Restaurant Data Enrichment – Precision Outreach Pipeline

This end-to-end n8n automation takes raw restaurant data (name, address, website, phone scraps, etc.) and runs it through a smart, multi-stage enrichment pipeline. It standardizes and validates every field, splits combined entries, geocodes addresses, removes duplicates, and performs deep domain-based email discovery with pattern detection and verification. Phone numbers are cleaned and formatted for dialers, while missing fields (cuisine type, chain status, opening hours) are intelligently filled when possible.

The workflow finishes by assembling everything into a single, structured dataset perfect for cold email, SMS, or calling campaigns—complete with confidence scores, source tracking, and built-in suppression of bad records. An optional automated messaging branch instantly triggers personalized outreach sequences the moment a record is enriched.

Built for speed, accuracy, and volume, this pipeline eliminates hours of tedious data scrubbing so sales and marketing teams can focus on closing deals instead of fixing spreadsheets—delivering pristine, compliant, ready-to-contact restaurant leads in minutes instead of days.