INDUSTRY:
B2B SaaS
CLIENT:
Fintech SaaS 🔒
EXPERIENCE:
Controlled Scaling

B2B SaaS
about.
A B2B lead gen account where the goal was to increase conversion volume while keeping acquisition costs predictable. The focus was building a repeatable scaling system, not chasing short-term spikes.

challenge.
Scaling risk
When budgets increase, campaigns can start participating in more auctions and reach a broader mix of queries and contexts, so results can drift unless intent controls are strong.
Efficiency stability
The goal was not just more volume. It was more conversions without sacrificing cost per conversion, which is often the hardest part of scaling.
Control needs
The account required clear decisions on where to scale and where to constrain, based on conversion efficiency signals rather than guesswork.
solutions & results.
Built a scaling framework
Scaled budgets in measured steps instead of big jumps, tracking cost per conversion as a strict control metric. Used a scale only when efficiency holds approach. If CPA drifted, I paused scaling and fixed the driver first.
Structured campaigns for budget control
Separated campaigns and ad groups by intent tier, with high intent and broader discovery kept apart so scaling budget did not automatically fund weaker traffic. This created a clean decision model where winners received budget and exploratory areas stayed constrained.




