Wow, Anna, this is a fantastic clean and insightful write-up, even with hands-on examples! I truly enjoyed reading it!

Just in case of interest, I wrote about the same a little while ago but with all open-source technologies here: https://towardsdatascience.com/business-intelligence-meets-data-engineering-with-emerging-technologies-8810c3eed8b1

Plus, if you want to get hands-on, here the tools in action: https://sspaeti.medium.com/building-a-data-engineering-project-in-20-minutes-85c37cad4d87