Repeatability
High
The transformation logic is structurally identical every run: read CSV, map columns, validate required fields, write JSON and report. No unique judgment is needed per execution.
Ambiguity Tolerance
High
Google Merchant Center's required attributes (title, image_link, price, availability) are formally documented with known formats. Pass/fail validation criteria are unambiguous, and the output format is a well-known spec.
Data & Tool Availability
High
The agent needs only the CSV file and the public Google Merchant Center feed spec — both are readily available. No live APIs, credentials, or external accounts are required to build the tool.
Error Cost
Low
The output is a local JSON file and a validation report — nothing is submitted or published automatically. A human reviews the report before uploading to Merchant Center, so errors are easily caught and corrected.
Human Judgment Required
Low
Column mapping may need a one-time human confirmation if Shopify export headers are non-standard, but the core logic — validation rules, JSON schema, error reporting — requires no taste or intuition.