scaling database

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