1.2 KiB
1.2 KiB
name, description, usage
| name | description | usage |
|---|---|---|
| append-data | Append missing attributes to bulk lead lists using configurable provider waterfalls and mapping rules. | /data-enrichment:append-data --input leads.csv --fields "title,phone,linkedin" |
Append Data Command
Purpose
Bulk-enrich a CSV/JSON dataset by filling specified fields (titles, phones, LinkedIn URLs, firmographics) while respecting credit budgets and compliance rules.
Syntax
/data-enrichment:append-data \
--input leads.csv \
--fields "title,phone,linkedin" \
--priority "apollo,hunter,rocketreach" \
--max-credits 5 \
--output enriched.csv
Parameters
--input: Path to CSV/JSON file with seed data.--fields: Comma-separated field names to append.--priority: Ordered provider sequence (defaults to recommended waterfall per field).--max-credits: Credit ceiling per record.--parallel: Number of concurrent requests.--output: Destination file.--cache-ttl: Override default caching window.
Features
- Automatic batching for provider rate limits.
- Field-level confidence scoring and attribution to provider.
- Retry + fallback strategy when providers fail.
- Progress reporting (records completed, credits consumed, ETA).