Building a login-and-scrape automation with the visual builder without touching code—is it actually possible

I’ve been asked to set up some web scraping to pull data from multiple sites, but I don’t have time to write and maintain Puppeteer scripts myself. The sites require login, which adds another layer of complexity.

My initial thought was that I’d need a developer for this, but I’ve been hearing that some platforms let you build browser automations visually without writing JavaScript. That sounds too good to be true to me because login flows are usually the most painful part—handling cookies, managing sessions, dealing with different types of 2FA.

I’m skeptical about whether a visual builder can actually handle something that specific. Like, can you drag and drop your way through a login form, handle error cases, wait for pages to load properly? Or is the visual builder only useful for really basic stuff?

Since my team doesn’t have much coding background, I’m curious whether we could actually iterate on something like this ourselves without needing to hand off to a technical person every time we need to scrape a different site. What’s the reality—can a non-technical person actually build and maintain automation that works across different sites?

The visual builder on Latenode can handle login and scraping workflows without code. You drag in login steps, set up form filling, configure waits for page load, then add extraction steps for the data you want. The builder has built-in Headless Browser nodes that handle login sessions and cookies for you.

Your non-technical team can build and iterate on these. You don’t get bogged down in managing browser instances or session state. The visual interface handles that. And when you need to handle different sites, you’re changing selectors and form fields, not rewriting core logic.

I’ve seen teams without coding experience deploy login-and-scrape workflows this way. It’s not drag-and-drop magic, but it’s genuinely accessible to people who understand what their task is, not how to code it.

It’s possible, but you need to understand the limits. A visual builder isn’t going to write Puppeteer code for you automatically. What it does is provide pre-built blocks for common tasks like form filling, waiting for elements, and extracting data. You’re arranging these blocks instead of writing JavaScript.

Login flows work because form filling is a standard operation. You specify the field selectors or use a UI inspector to click the fields you want to fill. The builder handles sending the form data. The tricky part is getting error handling right—what happens if login fails? What happens if the password field isn’t where you expect it?

For straightforward sites with stable login flows, this approach is solid. For sites with unusual auth or aggressive anti-bot measures, you might need someone to add custom logic. But for typical scenarios, a non-technical person can absolutely build and maintain these.

Visual builders for browser automation work best when you think of them as composition tools rather than code generation. You’re composing a sequence of operations—navigate to URL, fill form, wait for element, extract table—rather than writing imperative code. This actually makes them quite capable for login-and-scrape workflows because those are mostly sequential operations. Login is fill field, fill field, click button, wait for page. Scraping is navigate, wait, extract. These compose well in a visual interface. The real skill you need is understanding your target site’s structure, not programming.

Visual builders for Puppeteer-like automation are practical for login and scraping because these tasks are fundamentally imperative sequences. You need to do step 1, then step 2, then handle the result. Visual representation of this sequence is often clearer than code and easier to maintain. Your team’s lack of coding background is actually not a barrier—in many cases it’s an advantage because you’re thinking about the task as a user would structure it rather than as a programmer would abstract it. The main skill needed is familiarity with your target sites’ structure and basic troubleshooting.

Visual builder handles login and scraping without code. You arrange blocks like form fill, wait, extract. Non-technical teams can build and iterate. Works for most sites.