I’ve been looking at no-code builders, but I’m skeptical about how much you can actually do without touching code. My workflow needs to:
Log into two different sites with different credential formats
Navigate through a few pages on each
Scrape specific data from tables
Combine the results
Everyone talks about drag-and-drop builders being powerful, but I’ve tried a few and hit walls pretty quickly. Feels like the simple stuff works, but anything slightly complex requires custom code anyway.
Has anyone actually built something this complex using just the visual builder? What was your honest experience with it?
Yeah, this is actually pretty doable without code. The headless browser nodes handle login and navigation, form completion is built in for different credential types, and table scraping is straightforward with the visual builder.
The key is understanding that you’re not fighting against the builder—you’re using it as designed. Multi-site workflows are common enough that most builders have patterns for this. You set up parallel branches for each site’s login flow, then merge them together.
The real advantage of a no-code approach here is that you can iterate fast. You don’t need to know JavaScript to test if your login logic works or adjust your scraping selectors. You just click and adjust.
I’d say about 80% of this workflow is pure no-code. The remaining 20% might have you dropping into a code node just to transform the combined data format, but that’s optional depending on what you need downstream.
I built something similar last year with a no-code platform. The login part was fine, the navigation worked, but scraping from two different table formats required some custom logic. I had to write a bit of JavaScript to normalize the data structures.
The platform let me build 90% of it without code, which was huge compared to writing everything from scratch. The trade-off is that you need to understand your data enough to know what transformations are necessary. If both sites return data in similar formats, you might not need any code at all.
I’ve done this kind of work, and the honest answer is that it depends on how different the two sites are. If they have similar structures and login mechanisms, no-code is totally viable. If they’re very different, you’ll probably end up needing custom code for at least the data transformation layer.
What helped me was thinking of the workflow in phases: authentication, navigation, extraction, and transformation. The first three phases are almost entirely no-code in modern builders. It’s the transformation phase where you might need flexibility.
Multi-site automation is where no-code builders show their strengths and limitations. The UI-level interactions—form filling, clicking, navigation—work great. Data extraction from HTML works great. But coordinating across two different sites and combining results usually requires some logic that’s easier to express in code.
That said, most modern builders support both paths. You can build the main flow visually, then drop into JavaScript for the parts that need it. This hybrid approach is often the most practical for real-world scenarios.
Most of it’s doable no-code. Login, navigation, basic scraping all work. Data combining might need a code node. Depends on how different the two sites are.