Shopify workflow

Fix Shopify customer import files before upload.

Validate customer headers and row-level data quality before importing into Shopify.

  • - Required fields: First Name, Last Name, Email
  • - Duplicate checks based on Email
  • - Repair helpers for boolean, email normalization, and whitespace
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Why Shopify customer imports fail

  • - Missing required customer identity fields.
  • - Duplicate emails mapped to conflicting records.
  • - Invalid boolean formatting for marketing/tax flags.