Run paid ads
ROAS, CAC & attribution
Know which rupee of ad spend actually worked.
What ROAS should I actually be targeting, and how do I use benchmarks correctly?
Ignore the flat '3x is good' rule, your target ROAS is whatever clears your break-even ROAS, set by your gross margin, not a benchmark someone post...
How do I calculate my true CAC, not just what the ad platform reports?
Platform-reported CAC only counts that platform's spend against that platform's claimed conversions, it ignores agency fees, tools, creative produc...
Why do Meta and Google both claim credit for the same sale?
Both platforms use last-click, self-reported attribution inside their own walled garden, so if a customer saw your Meta ad and then searched your b...
Should I buy an attribution tool like Triple Whale or Northbeam, or just trust platform data?
Once you're spending enough that a 10-20% attribution error actually changes your budget decisions, usually somewhere past Rs 15-25 lakh/month in b...
What is incrementality testing and do I actually need it?
Incrementality testing measures whether an ad actually caused a sale that wouldn't have happened anyway, by holding out a control group (geo or aud...
What LTV:CAC ratio should my Indian D2C brand actually be targeting?
The textbook target is 3:1 (every Rs 1,000 spent acquiring a customer should return at least Rs 3,000 in lifetime revenue), but many Indian D2C bra...