crm-data-quality

crm-data-quality

Find incomplete records, normalize field values in bulk, dedupe with `hubspot objects merge`, and audit custom properties. Builds on `bulk-operations` for JSONL piping and dry-run/digest/confirm.

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更新於 2026/9/2
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SKILL.md
唯讀
名稱
crm-data-quality
描述

Find incomplete records, normalize field values in bulk, dedupe with `hubspot objects merge`, and audit custom properties. Builds on `bulk-operations` for JSONL piping and dry-run/digest/confirm.

Read bulk-operations/SKILL.md first — JSONL piping, batch read, pagination, and dry-run/digest/confirm gating apply to every command below.

Property discovery

Don't guess property names. List them:

hubspot properties list --type contacts --format table
hubspot properties list --type contacts | jq -c 'select(.type=="enumeration") | {name, label}'

Same for --type companies, deals, or any custom type (hubspot objects types).

1. Find incomplete records

!name = NOT_HAS_PROPERTY (missing or empty). Bare name = HAS_PROPERTY. Within one --filter, chain with AND; multiple --filter flags are OR'd.

hubspot objects search --type contacts --filter "!email" --properties firstname,lastname,company
hubspot objects search --type contacts --filter "!phone AND !mobilephone" --properties email
hubspot objects search --type contacts --filter "!hubspot_owner_id" --properties email,lifecyclestage

For >100 results, use the pagination loop from bulk-operations.

2. Normalize field values

Search → reshape with jq → pipe into update. Always --dry-run first; bulk-operations covers digest/confirm escalation for >100 rows. Reshape patterns: bulk-operations/resources/json-patterns.md.

# Collapse spellings into one canonical value
hubspot objects search --type contacts --filter "company~acme" \
| jq -c '{id, properties:{company:"Acme Corporation"}}' \
| hubspot objects update --type contacts --dry-run

# Lowercase emails (read, reshape, write)
hubspot objects search --type contacts --filter "email" --properties email \
| jq -c '{id, properties:{email: (.properties.email | ascii_downcase)}}' \
| hubspot objects update --type contacts --dry-run

3. Dedupe with hubspot objects merge

Secondary is folded into primary and deleted. Irreversible. Dry-run/digest/confirm gating applies.

# Single pair
hubspot objects merge --type contacts --primary 149 --secondary 425 --dry-run
hubspot objects merge --type contacts --primary 149 --secondary 425   # execute (≤100 pairs)

Bulk: pipe JSONL {"primary":"...","secondary":"..."} on stdin (omit --primary/--secondary).

Pagination required. objects search caps at 100 rows per call and jq -s slurps a single stream into memory — running the snippet below against a raw search will silently miss every duplicate that crosses a page boundary. Collect the full set first with the pagination loop from bulk-operations/SKILL.md (write to /tmp/contacts.jsonl), then dedupe from the file:

# /tmp/contacts.jsonl produced by the pagination loop (bulk-operations/SKILL.md)
jq -s -c '
    group_by(.properties.email)[]
    | select(length > 1)
    | sort_by(.id | tonumber)
    | .[0].id as $p | .[1:][] | {primary: $p, secondary: .id}
  ' /tmp/contacts.jsonl \
| hubspot objects merge --type contacts --dry-run | tee /tmp/merge-preview.jsonl

For >100 pairs, lift digest and impact.records_affected from the BulkData line and re-pipe the same producer with --digest/--confirm (see bulk-operations).

4. Audit properties

hubspot properties list (and get, batch-read) emits {name, label, type, fieldType, groupName} per row. Enum option values are not currently exposed by the CLI — read them off a real record (hubspot objects search ... --properties <enum>) or the HubSpot UI.

# Count properties per group (HubSpot groups standard fields; custom groups stand out)
hubspot properties list --type contacts | jq -rs 'group_by(.groupName) | map({group: .[0].groupName, count: length}) | .[]'

# All enumeration properties
hubspot properties list --type contacts | jq -c 'select(.type=="enumeration") | {name, label, fieldType}'

# Create a DQ flag property, then set it via the normalize pattern in section 2
hubspot properties create --type contacts --name dq_missing_phone --label "DQ: Missing Phone" --prop-type string --field-type text

Recovery

Merge is irreversible. After any merge, hubspot history --since 1h captures the audit trail. If wrong direction, restore the secondary from the UI's recycle bin.