Sadly, the resource constraints/setup prevent us from parallelizing this. And the customers of that system expect the data to be processed and available after 24 hours.
In part, it's a somewhat rewarding topic. Thinking about queries, joining a bit differently, adding another index based on new data patterns can cut hours of runtime without incurring further resource cost.
But on the other hand, it's yet another project someone dumped on the floor and we were forced to adopt it "because of the customer". And the second or third project of PD trying to "do it right" is teetering on failure once again. Cron running shell scripts held together with chicken wire and duct tape is too strong of a stack I guess.