A benefit of larger cities is more specialized stores, for sure.

Locally to me in London, are The Spice Shop (just spices and spice mixes) and Clerkenwell Screws (comprehensive stock of nuts and bolts in all thread pitches, people behind the counter with 50+ years of experience recognizing and sourcing screws).