Rarely. We visualize a lot of it in Kibana and our kibana indexes are pruned after N days (configured for each event type).
We usually only replay when we want to restore data for querying stuff outside the pruning range.
We keep all that data forever.
I'd imagine that 99% or more of that 400GB/day gets thrown away before ending up in Redshift.