Performance Marketing

A practical example

Example: a SaaS team runs two ad variants against the same audience, pauses the variant with the higher cost per demo request after a set review period, and reallocates budget, documenting the decision rule in advance to avoid judging on short-term noise.

What to evaluate before investing

• Check whether the platform can track outcomes beyond the form fill, such as qualified stages in the CRM, and feed them back to ad platforms.
• Ask how attribution windows and conversion definitions are configured, since these determine what 'performance' means.
• Evaluate whether experiments or split tests are native, or whether you need external tooling to compare variants fairly.

Limitations and tradeoffs

Optimizing purely for measurable actions can bias spend toward low-quality leads that are easy to generate, and attribution assigns credit rather than proving causation, so a channel's measured contribution may not reflect what it actually caused; pair performance metrics with lead-quality review.