This makes a completely valid point when you constrain the meaning of Big Data to “the largest dataset one can fit on a single computer”.
Around 0.5 to 50 GB is such an annoying area, because Excel starts falling over on the lower end and even nicer computers will start seriously struggling on the larger end if you're not being extremely efficient.