u/Sharp_Promotion_5155

I’ve been going back and forth on this. I need Yelp business data for about 50 cities across different categories.

I’ve made it this far without Python and I’d like to keep it that way.

I tested a couple no-code scrapers, but the results are super inconsistent. Sometimes it works, sometimes it returns nothing, and there’s no explanation for why.

Is Yelp just a nightmare to scrape, or are no-code tools just not built for this at scale?

If anyone’s found something that actually works reliably, I’d love to know what you used.

I’ve been trying to scrape Pages Jaunes for a small local business research project, but I’m honestly stuck.

I’m not a developer. I tried the whole “vibe coding” thing with ChatGPT and Claude, and I did get a script running at some point, but it keeps breaking or returning messy results.

What I need is pretty basic:

- business name
- phone number
- address
- website if available
- maybe email or company details if possible

At this point, I don’t really want to maintain code, proxies, retries, or random errors.

I just need a no-code tool that can handle Pages Jaunes searches and give me clean CSV results.

Has anyone used a reliable and affordable no-code Pages Jaunes scraper?

Hey everyone,

Looking for a no-code tool to scrape Idealista listings. I tried a couple of point-and-click scrapers but they just don't work on Idealista.

The ones that do seem to work are way too expensive for what they offer.

Any recommendations?