Webvan, 20 years ago, had the right idea - don't pick from retail stores, use a proper fulfillment center. But they had 3% market share in 30 cities, instead of 30% market share in 3 cities, because their VCs thought the "first mover advantage" was crucial. So they had too much infrastructure for their volume.
At Amazon scale, though, that approach works.