ecommerce

# Bria E-commerce — Product Catalog Builder The full e-commerce product-catalog pipeline now lives in the **bria-ai** skill, alongside all other Bria image capabilities (generation, editing, background removal, upscaling, and more). This keeps one place to authenticate and one set of helpers to maintain. **Use the `bria-ai` skill for all product-catalog work.** It contains: - **Batch catalog pipeline** — `build_catalog.py`: a folder of raw product photos → per-product cutout, packshot, dimensions image, lifestyle scenes, and marketplace variants. - **Marketplace variants** — `export_variants.py` + Marketplace Presets: Amazon / Shopify / Etsy specs (background, aspect ratio, product fill, min resolution). - **Product endpoints** — cutout, packshot, shadow, lifestyle shot (by text or image), product integrate, and Amazon-style product dimensions images (with dual `cm / in` callouts, weight, and capacity). - **Listing copy scaffold** — a `listing.json` per product for SEO title, description, bullets, and tags. See the **bria-ai** skill's "Product Catalog Pipeline (batch)" section and its [API Endpoints Reference](../bria-ai/references/api-endpoints.md) for full details. ## Related Skills - **bria-ai** — the main skill; contains the full product-catalog pipeline and all image capabilities - **image-utils** — Pillow-based resize/crop/composite (used by the variant exporter)