diff --git a/docs/assets/images/jaffle-shop/jaffle_shop_check.png b/docs/assets/images/jaffle-shop/jaffle_shop_check.png
index dbd1fc67..b1e8b369 100644
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diff --git a/docs/assets/images/jaffle-shop/jaffle_shop_lineage.png b/docs/assets/images/jaffle-shop/jaffle_shop_lineage.png
index 301b21d2..ac5d209e 100644
Binary files a/docs/assets/images/jaffle-shop/jaffle_shop_lineage.png and b/docs/assets/images/jaffle-shop/jaffle_shop_lineage.png differ
diff --git a/docs/assets/images/jaffle-shop/jaffle_shop_query.png b/docs/assets/images/jaffle-shop/jaffle_shop_query.png
index 1c2e4c31..8c5450fd 100644
Binary files a/docs/assets/images/jaffle-shop/jaffle_shop_query.png and b/docs/assets/images/jaffle-shop/jaffle_shop_query.png differ
diff --git a/docs/docs/get-started-jaffle-shop.md b/docs/docs/get-started-jaffle-shop.md
index 6856e52e..e2110469 100644
--- a/docs/docs/get-started-jaffle-shop.md
+++ b/docs/docs/get-started-jaffle-shop.md
@@ -50,7 +50,7 @@ icon: material/school
 
    -        -- `amount` is currently stored in cents, so we convert it to dollars
    -        amount / 100 as amount
-   +        amount
+   +        amount / 20 as amount
 
             from source
    )
@@ -74,5 +74,5 @@ icon: material/school
    Click the `Run Diff` or press `Cmd + Shift + Enter`
    Click on the 🔑 icon next to the `order_id` column to compare records that are uniquely identified by their `order_id`.
    ![](../assets/images/jaffle-shop/jaffle_shop_query.png)
-1. Click the `+` to add the query result to checklist
+1. Click the `Add to Checklist` to add the query result to checklist
    ![](../assets/images/jaffle-shop/jaffle_shop_check.png)