Data-driven research on social media trends, influencer marketing, and platform analytics. Free and open access.
Weekly counts of UK ads that mention Black Friday, early Black Friday and Cyber Monday in Meta's public Ad Library, each set against the same week of 2025, plus ten tracked brands. Updated every Tuesday through 1 December.
What 6,057 TikTok Shop products in the US and UK reveal a month before Black Friday. The top 10% sold about 90% of units, products with creator videos had sold far more, and the UK discounts twice as often as the US.
Almost every study measures the platforms. This one measures the builders. 27 million API requests from 4,499 developers reveal which social platforms teams actually invest in, which data types consume the budget, and which features get tried and abandoned.
What creators actually charge in 2026 — influencer rates by tier and platform, budget trends, and pricing models. A cited reference compiled from public data, plus an original cost-per-engagement analysis.
The most comprehensive engagement rate benchmarks available. 350,000+ accounts analyzed across TikTok, YouTube, LinkedIn, Twitter/X, Pinterest, and Instagram.
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