Was thinking about the load here vs the DB size 135k reqs an hour is probably a lot especially if this is peaking in some times at say 1000/sec due to the way traffic works.
Though step 0 here @xuchao_007, get a CDN in place so you can get a good breakdown of dynamic vs static requests. Unclear how much of this traffic is serving images vs the server doing work.