What is browser automation?
Browser automation is driving a browser with code. A script tells the browser to open a URL, click a button, fill a field, scroll, and read what appeared, and the browser does it exactly as it would for a person, because it is the same browser.
It grew out of testing, which is why the vocabulary still sounds like it: page objects, assertions, waits. Scraping borrowed the tools wholesale.
The libraries you will meet
Selenium is the oldest and the broadest. It speaks WebDriver, a W3C standard, so it drives every major browser and has bindings in nearly every language. That breadth costs speed and ergonomics: it predates async programming and its API shows it.
Puppeteer came from the Chrome team and talks to Chromium directly over the Chrome DevTools Protocol. Faster and more capable within Chromium, and historically Node-only, though ports exist.
Playwright came later from many of the same people, and covers Chromium, Firefox and WebKit with one API, in several languages. Its main contribution is auto-waiting: actions wait for elements to be actionable rather than requiring you to write the wait yourself, which removes a large class of flaky failures.
For new work Playwright is the usual default. The blog compares them directly in Playwright versus Puppeteer.
What it is worth using for
Automation earns its cost when the data only exists after something happens: a login, a filter applied, a form submitted, a "load more" button pressed, content that appears after a scroll, or a flow spanning several pages that has to share a session.
It is the wrong tool when the content is already in the HTML. A great many pages that feel interactive are server-rendered, and automating a browser to read them costs seconds and hundreds of megabytes to obtain what an HTTP request returns in milliseconds.
What makes automation flaky
Almost always timing. The script acts before the page is ready, and the failure appears intermittently, on slow connections, under load, on one page in fifty.
The durable fix is waiting for a condition rather than a duration. Sleeping for three seconds is both too long on a fast day and too short on a slow one. Waiting for the element you are about to click to exist and be interactive is correct on both, which is what wait strategies covers.
Where Zenrows fits
Browser Sessions supplies the browser rather than the framework. It connects over CDP, so Puppeteer or Playwright code you already have works with a one-line change, and the session runs on Zenrows infrastructure through residential IPs with country targeting. The practical use cases guide covers the common flows: screenshots, form filling, infinite scroll, network interception and running your own JavaScript in the page.
Go deeper on the blog
In the docs
Last updated: Aug 16, 2026