📖 Story
Freshworks · Lead Email Domain Parsing
Freshworks' Sales Ops team, ahead of a board review, needs a report of "business leads by company email domain" — but the leads table doubles as a catch-all for every inbound channel: cold calls where only a phone number was captured (email genuinely NULL, not yet collected), and a trade-show badge-scanner that occasionally mangles an email during OCR, dropping the '@' entirely and leaving something that looks like a domain but isn't a real email at all. Personal-provider addresses (gmail.com, yahoo.com, etc.) don't count as a "company" for this report either — leadership only wants to see actual business domains that sales could plausibly qualify.