There's more choice online but you have to pay shipping for everything. Quantities available, prices and discoverability are less attractive in the marketplaces but you can potentially save time and there are certain stores where you can get what amounts to nontrivial free in person implementation or product selection consulting. In general we buy online because we source so many things, but if you are starting out in electronics or just need some standard parts for cheap then the markets are pretty cool.
