The Attribution Black Box Was Never a Measurement Problem. It Was an Identity Problem.
Every marketer I talk to is running some version of the same experiment. They’ve spent three or four years building a first-party data asset — a clean CRM, a consented email file, a loyalty program, purchase history tied to real customers. It’s the most valuable thing the marketing organization owns. And then they go to […]
Deterministic vs Probabilistic Data: What Marketers Need to Know
Key Highlights Introduction In digital advertising, not all data is created equal. The real edge comes from knowing which signals you can trust and which ones just make an educated guess. Two primary data models—deterministic and probabilistic—define how marketers recognize and reach audiences. With privacy rules tightening and third-party identifiers fading, understanding these approaches is […]
How retail media networks can prove real-world impact with smarter attribution
Retail media is booming—but so is the pressure to prove that ads don’t just generate clicks, they drive real-world outcomes. As retailers build powerful advertising networks, they need attribution methods that go beyond on-site behavior to capture foot traffic, in-store conversions, and offline engagement. But retailers don’t just need more data—they need the right data […]
