The story behind the slides
So, here's what happened.
An illustrated short, written from this case study. Real work at Vahdam India, 2025–26. Margin figures from the channel P&L; the D2C and social teams also built demand. Illustrations, narration and music were made with AI tools; every fact comes from the case study below.
Read the transcript
Everyone kept asking what we should launch next. I stopped asking.
I ran Vahdam's Amazon India business. Over a hundred products, ten categories, fifty-two to fifty-seven lakh rupees a month.
The headline target was growth. But the number that mattered was contribution margin. Revenue looked healthy. The P and L underneath it didn't. We were spending to stay visible, and that kept getting more expensive.
So I went looking for leaks. Ads bidding on searches that never converted. Products nobody bought. Prices nobody had revisited. A brand store built once and left alone.
Then I found a clue in our own recipe pages. We sold butterfly pea tea as a wellness product. Our recipes used it as a blue drink that turns purple when you add lemon. The product had a story. We just weren't leading with it.
So, fix what's broken before building anything new. Six levers, in order. Set prices around margin, not habit. Cut search terms that never converted. Rebalance the campaign mix. Run an ABC analysis and cut the long tail.
Rebuild the brand store so people can actually browse. And add samplers and gift ranges, so people try four teas instead of choosing one. On the listings: same product, same price, a different argument. Plus a spreadsheet that ruined a Tuesday.
From January to the end of April, contribution margin went from sixteen to twenty-four percent. And Turmeric Curcumin, a product we already had, grew from three or four lakh rupees a month to eight to ten.
But I can't take all the credit. The direct-to-consumer and social teams were building brand demand at the same time. A good part of those eight points was mine. Some of it was theirs.
We didn't do anything revolutionary. No new agency, no bigger budget, no shiny new product. We mostly fixed what was broken. And it taught me to distrust my first instinct, which is usually to make something new.






