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Distributed systems · Browser automation2024

Distributed Asset Automation System

A one-click internal service that retrieves large licensed assets from a no-API, anti-bot platform — backed by a self-healing fleet of browser agents.

$1.8k/mo
in manual labor saved
10×
faster than manual retrieval
Zero
downtime, self-healing

Step by step, in pictures

See the automation in action — these are demonstration captures of the working project, so you know exactly what you'd get.

  1. 1

    The request

    1 / 3
    The request

    An internal form: paste the link, one click.

  2. 2

    The orchestration

    2 / 3
    The orchestration

    n8n drives a fleet of browser agents with health checks and automatic failover.

  3. 3

    The delivered file

    3 / 3
    The delivered file

    The asset's signed URL is captured and the file is downloaded automatically.

How it works

TriggerInternal form
Processn8n orchestrator
ProcessAgent fleet (failover)
StoreSigned CDN URL
OutputDirect download

The problem

A team needed on-demand access to large licensed digital assets (videos up to several GB) on a third-party platform that exposes no public API and ships aggressive anti-bot protection. Manual downloads were slow, didn't scale across the team, and broke whenever the platform shifted its front-end.

The approach

  1. 1

    An n8n orchestration layer receives requests from an internal form via webhook and issues a short-lived, single-use token per request.

  2. 2

    A fleet of headless Python agents (FastAPI + Playwright) runs the authenticated browser session on residential IPs, each exposed through its own Cloudflare Tunnel.

  3. 3

    The system captures the platform's short-lived signed CDN URL at click-time (~45s validity) and streams the file straight from the CDN to the requester — the orchestrator never proxies the heavy payload.

  4. 4

    Ordered multi-agent failover: a health-checked rotation tries each agent until one succeeds, so a single offline machine never breaks the pipeline.

  5. 5

    Hardened against expiring URLs, per-item rate limits, and an SPA navigation quirk that broke page evaluation on certain asset types.

Highlights

  • Reduced a manual, error-prone task to a single internal click.
  • Resilient by design: health checks, ordered failover, single-use tokens, explicit error notifications.
  • Handles every asset type automatically — archives, stock video with resolution selection, and photos.

Built with

n8nPythonFastAPIPlaywrightCloudflare TunnelWebhooksREST

Want the same for your business?

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