Malawi Proxies

Validate each response against the expected shape before comparing values. Keep credentials, parameters, pagination, and request body fixed; classify missing fields, type changes, timeouts, and application errors separately from location-related differences. For MWI, retain one configuration record and one result record for every attempt. Include target permission, selector, network, protocol, connection reuse, observed country, response marker, error boundary, and UTC time. Stop rather than rotate around an explicit denial. Use only an endpoint permitted for the Malawi test, keep missing measurements explicit, and never rotate around a refusal or other mandatory stop.

Treat authentication errors, blocks, CAPTCHAs, rate limits, robots guidance, and explicit refusals as review signals rather than obstacles to rotate around. Record the signal and resolve authority before any retry. For Malawi, the nearest stored totals in Africa belong to Eritrea at 11,819 and Congo at 11,281. Their historical records are useful controls for data interpretation only, not evidence of equivalent service. Keep MWI comparator rows labelled and diagnose the requested Malawi route from its own evidence rather than a neighbouring count. Record why each comparator belongs in the authorized review before using it.

Buy only after the intended application works through one documented protocol without unsupported adapters or hidden DNS assumptions. Protocol variety is not a benefit when the production client cannot use it reliably. Approve Malawi access only when the MWI pilot demonstrates the stated country, client, protocol, session, and valid-response requirements. Store the rejection reasons too, and do not let a large annual count compensate for a failed route observation. Reject any Malawi conclusion built from an unverified exit, hidden failures, or a changed rule, and repeat MWI verification after a material configuration change.