Keeping Counts In Sync
Track play count sounds easy. But when breaking down into detail, it’s more complex, such as count in a period of time.
SoundCloud build this system with: kafka, memcached, cassandra, HDFS, Lambda and bunch of batchjobs. Pinterest has their own user action counting too