In my experience the most successful approach to this is a midpoint - you materialize/denormalize enough to feed your app endpoints and search engines but retain flexibility in searching those fat but instantly available docs, and relatedly you also don't always need to preemptively materialize absolutely everything in any particular view - see https://engineering.fb.com/data-infrastructure/dragon-a-dist... . Without being able to transparently operate on arbitrarily partially populated matviews you are locked into a self-defeating all-or-nothing system that is likely to culturally do more harm than good with its rigidity. Imagine for example if there were no 'caches', just a binary choice of precomputing everything ahead of time or recomputing everything every time. Neither extreme is sufficient for all cases and real applications are comprised of many different points on that spectrum.