Playwright scraping is easy. Running it reliably on a schedule is the real challenge.

A script that works on a laptop can fall apart in production fast: browser startup issues, oversized images, overlapping runs, flaky retries, and JavaScript-heavy pages behaving differently under automation.

That is why I like this setup:

• Playwright for automation
• Bright Data Browser API for remote browser execution
• Kubernetes Jobs/CronJobs for repeatable batch runs

The key shift is simple:
stop treating scraping like a script, and start treating it like a worker.

Remote browsers + Kubernetes make the pipeline cleaner, smaller, and much easier to operate at scale.

https://levelup.gitconnected.com/using-playwright-bright-datas-browser-api-in-a-kubernetes-deployed-scraping-pipeline-e914b4e1800e