It's tempting to treat email scraping like speed-dating - grab as many contacts as possible and hope for the best. But with restaurants, that approach usually backfires. A big list of generic addresses is a bit like having a giant pile of potatoes: you still need to peel, chop, and cook before anyone wants to eat.
I've found a safer rhythm works far better. Start by pulling your restaurant list from Maps or a local directory, then immediately filter down to only the places that genuinely match what you're offering. Next, visit each website to hunt for the decision-maker - owner, manager, or whoever handles bookings. Verify those emails before you send a single message, and when you do send, test a tiny batch first. Maybe a dozen, not the whole city.
if you're new to this, don't jump straight to two thousand names. begin with fifty to a hundred restaurants where you can clearly explain why your service matters to that specific cuisine, location, or size.
The key is separating "finding businesses" from "finding good email addresses." A Maps scraper handles the first part beautifully. It doesn't touch list quality, deliverability, or whether the person on the other end actually cares about what you're offering. those are separate courses - and skipping them makes the whole meal taste stale.