Notes from
the floor.
What we are learning operating Indian commerce, written for the people who have to make the call. No thought-leadership filler.
The Real Cost of a Stockout on Your Marketplace Ranking
A stockout does not just cost the sales you miss. It resets your rank and ad relevance, and on quick commerce it now triggers fill-rate penalties too.
Marketplace StrategySale-Event Pricing: Protecting Margin When Everyone Discounts
Blanket sale discounts can erase a year of margin. With 2025 festive GMV spiking and quick-commerce fees up, price events as a portfolio, not a flat cut.
Operations LogisticsCutting Return Rates on Indian Marketplaces Without Killing Sales
Returns are a content and packaging problem before they are a logistics one. Fix buyer expectations upstream and the return rate falls without bleeding sales.
Growth PerformanceRetargeting Marketplace Shoppers When You Do Not Own Their Data
On a marketplace you cannot pixel your own shoppers. Here is how to retarget them anyway, using the platform audience pools you are actually allowed to touch.
Account ManagementManaging Resellers as Partners, Not Pests
Resellers can extend your reach or wreck your pricing. An authorized-seller program turns marketplace chaos into a controlled, defensible channel.
Quick CommerceNegotiating Trade Margins With Quick Commerce Platforms
Quick commerce margin asks are negotiable when you bring velocity data. With take rates and ad fees climbing in 2025, walk in with numbers, not hope.
Quick CommerceThe Quick Commerce Margin Reality Check Before You Sign
Trade margin plus fulfillment fees plus mandatory ad commitments can push quick commerce costs to 30 to 35 percent of revenue. Model the full stack before you sign.
Operations LogisticsInventory Forecasting for Quick Commerce Dark Stores
Dark-store fill rates demand hyperlocal forecasting. One national demand number guarantees stockouts in some stores and dead stock in others.
Quick CommerceWhich Cities to Launch Quick Commerce in First
Quick commerce economics concentrate in metro clusters that hold most dark stores, so national ambition before metro depth quietly wastes launch spend.
Data AnalyticsProfitability Per SKU: The Number That Reorders Your Whole Catalog
True per-SKU contribution after fees, returns and ads usually inverts your bestseller list. With commissions and q-commerce fees shifting, rank by profit.
Marketplace StrategyPricing Strategy on Marketplaces: Stop Reacting to Every Competitor
Reactive repricing erodes margin and trains rivals to undercut you. Set defensible price corridors, re-floor them as marketplace fees shift, and hold the line.
Growth PerformancePPC Bid Strategy: When to Use Fixed, Dynamic and Rule-Based Bids
Dynamic bids feel smart, but on unproven keywords they hand the platform your wallet. With India CPCs climbing, match the bid type to campaign maturity.
India's Commerce Engine