> How exactly do you "forget" the data on the logs?

If we think around the options, you can have either:

i) eventual deletion (log retention policy) ii) compacted topics (and push null values) iii) expensive re-processing of the entire log iv) expensive segment re-write operation

with each option bringing in a new set of challenges