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Can a single profile snapshot become a Spotify-style annual recap?

The design asks for a growth curve, a best month and a year-end ranking. The database contains only the latest public totals.

Our take

Not honestly. Current follower count does not reveal how many followers were gained this year, and an average of a recent sample does not identify the best month. Those sections need historical observations with known dates.

Build the first version around the data you actually have: a dated snapshot, clearly defined metrics and a useful next experiment. Start storing an appropriate history before promising a future annual recap. Missing history is a product dependency, not a copywriting problem.

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While you’re here

The 50k-view post is making the whole report look goodYour TikTok got views. Did your app get anything?Two tools disagree on engagement rate. Which one is wrong?