data-enrichment

Prereq: read bulk-operations/SKILL.md first — JSONL piping, dry-run/digest, history, and rate-limit hygiene live there. This skill is the upsert-by-natural-key workflow on top.

The core move: upsert, not search-then-create

hubspot objects upsert --type X --id-property <natural-key> reads JSONL on stdin and creates-or-updates each row in one CLI call per record, keyed by a property (email for contacts, domain for companies). No race window, no branching. Do not loop search → empty? → create.

Per line in: {"id":"jane@example.com","properties":{"firstname":"Jane","jobtitle":"VP"}} Per line out: {"id":"123","ok":true,"data":{...,"new":true|false}} or {"ok":false,"error":{...}}. Order matches input.

CSV/JSONL → upsert stream

Reshape with jq, preview with --dry-run, then execute. Always lowercase the natural key — CRM match is exact. Confirm available property names with hubspot properties list --type contacts; never hard-code a list. See bulk-operations/resources/json-patterns.md for reshape idioms.

# CSV → JSONL (any tool); example using csvkit
csvjson external.csv | jq -c '.[]' > external.jsonl