Another caveat on this. Some people are forced into "big data" solutions not because their data is inherently "big data", but because their applications output data with wanton disregard for its arrangement or structure, making it so only systems designed to manage massive streams can readily handle it.

Many databases that I regularly touch would shrink an order of magnitude or more if someone went through, redid the layout, and scripted a process to perform the migration.