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Data quality
What "good" actually looks like in a merchant list — and how lists decay between buys.
Data qualityUK merchant data
We've Got Too Much Data: What a Pub Group's IT Director Just Admitted About Hospitality
Heartwood's IT director says hospitality has too much data. The same failure kills outbound: unverified volume isn't pipeline, it's a research job.
Peach Data·
Data qualityUK merchant data
Selling To UK Restaurants: A Data Layer Problem
The standard B2B sales stack assumes buyers live on LinkedIn. UK hospitality owner/operators don't. The numbers on what that costs vendors trying to sell into the sector.
Shad Osman··3 min read