Practical investigation methods for merchants and developers: what to observe, how to test it and where the evidence stops.
New to Blokk? Start with the step-by-step setup, use and testing guide. Retrospectives below discuss earlier work; each article shows its own publication date separately.
Shopify bot detection
Investigate unusual Shopify traffic with a practical checklist for event coverage, repeated activity, consent gaps and merchant review.
By Blokk · Published · Retrospective on 25 September 2026
Checkout abuse monitoring
Separate Shopify abandoned checkouts, browser observations and payment evidence before deciding whether unusual checkout activity is abuse.
By Blokk · Published
AI agent detection
Evaluate AI shopping agents by separating automation evidence, provider identity, shopper authorisation and business outcomes.
By Blokk · Published · Retrospective on 24 September 2026
Pilot practice
Plan a useful Shopify bot monitoring pilot with one workflow, explicit evidence requirements, merchant outcomes and a clear review decision.
By Blokk · Published · Retrospective on 25 September 2026
Developer practice
Design a bot detection API integration around one application action, safe retries, explicit uncertainty and outcomes your team later confirms.
By Blokk · Published