The problem
Most agent runtimes fetch from a datacenter: your CI runner, a cloud function, a hosted sandbox. A large share of commercial sites treat those ranges as automated traffic and respond with a block, a CAPTCHA, or a stripped-down page. What makes this expensive is that the agent usually cannot tell. It receives HTTP 200 and some HTML, and reports what it read.The setup
Ask once, at the start of the session:Before you fetch anything, create a residential proxy for browsing, cap it at 5 GB a month, and route your requests through it.The agent creates the resource, applies the cap, and hands back a connection string it can use for the rest of the run.
Sessions matter more than you expect
A site that tolerates one request will often block the same client when the IP changes mid-flow. Anything with a login, a cart, or pagination needs the IP to stay put. Add a session parameter to the username and the exit IP holds:session is any identifier you choose; time is how many minutes to hold it. Full parameter reference under Session Control.
Keeping it contained
An agent with web access and a proxy can reach anything, and it will keep going until something stops it. Cap the spend. Ask for a monthly ceiling when the proxy is created:Create a browsing proxy and cap it at 5 GB a month.A runaway loop then stops at the cap instead of at your balance. This is the limit that actually holds - it is enforced on our side, not asked of the model. Give the run its own proxy. One proxy per agent run, rather than one shared across everything, means you can see exactly what that run consumed and deactivate it on its own when the job is done.
Wiring it into a fetch
Once the agent has the string, it goes wherever your runtime takes proxy settings:When this is the wrong tool
Be honest about the boundary. A residential IP changes where the request appears to come from. It does not:- solve CAPTCHAs
- make a headless browser look like a real one
- get you past a login you do not have
Next steps
Data Enrichment
Filling gaps in your own records from the open web.
Provisioning & Cost Control
Keeping an agent’s spending predictable.