Troubleshoot: Kafka Setup on Windows

Recently, I did a setup of Kafka on a Windows system and shared a Kafka guide to understand and learn. I was using a Win10 VM on my MacBook. It was not a breeze setup and had few hiccups on the way. It took some time for me to resolve them one after another looking around on web. Collating all of them here for quick reference.