per-store velocity

Almost every brand we onboard arrives wanting to go live everywhere at once. The pitch deck has a map of India with pins in twenty cities, and the founder believes that a wide launch signals ambition. It does not. It signals that nobody has done the unit economics yet. Quick commerce does not reward national presence. It rewards per-store velocity in dense neighbourhoods, and that velocity lives in a surprisingly small number of metro clusters. Spread your launch across the country and you do not look big. You look thin, slow, and unproven, in front of the exact buyers who decide whether you get a reorder.

The discipline that matters most in the first ninety days is subtraction. Which cities you say no to, early, protects the cities that will actually carry your launch. Here is how we sequence that decision, and why metro depth has to come before any national dream.

Quick commerce economics are geographically concentrated

The thing to internalise is that quick commerce is not a national channel that happens to start in cities. It is a metro channel that may, later, extend outward. The model only works where order density, dark store density, and disposable income overlap. That overlap is real in a handful of clusters and thin to nonexistent everywhere else. The delivery promise that defines the channel depends on dark stores packed close together, and those stores only exist where demand already justifies them.

The numbers make the concentration explicit. As of late 2025, eight major metros (Delhi-NCR, Bengaluru, Mumbai, Chennai, Hyderabad, Pune, Ahmedabad and Kolkata) accounted for 68 percent of all dark store count in India, per a Savills India report carried by Storyboard18. Delhi-NCR alone carried roughly 400 stores, Bengaluru 360, Mumbai 250. That is the channel telling you, in its own infrastructure footprint, where it is deep and where it is not.

So the map you should be drawing is not a map of India. It is a map of roughly a dozen high-density metro pockets where the channel is genuinely deep. Everywhere else, the platform might technically operate, but your product will sit in stores that turn over slowly and read your SKU as a non-mover.

You are not launching in a country. You are launching in a handful of neighbourhoods. Win those completely before you let a single pin land anywhere else.

The tiered map that should drive your sequence

When we sit with a brand, we sort the geography into tiers before we talk about anything else. The tiers are not about prestige. They are about where a unit of your launch inventory has the best chance of moving fast.

The core cluster. The top metros where quick commerce is deepest, dark stores are densest, and the impulse-and-restock behaviour the channel runs on is already a habit. This is where almost every launch should begin, and where most should stay until the data is undeniable.
The secondary metros. Real demand, real depth, but a step behind on density. These earn their place only after the core cluster is performing, not alongside it.
The aspirational tier. Tier-two cities and emerging pockets where the platform operates but density is thin. These are a later-phase question, not a launch-day one. Putting inventory here early is putting capital to sleep.

The mistake is treating these tiers as a checklist to complete in parallel. They are a sequence. You graduate from one to the next on the strength of proof, and the proof comes from per-store velocity, not from how many pins are on the board.

Why national-first wastes spend and slanders your product

Launch inventory is the most expensive inventory you will ever place, because it is unproven and it sets your baseline. When you spread it nationally, you distribute it across hundreds of dark stores, and every store that holds your SKU has to sell it before you see velocity. In the dense core, that happens fast. In the thin tiers, it does not happen at all, and the dead stock there drags your blended numbers down.

The damage is not only financial. It is reputational, inside the platform. The category buyer reads your aggregate sell-through, and a national launch with thin coverage produces a weak aggregate even when your core cities are excelling. Your strong neighbourhoods get buried under your idle ones. You walk into the reorder conversation defending a number that a more disciplined launch would have made impressive. This is the same logic that governs picking your first quick commerce partner: concentrate your scarce inventory where your buyer is densest, so the early data flatters a good product instead of slandering it.

There is also a marketing cost. The promotional spend, the visibility slots, the ad budget that makes a quick commerce launch work all get diluted when they are stretched over twenty cities. The same rupees concentrated on three or four cities buy real share of shelf and real velocity. Diluted, they buy nothing memorable anywhere. And that ad budget is not optional any more. Retail-media spend on Blinkit, Zepto and Instamart is projected to reach roughly Rs 4,900 crore in 2026, per a Datum Intelligence estimate reported by Storyboard18. When the whole category is bidding for the same slots, spreading thin guarantees you lose every auction that matters.

How we actually prioritise the first cities

Demographic and category fit narrows the question, but the city call comes down to a short sequence of honest tests, answered with your real product and your real demand signal, not with hope.

Where does your existing demand already concentrate, from your D2C orders, your social audience, or your marketplace sales, so you launch into a warm pocket rather than a cold one?
In those pockets, how deep is the platform’s dark store density at the neighbourhood level, because city-level coverage hides enormous intra-city gaps?
Can your launch inventory generate strong per-store velocity in that cluster, or will it spread too thin even within a single city?
Is your product an impulse buy or a planned-basket buy, and does the cluster’s dominant shopper match that behaviour?
Can your promotional budget actually dominate share of shelf in these cities, rather than flicker across many?

Answer those well and the first-city list usually shrinks to three or four, sometimes fewer. That shrinkage is the point. The brands that win are rarely the ones that launched in the most cities. They are the ones that owned their first cities completely, then expanded from a position of proof.

City choice and store choice are the same decision

Picking the city is only half the work. Within each city, your inventory lands in specific dark stores, and which stores carry which SKUs is its own discipline. A great city with a sloppy store-level plan still produces weak velocity. This is where assortment planning by dark store stops being a nice-to-have and becomes the thing that decides whether your concentrated launch actually concentrates. It is also where pruning slow movers early protects the velocity number the buyer will judge you on. The city map and the store map are the same decision viewed at two zoom levels.

Sequencing the expansion after the core proves out

None of this means you stay in three cities forever. It means you earn each new city with evidence. Once the core cluster shows strong, repeatable per-store velocity and a healthy reorder rhythm, the secondary metros open up, and the case you make to the platform is backed by numbers instead of ambition. Expansion built on proof is cheap. Expansion built on hope is the thing that quietly drains a launch budget.

The other input that governs how fast you can expand is supply. You cannot widen your city footprint faster than your replenishment can keep the new stores stocked, and a stockout in a fresh city undoes the velocity you just paid to create. Getting this right is a forecasting problem as much as a geography one, which is why we run inventory forecasting for dark stores in step with the city sequence, never after it. The cities you can expand into are the cities you can keep in stock.

What changed recently

The platforms themselves are now pushing past the metros, and that shift changes the timing of your expansion decision, not its logic. As metro markets approach saturation, quick-commerce firms are pushing deeper into smaller cities for growth, with Amazon Now and Flipkart Minutes expanding into tier-1 and tier-2 markets, as reported by Business Standard. By the Savills data above, tier-2 and tier-3 cities already held around 32 percent of all dark stores by late 2025. It is tempting to read this as permission to go wide on day one. It is not. The platforms can afford to seed thin tiers because they are amortising fixed dark store cost across every brand on the shelf. You are amortising launch inventory across only your own SKUs, and a thin tier-two store still reads your product as a non-mover regardless of how aggressively the platform is expanding there.

The second change tightens the case for depth further. Platforms have steadily raised platform fees, handling charges and take-rates to fix their own unit economics, with brand-side commissions and fees now commonly cited in the 15 to 18 percent range before ad spend, per Storyboard18. Higher take-rates mean every dead unit in a thin city costs you more than it did a year ago. The expensive-inventory argument for concentration has only gotten stronger. When the channel takes a bigger cut, you cannot afford to feed it stock that will not move.

So the recent news cuts both ways, and the discipline holds. Yes, the map is widening. No, that is not your cue to widen with it on launch day. Let the platforms prove the thin tiers on their own capital. You concentrate on the deep core, bank the velocity, and follow the expansion only where your own numbers say the density now justifies it.

The launch that looks small and wins big

A disciplined quick commerce launch looks underwhelming on a map and overwhelming in the numbers. Few pins, deep velocity, a buyer who sees a product that moves. That is the launch that earns the next ten cities. The national-map launch looks impressive in the deck and arrives at the reorder meeting with thin coverage and a story it has to apologise for.

We run this city-prioritisation exercise before any listing goes live, because Quick Commerce Onboarding only pays off when the inventory is concentrated where the channel is deep. Done right, the same work feeds a broader quick-commerce-first FMCG launch, where geography, assortment, and supply move as one plan. Our Quick Commerce Onboarding and Marketplace Account Management teams treat the first city list as the most consequential decision of the launch, because it is. Choose depth over breadth. Win your few cities completely. Everything after that is easier and cheaper.

Which Cities to Launch Quick Commerce in First