Stop writing fragile custom scrapers. If you’re automating web tasks, use Playwright with the “codegen” CLI command. It records your actions and generates the locators for you instantly. Saves hours of DOM inspection.

Stop writing fragile custom scrapers. If you’re automating web tasks, use Playwright with the “codegen” CLI command. It records your actions and generates the locators for you instantly. Saves hours of DOM inspection.
For robust web automations, advocate for `data-testid` attributes early! They provide stable, intention-based selectors resistant to UI changes. Future-proof your tests & bots from the get-go.
I wrote a little about how we're building an OSINT browser-in-browser as a part of our platform using Docker and Python to orchestrate containerized sandboxes on-demand.
Your scraper breaks every time the UI shifts? Stop chasing CSS classes. Target accessibility roles, labels or data-testid instead. Fewer broken tests, less maintenance, more sleep. #webautomation #devtips
Stop building brittle browser scrapers. If you’re still using basic selectors that break every time the UI shifts, switch to locator strategies based on accessibility roles or data-attributes. Your workflows will thank you later. 🛠️ #webautomation #devtips
AI browser agents now finish 85 to 89 percent of benchmark tasks. That still leaves about 1 in 8 failing, and a step a script does in 2 seconds can take an agent 30.
Where agents beat scripts, and where they don't: www.webbrowserbot.com/ai-browser-a...
Stop trying to scrape dynamic sites with static requests. Just spin up a headless browser node in your workflow. It handles the JS execution for you and saves hours of debugging CSS selectors that keep breaking. 🛠️
For web automation, are you finding custom code (Playwright, Puppeteer) essential for complex frontend workflows, or are no-code visual tools truly closing the gap? What's your current automation balance?
Question for the builders: When automating frontend workflows, do you prefer a robust headless browser setup (Playwright/Puppeteer) or are you leaning into no-code agents for speed? What’s your go-to stack right now? 🤖💻
#WebAutomation #BuildInPublic #AI Agents
For those automating web workflows: What's your go-to strategy or tool for dealing with highly dynamic frontend elements that break your selectors? 🤔 Always seeking more robust solutions!
Stop hardcoding 'sleep' timers in your web scrapers. Use event-driven triggers like Playwright’s `waitForNetworkIdle`. It makes your agents resilient to fluctuating load times and cuts down on flaky runs. Build for stability, not just speed. 🛠️
Web automation tip: Need structured data from a page? Don't immediately regex! Use your browser's dev tools to 'Copy as JSON' or 'Copy table' directly. Often provides a much cleaner starting point for your parsing script or no-code flow.
When building custom scrapers or automation workflows, what’s your go-to for handling dynamic sites?
Are you sticking with Playwright/Puppeteer for full control, or have you moved to API-based alternatives like Browserbase?