How do incrementations work on bins containing maps that contain counters

Do I have to read the counters in order to increment them?
If not, are incrementations on counters in maps atomic?

How well would Aerospike scale with this counter configuration if my AWS instance only used EBS storage and ram was only used for the indexes?