What to build with it
- Check whether an existing snapshot is recent enough before starting another refresh.
- Retain the refresh job ID and poll its state.
- Report the inference basis, freshness and available confidence alongside age, gender or location buckets.
Provider reference: Virlo documentation. Authentication uses a provider-issued Bearer token, stored on your server.
Endpoints and inputs
5 documented operations. Query and path fields are listed separately from JSON request-body fields.
Before you integrate
- These are inferred aggregate distributions, not private platform account analytics or verified individual attributes. Do not use them to make consequential decisions about identifiable people.
Check the provider's current price, allowed use and retention terms before sending requests. An optional field can be absent; the schema alone does not establish its completeness or accuracy.
Give this task to your coding agent
Help me implement creator audience demographics and geography api using the documented Virlo API.
Reference: https://allthemapis.com/social-media-apis/audience-demographics-api
Provider documentation: https://dev.virlo.ai/docs/tracking
Base URL: https://api.virlo.ai
Starting operation: GET /v1/tracking/creators/{id}/audience-demographics
Read the current provider docs and confirm the required inputs before writing code. Load VIRLO_API_KEY from a server-side environment variable and use Bearer authentication. Do not put the key in client code, logs, analytics, or the chat.
Ask me for any missing video URL, creator handle, research intent, or job ID. Do not invent a result. Ask for approval before starting billable lookups, recurring jobs, or destructive changes. For jobs, keep the returned ID and poll with the documented delay instead of starting the job twice. Handle pagination, rate limits, partial results, and missing fields explicitly.
Build the smallest integration for this task:
1. Check whether an existing snapshot is recent enough before starting another refresh.
2. Retain the refresh job ID and poll its state.
3. Report the inference basis, freshness and available confidence alongside age, gender or location buckets.
Return the code, the environment variables I need, and a short explanation of what was actually retrieved versus inferred. Do not execute paid requests until I approve.Sources and review dates
Virlo's public documentation and OpenAPI schema reviewed October 27, 2026. Endpoint paths and field names below refer to that provider's API. This is an integration reference, not a measured performance ranking.
Corrections: email faizank@docsalot.dev with an official source.