shopify-admin-chargeback-watchlist-tagger

To tag chargeback-prone customers, the skill queries historical Shopify orders via GraphQL to detect disputes and applies a configurable customer tag for proactive review. It skips won disputes by default to prevent false positives.

Yes, the chargeback watchlist tagger skips WON disputes by default to avoid false positives during customer tagging. You can explicitly override this setting to include won disputes when configuring the historical scan.

Automating chargeback risk monitoring involves scheduling a workflow that scans Shopify orders for disputes over a configurable time window and applies a watchlist tag. This enables downstream routing and manual review holds for future orders.

Yes, the chargeback watchlist tagger supports a dry-run mode that generates a chargeback_watchlist_date.csv report. This allows you to safely review flagged customers before applying updates via the customerUpdate mutation.

Scanning historical Shopify orders for chargebacks uses GraphQL orders queries to retrieve dispute and customer data within a configurable historical window. The data is then filtered to identify customers associated with charged-back orders.