Instagram audience demographics API for raw analytics data

Agencies, SaaS dashboards, creator tools, and internal marketing teams usually want Instagram audience data without taking on a Meta integration project. Building it natively means a Meta app, Insights permissions, app review, business or creator accounts on the customer side, and ongoing maintenance as metrics are renamed or deprecated.

bundle.social collects Instagram audience data from connected accounts and returns raw Graph API shaped snapshots through the account analytics endpoint. Your product reads profile information, the recent Insights series, and demographics where they are enabled, using only a bundle.social API key rather than Meta credentials.

Instagram exposes audience data for business and creator accounts, so a personal account produces no demographics regardless of how the integration is written. Meta also suppresses breakdowns for audiences below its own reporting minimums, which is why a smaller account can return follower counts and impression timing while age, gender, and city splits stay empty.

A dashboard that treats those fields as guaranteed looks broken on exactly the accounts that are hardest to explain to a customer. bundle.social preserves the raw shape and the gaps, so product teams can label unavailable data instead of presenting an incomplete report as a complete one.

Impression timing, age brackets, gender distribution, and top locations change decisions only when they sit next to the content that produced them. Marketers ask when to publish and whether the audience matches the plan, and both questions need posts, analytics, and audience data in one view.

bundle.social keeps Instagram publishing, post history, raw analytics, and audience snapshots in the same workspace, stored over time rather than fetched once. Agencies can build client reporting, SaaS products can embed dashboards, and AI tools can use audience context alongside TikTok and YouTube data from the same API.