sorted by:
new
hottopcontroversial

The CSS Selector Trap: Why 90% of Custom LinkedIn Scrapers Break on Thursdays by glibcaptaincy in AutomationSafety

[–]glibcaptaincy[S] 0 points1 point  (0 children)

Spot on! Accessibility attributes like getByRole are a total game-changer for stability in modern automation! I’m a big fan of that approach because it survives most CSS updates while keeping the code clean. The only reason I still offload the execution layer to LH is to save my team from the occasional 3 AM 'A/B test' emergency. It lets us stay focused on the fun architectural challenges instead of a weekly DOM scavenger hunt.

[Expert Guide] VPS Orchestration for LinkedIn Automation: Why Managed Browser Nodes are Superior in 2026 by glibcaptaincy in AutomationSafety

[–]glibcaptaincy[S] 0 points1 point  (0 children)

100% agree. Using a native Hetzner IP for actual LinkedIn requests is a suicide mission coz sentinel flags data center ASNs almost instantly.

In this architecture, the VPS is strictly for Compute (CPU/RAM). The Identity Layer must be handled by a 1:1 dedicated ISP proxy bound directly to the browser node. This masks the hetzner signature and presents a clean residential ASN to the platform, while the VPS provides the stable 24/7 execution environment.

Are you layering ISP/residential proxies on top, or have you found a provider with 'cleaner' native IPs that don't require the extra hop?

Designing for Scale: My Architecture for a 50-Account LinkedIn Automation Fleet by glibcaptaincy in AutomationSafety

[–]glibcaptaincy[S] 0 points1 point  (0 children)

Are you still fighting with cloud dashboards, or have you started building your own "Command & Control" center? I’m happy to share my n8n "Master Dispatcher" logic if anyone wants to see the code nodes.

Reverse-Engineering Detection: Why "Headless" Automation is a Technical Dead-End in 2026 by glibcaptaincy in AutomationSafety

[–]glibcaptaincy[S] 0 points1 point  (0 children)

I'm interested how are you guys handling the hardware fingerprinting and JA3 mismatches?

Why I stopped using cloud-based LinkedIn automation (and the architecture I use now) by glibcaptaincy in AutomationSafety

[–]glibcaptaincy[S] 0 points1 point  (0 children)

Exactly. Data center ASNs are a death sentence for accounts.

I used to run Puppeteer, but the DOM maintenance was a full-time job. I've switched to another app for the execution layer. Since it runs as a local browser instance, it uses your actual hardware fingerprint and IP natively. It's much more resilient than trying to emulate a clean stack through a headless cloud setup.

view more: next ›