shopify-admin-high-risk-order-tagger

To tag high-risk Shopify orders for manual fraud review, the skill queries recent orders via GraphQL and applies a dedicated tag like `fraud-review` so support staff can easily triage affected cases. You can configure a lookback window and minimum order value to filter results.

Yes, you can place a fulfillment hold on Shopify orders flagged as high risk. When enabled, the skill uses the fulfillmentOrderHold mutation to stop shipping on tagged orders until your team reviews the case and manually releases the hold.

You can safely preview which Shopify orders will be tagged by running the skill with the `dry_run` parameter set to true. This executes queries to identify high-risk orders without applying tags or fulfillment hold mutations to your store.

Automating fraud triage and order holds requires authenticated Shopify CLI access with read and write order scopes. These permissions allow the skill to query orders via GraphQL and execute mutations for adding tags and holding fulfillments.

To filter Shopify fraud triage for high-value orders, you can set a minimum order value parameter. The skill evaluates orders flagged as high risk within a configurable lookback window and only processes those that meet your specified value threshold.