Paid media, defined
The paid media glossary.
Plain-English definitions of the metrics, attribution, and strategy terms that decide whether ad spend turns into pipeline. Written by the operator who runs the accounts, not a content team.
Metrics & economics
Customer Acquisition CostCAC
Customer acquisition cost (CAC) is the total sales and marketing spend needed to win one new customer, found by dividing that spend over a period by the number of customers acquired in it. Paid CAC counts ad spend only; blended CAC adds tooling and team cost.
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Return on Ad SpendROAS
Return on ad spend (ROAS) is the revenue generated for every dollar spent on advertising, calculated as ad-attributed revenue divided by ad spend. A 4:1 ROAS means four dollars of revenue for every dollar spent. It measures revenue efficiency, not profit.
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Cost Per LeadCPL
Cost per lead (CPL) is the average ad spend required to generate one lead, calculated by dividing spend by the number of leads captured. It is an early-funnel efficiency metric, and a low CPL means little if those leads never become pipeline.
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Pipeline ROAS
Pipeline ROAS measures ad spend against the sales pipeline it generates, the value of the opportunities created, rather than just immediate revenue or lead count. For B2B with long sales cycles, it is the truest early read on whether paid media is working.
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Attribution
MQL vs SQLMQL / SQL
A marketing qualified lead (MQL) has shown enough interest, such as a demo request or content download, for marketing to pass it to sales. A sales qualified lead (SQL) has been vetted by sales as a genuine opportunity worth pursuing. The gap between them is where most B2B ad budget leaks.
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Multi-Touch AttributionMTA
Multi-touch attribution distributes credit for a conversion across all the marketing touchpoints a buyer interacted with, rather than crediting only the first or last click. It is essential in B2B, where a single deal can involve many touches across weeks or months.
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First-Touch vs Last-Touch AttributionFirst / Last Touch
First-touch attribution gives 100% of the credit for a conversion to the first interaction a buyer had with you; last-touch gives it all to the final interaction before they converted. Each answers a different question: first-touch shows what creates demand, last-touch shows what closes it, and neither alone reflects a multi-step B2B journey.
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Data-Driven AttributionDDA
Data-driven attribution (DDA) uses an account's own conversion data to distribute credit across the touchpoints on the path to conversion, rather than applying a fixed rule like first- or last-click. It is now the default conversion attribution model in Google Ads, which has deprecated the older rule-based models except last-click.
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Attribution WindowLookback Window
An attribution window, or lookback window, is the period after an ad interaction during which a resulting conversion is credited to that ad. Meta's default is a 7-day click window, meaning a conversion counts if the person clicked within the previous seven days; shorter windows or view-through windows credit fewer or different conversions.
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Strategy
Platform mechanics
Quality Score
Quality Score is Google Ads' 1-to-10 rating of how relevant and useful your keywords, ads, and landing pages are. A higher score lowers your cost per click and improves ad rank, so it directly affects how far each dollar of budget stretches.
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Target CPAtCPA
Target CPA (tCPA) is a Google Ads Smart Bidding strategy where you set the average cost you are willing to pay per conversion and Google bids automatically to hit it. Set it too low and the algorithm chases only the cheapest conversions, so it acts as an optimization instruction, not a spending cap.
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