The question I always come back to is: how long does it take you to get stats for something like 1 month or 1 quarter with the current "modern" tools?

For ad hoc analytics these tools are very nice, but for long-term stats they run into timeouts, because the backend needs a lot of time to collect the data and build the reports for ~1 month or a quarter — or am I wrong about that?