But also we live in reality. DBs use checkpoints because storing/replaying an event log from time 0 would take ungodly amounts of space and time. You deleted or resized a column to save some space? Lol no, the event log lives forever. You wanted to use SQL, a battle tested language to query your data? Lol no, the database is "inside out" so tough luck buddy, you're building the database now. Sure you might have to rebuild compaction, joins, query languages, concurrency control and the other 100 things a DB gives you, but on the plus side that one audit log that you could have built with some glue and a few INSERT triggers in Postgres is now an elegant map/reduce on your 100TB dataset! Yay!
Mad props to the consultants though my man wanted a car you sold him a car factory. Take that money to the bank, get a Lamborghini, travel the world drinking and talking shit at conferences fuck yeah. Fuels getting expensive, throw in some machine learning sauce, get a yacht all I do is win baby.