-- :doc:`dask.distributed <deploying-python>`
-   The sophistication of the newer system on a single machine.  This provides more advanced features while still requiring almost no setup.
-
 Manual deployments (not recommended)
 ------------------------------------
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index b76162d2a57..1607d1d3858 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -15,9 +15,9 @@ Dask
 
     .. grid-item::
        :columns: 12 12 6 6
-          
+
        .. raw:: html
-            
+
             <script src="https://fast.wistia.com/embed/medias/l9sgt2saht.jsonp" async></script><script src="https://fast.wistia.com/assets/external/E-v1.js" async></script><div class="wistia_responsive_padding" style="padding:75.0% 0 0 0;position:relative;"><div class="wistia_responsive_wrapper" style="height:100%;left:0;position:absolute;top:0;width:100%;"><div class="wistia_embed wistia_async_l9sgt2saht seo=true videoFoam=true" style="height:100%;position:relative;width:100%">&nbsp;</div></div></div>
 
 
@@ -329,7 +329,7 @@ Learn more at :bdg-link-primary:`Deploy Documentation <deploying.html>`
 
            Coiled notably employs many of the active Dask maintainers today.
 
-           Learn more at :bdg-link-primary:`Coiled <https://coiled.io>`
+           Learn more at :bdg-link-primary:`Coiled <https://coiled.io/?utm_source=dask-docs&utm_medium=homepage>`
 
         -  |saturn|_ provides Dask as part of their hosted platform
            including Jupyter and other products.