Glossary

Principal Data

A term for the data costs and margins clients pay for but cannot see.

Defined by Steve Boehler, Founder and Partner, Mercer Island Group. First published October 2026. A companion to Principal AI and Silent Downgrade.

Definition

Principal data is data, and services related to data, that is resold or bundled into other fees at an undisclosed margin. The client cannot see what the data cost, which sources were used, or what margin was earned on the difference.

How it works. A provider buys data inputs — audience segments, identity resolution, enrichment, clean-room access, verification, contextual signals, modeling — and recovers the cost inside a price the client can’t take apart: a single all-in CPM, a platform or technology fee, a software subscription, or a services retainer. The data is often described as “included” or “value-add.” It is rarely free. A single audience segment commonly adds $0.25 to $2.00 or more per thousand impressions, and segments stack.1 Principal media deals are increasingly sold the same way, with inventory resold “bundled with its own targeting, data, and guaranteed placement, at a markup.”2

Where it shows up. Not only in media. Media agencies and trading desks are the most familiar source, but the same structure appears in demand-side platforms, customer data platforms, clean rooms, martech subscriptions, consultancies and measurement providers. Wherever data is supplied, there is room to resell it.

Where the name comes from. Principal media buying, in which an agency buys inventory as principal and resells it to the client at a margin the client cannot see — and principal AI, which applies the same structure to model capacity. Same structure. Different input.

Not to be confused with. Disclosed bundling. A provider can package data into a fee and earn a margin on it, as long as the client can see both. Nor is it fraud — most of it exists because contracts do not require otherwise. And it is unrelated to the privacy-law term data principal, which under India’s Digital Personal Data Protection Act means the individual whose personal data is processed.3

What to ask for. Every data source and data service used on your business, shown as its own line. The cost to the provider and the price to you. Any rebates, credits or volume incentives from data vendors. Audit rights to vendor invoices. Approval before new data sources are added.

The test. If you cannot see what the data cost and what margin was earned on it, you are paying for principal data — whether or not it appeared on the invoice as data.

Principal media. Principal AI. Principal data.

Three inputs, one structure. Each is answered by the same disclosure: what it cost, and what was earned on it.

How to cite this term

In proseMercer Island Group’s Steve Boehler defines principal data as “data, and services related to data, that is resold or bundled into other fees at an undisclosed margin.”

FormalMercer Island Group (Boehler, S.). “Principal Data.” October 2026. migroup.com/glossary/principal-data.

Licensed CC BY 4.0 — reproduce, quote or adapt freely, including commercially, with attribution to Mercer Island Group.

Notes

  1. Rambunctious Rhino, “Programmatic Advertising Cost: CPMs, Fees & Margins (2026).” rambunctiousrhino.com/programmatic-advertising-cost ↩
  2. Digiday, “How AI costs are quietly reshaping principal media deals,” July 27, 2026. digiday.com/marketing/how-ai-costs-are-quietly-reshaping-principal-media-deals/ ↩
  3. Digital Personal Data Protection Act, 2023 (India), Section 2. dpdpa.com/dpdpa2023/chapter-1/section2.html ↩