probably. well in his timeline it was only two weeks less, but without more information (which is probably lost) it would be hard if the problem was made worse and other stuff accumulated.
but yeah wal file are probably the culprint here.
btw. most of the time it's not just aws rds, as somebody else stated a few things in postgres do happen to write data into wal files.
there is a lot more to it and depending on the config and replication it can behave a little bit differntly i.e. under normal use these files can get reused depending on min_wal_size/max_wal_size,etc... it's quite a complex thing and normally do not need to be fine tuned.
I'm also pretty sure the behavior changed in more recent versions (which probably made it worse in this scenario, but more default safety for everbody.)