Light cleanup to Quickstart deploy guide. (#6446)

Co-authored-by: Abhi Vaidyanatha <abhivaidyanatha@Abhis-MacBook-Pro.local>

docs/quickstart/deploy-airbyte.md

@@ -1,15 +1,22 @@
 # Deploy Airbyte
 
-* Install Docker on your workstation \(see [instructions](https://www.docker.com/products/docker-desktop)\). Note: There is a known issue with docker-compose 1.27.3. If you are using that version, please upgrade to 1.27.4.
-* After Docker is installed, you can immediately get started locally by running:
+Deploying Airbyte just takes two steps.
+
+1. Install Docker on your workstation \(see [instructions](https://www.docker.com/products/docker-desktop)\). 
+
+{% hint style="info" %}
+Note: There is a known issue with docker-compose 1.27.3. If you are using that version, please upgrade to 1.27.4.
+{% endhint %}
+
+2. Run the following commands in your terminal:
 
 ```bash
 git clone https://github.com/airbytehq/airbyte.git
 cd airbyte
 docker-compose up
 ```
 
-* Once you see an Airbyte banner, the UI is ready to go at [http://localhost:8000](http://localhost:8000)!
+Once you see an Airbyte banner, the UI is ready to go at [http://localhost:8000](http://localhost:8000)!
 
 ## FAQ