Customer Note Bulk Annotator

### name Customer Note Bulk Annotator — Internal Notes at Scale ### oneLiner Adds internal notes to all customers matching a filter — without clicking through records one by one in Shopify Admin. ### whenToUse - When you want to tag campaign participants with a note like "Easter 2025 Campaign" for future segmentation. - When importing customers from another system and need to record the import source on every record. - When a VIP customer has special requirements and you want every support agent to see it immediately. ### howToRun ``` Run skill: shopify-admin-customer-note-bulk-annotator Store: yourstore.myshopify.com dry_run: true filter: "tag:vip" note: "VIP segment — priority support 2025" append: true ``` ### whatYouGet A CSV file `annotation_log_YYYY-MM-DD.csv` with columns: customer ID, name, email, previous note, new note. In human format, a summary shows: customers matched, notes updated, and errors. Notes are only visible to staff in Shopify Admin — customers do not see them. ### polishContext ### safetyNote Run with `dry_run: true` first — you will see the list of customers that will be edited before anything is written. If `append: false`, existing notes will be completely overwritten with no recovery path. The default `append: true` safely prepends the new note with a date stamp.