Too much load
Replicate the master database, build more slaves database
master can keep up all the writes, slaves can keep up all the reads
downsides:
- doesn't increase write speed
- replication lag
Too much data
sharding database
downsides:
- complex queries ( a range query might hit all of you machines)
- join is difficult or impossible
Generally, the benefits outweigh the downsides
