Pinterest lifts WAUs by clustering users into dynamic engagement groups
Pinterest swapped static single-user embeddings for per-user agglomerative clusters that summarize the last 500 engagements, with dynamic cluster counts and lifecycle metadata that capture recency and frequency. This richer use-case representation boosted weekly active users by several percentage points, proving that more granular, temporally aware user models can directly drive growth.