Insights
Practical lessons from real campaign data, measurement audits, lead generation, and performance marketing.
Every article here is built from campaign data I can actually show you, and carries the same evidence labels and stated limitations as the case studies.
Where the data supports a conclusion, I draw it. Where it does not, I say so — which is why you will find no revenue figures, no return-on-ad-spend claims and no qualified-lead counts anywhere on this site.
Across three preschool Google Ads accounts, ₹20,187.56 of documented spend produced 12 recorded conversions — and one campaign reported 171 lead-funnel leads while its conversion column showed zero. Here is what I check before treating any conversion number as a basis for optimisation.
More articles are in progress. Each one waits until there is documented campaign evidence behind it.
Next step
Send me your campaign setup and reporting. I will review the structure, the measurement and the obvious opportunity areas, and tell you plainly what your data supports.
An initial assessment based on the information you provide — not a guarantee of performance.