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[Commerce] Add Etsy store management brief from imported sales evidence #163

Description

@Nickel85

Goal

Generate an interaction-first Etsy store management brief from imported orders and order items so the user can ask what to improve next.

Brief Should Include

  • Sales summary.
  • Top listings.
  • Weak or stagnant listings.
  • Bundle opportunities.
  • Deal/coupon recommendations.
  • Ad candidate recommendations.
  • Data quality warnings.
  • Decisions needing user review.

Acceptance Criteria

  • Runs from imported CSV data without requiring Etsy API access.
  • Uses deterministic analytics facts first, then optional LLM narration for explanation and prioritization.
  • Shows clear evidence for each recommendation.
  • Marks recommendations as draft/review-only.
  • Produces next actions the user can accept, defer, reject, or log for later testing.
  • Includes tests for no imports, partial imports, order-only imports, item-only imports, and complete imports.

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    area: commerceCommerce agents, storefront APIs, inventory, orders, listings, and seller workflowsenhancementNew feature or requestroadmap: etsy-ad-managementEtsy listing, order, ad analytics, and LLM recommendation roadmap track

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