sum(amount in db.filter(type='order', date=xxx))
If you're iterating every order in the database to apply your filter or to calculate the most popular items then you wasting a huge amount of processing power and RAM for something an RDBMS can do very efficiently. It's not an advantage that your incrementing values in your programming language of choice either, it's a disaster.As for API, you can hide the SQL pretty well behind an abstraction as well. But there is an advantage to using SQL itself -- the database engine analyzes your query and produces the most optimal way to get the answer you want. You're choosing to write poorly optimized code instead.