Yes,data stacks can vary greatly from company to company based on their sizes, data requirements, budget, and technical needs. An application may require a cloud database, ingestion tool, and reporting platform – just those three. An advanced orchestration, advanced data quality checks, governance and security, and multiple warehouses or storage systems may be needed with a larger organization. There's no universal setup that is suitable for everyone. I'd suggest beginning with the business questions that need to be answered and then backpedal. When considering architecture options, or eliminating unnecessary complexity, Datalance can help.