diff --git a/docs/getting-started/tutorials/season-2-scaling-out-and-up/episode08.md b/docs/getting-started/tutorials/season-2-scaling-out-and-up/episode08.md
index def9a226..8523d723 100644
--- a/docs/getting-started/tutorials/season-2-scaling-out-and-up/episode08.md
+++ b/docs/getting-started/tutorials/season-2-scaling-out-and-up/episode08.md
@@ -3,7 +3,7 @@
 ## Scheduling Compute in the Cloud.
 
 This example revisits [Episode 06-statistics-redux: Computing in the
-Cloud](episode06.md). Wi th Metaflow, you don't need to make any code changes to
+Cloud](episode06.md). With Metaflow, you don't need to make any code changes to
 schedule your flow in the cloud. In this example, we will schedule the `stats.py`
 workflow using the `argo-workflows create` command-line argument. This instructs
 Metaflow to schedule your flow on [Argo