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Ideas that could help Instacart

ShelfIX: Semi-Bandit Assortment Optimizer for Online StorefrontsWhy it helps: Chooses featured shelves and substitute rankings in grocery delivery; basket and category sales reveal demand for unfeatured substitute items — exactly the between-semi-bandit-and-full feedback FPL-IX is built for.
SatQuery: Provably-Equivalent SQL Pre-Optimizer for Warehouse SpendWhy it helps: Its known large dbt deployment means analytics engineers could get savings on existing models without rewriting them, a low-friction fit for its data organization.

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