Growth Engineering Playbook
Messy catalog in, clean feeds out
Clean a product CSV into a structured catalog, a human review queue, and channel-ready feeds. The point is not magic: deterministic rules handle safe fixes, AI-style suggestions help with messy fields, and uncertain fixes stay visible for review.
Operational Verdict
What should happen before this catalog reaches Google Shopping, affiliates, or a marketplace.
Human Review Queue
01 SchemaCheck required product, variant, price, and feed fields.
02 RulesNormalize casing, sizes, localized prices, HTML, and feed-safe values.
03 AssistSuggest missing attributes from sibling variants and text patterns.
04 ReviewBlock duplicate SKUs and uncertain fixes instead of hiding them.
05 ExportGenerate channel-specific Google Shopping XML and affiliate CSV.