Yup. This. Once I filter down to the data I actually care about, I typically find I'm no longer anywhere near "Big Data" size.

I came here to say the same thing. We use to rip through anywhere from ~100M-3B rows of data every day.. updates to this dataset are time sensitive so we use it to finish the job as quickly as possible.