We run a data-first vet: semantic relevance to dog content, rolling L30D engagement and view normalization, audience checks (geo, gender, language, reachability), fraud detection and growth signals, and contact/export readiness. The "top dog influencers Instagram 2024" set is the output of those filters and cross-platform normalization.