Well, that's the whole point - "A few gig doesn't seem that large, but if it's a complex graph with a complex hypothesis"... then it's still not 'big data'.

It's maybe smart data, maybe detailed data, but definitely not big data - that problem will have completely opposite needs and techniques than big data analysis, and should not be mischaracterised as such.