Going Offline in India: What D2C Brands Need to Know

A D2C brand running on Shopify, paid social, and a single fulfilment warehouse has full visibility into its operations. Stock is in one place. Sales data is real-time. Pricing changes ship in an hour.

The day that brand signs its first distributor in India, almost none of that remains true. We have watched founders treat the move offline as a sales decision, when the harder problem is operational. The distributor does not solve logistics. It creates a new category of logistics work that the brand has never done before.

This piece is for the founder evaluating that move. It covers how FMCG distribution in India actually works, where D2C operating assumptions break, and what changes when the same brand later enters the US market and has to deal with UNFI, Walmart OTIF, and chargebacks instead of MRP and kirana credit cycles.

Why D2C brands start looking offline

The pressure is the same in every personal care, food, and home category we have looked at: paid acquisition keeps getting more expensive, and the customer cohorts are not growing fast enough to compensate.

In 2024, Google Ads cost per click rose 30 to 50 percent across consumer categories in India. Meta CPMs climbed 20 to 40 percent over the same period. For Indian personal care brands, average customer acquisition cost now sits between ₹800 and ₹1,200 per new customer. For a brand to be financially healthy, lifetime spend needs to be three to four times CAC. Many D2C brands we have spoken to are not there.

SEO and organic social bring CAC down over time, but they do not solve the geographic problem. The best ranking page on Google does not put a bottle of shampoo in a town with patchy internet and a population that buys from the kirana around the corner.

Quick commerce looks like the hybrid answer, but the unit economics are punishing for brands without scale. Blinkit and Zepto roughly doubled the Indian quick commerce market from $1.6 billion in FY23 to $3 billion in FY24. The platform side of that growth is real. The brand side is harder. Combined platform commissions and fees take 35 to 50 percent of revenue. Visibility ad slots run ₹10 to ₹20 lakh per month. Catalogue listings are typically capped at two to five SKUs per brand, which means most of the assortment never appears.

The actual market is offline. Urban India contributed 62 percent of FMCG sales in 2024 and rural India accounted for over 38 percent, with rural growing faster (IBEF, 2025). In 2025, rural consumers overtook urban consumers in affordable premium FMCG by volume. The infrastructure that serves this market is the kirana network: roughly 12 million small, independently owned shops, accounting for an estimated 85 to 90 percent of FMCG sales in the country.

A pure D2C brand is skipping the majority of the country. That is the actual reason to look offline. It is not a "channel diversification" decision. It is a decision about whether the brand can ever reach the consumers who buy the category.

What changes structurally

A pure D2C supply chain has three nodes:

Brand → Warehouse → Consumer

The moment a distributor enters, it has at least five:

Brand → Regional Warehouse (C&FA) → Distributor → Retailer → Consumer

Each node owns a piece of the work. None of them belong to the brand. The brand still pays for production, packaging, marketing, and most promotional spend, but loses direct control over fulfilment, pricing at the point of sale, returns, and the timing of demand signals.

The two-tier C&FA + distributor model

The standard structure looks like this:

Each layer adds cost, time, and a margin claim. The brand absorbs the layered margin stack inside its MRP, which we cover below.

The kirana reality

There are roughly 12 million kirana stores in India. The All India Consumer Products Distributors Federation puts the figure at around 13 million. Either way, no other channel comes close. For Tier 2, Tier 3, and rural markets, kirana distribution is the route, not an option.

The relationships are mostly informal. Payments to distributors are often partly in cash. Credit periods between distributor and retailer typically run from a week to two months. There are no formal performance standards, no compliance scorecards, no penalty clauses. Everything runs on personal relationships built over years between a distributor's salesperson and a shop owner who has been buying from the same person for a decade.

For a D2C brand whose entire customer-facing infrastructure is digital, this is an operating model from a different planet.

Modern trade is a separate channel, not a bigger version of the same channel

Modern trade means organised chains: DMart, Reliance Smart, Star Bazaar, and similar. The mistake we have seen brands make is treating these chains as larger versions of general trade.

DMart in particular runs a captive distribution model. It operates its own supply chain and DCs. A brand cannot ask its general trade distributor to also supply DMart. DMart specifies how it wants to be supplied, at what price, and on what margin. It needs a separate logistics setup, a separate pricing structure, and often a separate set of trade terms.

Namdhari's is a different complication. It operates as both a distributor and a retail chain. If a brand supplies Namdhari's at distributor pricing while also charging higher prices to general trade retailers in the same region, it has accidentally created a channel conflict. A retailer who finds out can refuse to stock the brand at all.

Returns are physical, and they cost real money

In India, when a kirana cannot sell a product before expiry, or a variant underperforms, the distributor is expected to take the goods back. The distributor then expects the brand or C&FA to take them back further up the chain.

This means returns are physical. Unsold or expired stock travels back up the supply chain, often in unsellable condition. The brand has already paid to produce, package, and ship the goods. There is no recovery on cost. Most return arrangements are negotiated informally and vary distributor by distributor.

For a D2C brand used to digital returns (refund issued, customer keeps the product or sends it to a third-party reverse logistics partner), the working capital impact of physical returns is the line item that most often surprises the finance team.

MRP: the price ceiling that does not exist anywhere else

Every product sold in India must display its Maximum Retail Price on the packaging. Under the Legal Metrology Act, 2009, no retailer can charge a consumer above the printed MRP.

This single rule cascades through every operational decision the brand makes.

The brand's margin, the C&FA's handling fee, the distributor's margin, and the retailer's margin all have to fit between the cost of goods and the MRP. Set the MRP too low and there is no room for trade margins, which means distributors and retailers will not stock the product. Set it too high and the product becomes uncompetitive on the shelf next to a similar SKU at a lower MRP.

Once the MRP is printed on packaging, it cannot change without reprinting packaging. Pricing is not something the brand iterates on quarterly. It is a decision the brand has to get largely right before the first carton is sealed.

The US has no equivalent. American retailers set their own consumer-facing prices freely. The closest concept, MSRP (Manufacturer's Suggested Retail Price), is non-binding. The FTC has confirmed retailers can price above or below MSRP at will. Eighteen states have unit pricing disclosure laws (NIST, 2024), but none impose a ceiling on what a retailer can charge consumers. A US brand renegotiates trade margins with the retailer; the consumer price is the retailer's problem.

The inventory visibility gap

In a pure D2C setup, the brand knows exactly how much stock it has, where it is, and what is selling. The moment a distributor enters, that visibility largely disappears.

After shipping a batch to the distributor, the brand typically does not know:

• How much of that stock is sitting unsold in the distributor's warehouse versus already on store shelves
• Which retailers are running low and close to stocking out
• Whether a trade promotion is driving consumer sales or just shifting stock from the brand's warehouse to the distributor's warehouse
• When to schedule the next production run, because secondary sales data either does not exist in any usable format or arrives weeks late

In India, the data problem is harder than in any other market we have looked at. Most distributors track stock manually or on basic billing software. There is no standard data format. There is no API. Many distributors send daily stock and order updates over WhatsApp. Some send a printed sheet by courier. A brand managing 30 distributors across the country is dealing with 30 different versions of the same problem.

Large FMCG companies have lived with this for decades and built enterprise systems on top of it: distributor management systems (DMS), field force apps that capture orders at the retailer level, integrations into the brand's ERP. D2C brands moving offline are entering a category of operations work they have never built infrastructure for.

The integration work that actually moves the needle is connecting three things: the brand's own ERP or inventory system, each distributor's billing software (or whatever stands in for it), and the field sales CRM that captures retailer-level orders. Done well, the brand sees secondary sales in near real time, gets automated reorder alerts when distributor stock falls below threshold, can match promotional spend to actual sell-through, and gives the sales team accurate stock numbers before they walk into a distributor meeting.

Done badly, which is the more common outcome in year one, the brand still finds out about a stockout when a regional sales manager mentions it in a Monday call.

What changes when the same brand goes to the US

The same brand, two years later, decides to enter the US market. The pressures that pushed it offline in India are the same in the US: Google Ads CPC rose 30 to 50 percent in 2024, Meta CPMs climbed 20 to 40 percent, and CAC in personal care and food is well above where most brands have sustainable LTV ratios (Mordor Intelligence, 2026).

But the operating model the brand learned in India does not transfer. Almost every component of the US distribution stack works differently.

Two national distributors, not a fragmented regional network

The US CPG market is largely served by two national distributors: UNFI (United Natural Foods) and KeHE. Together they supply thousands of grocery retailers across the country. Getting listed with at least one of them is generally the path into independent and natural grocery.

For the large national chains (Walmart, Target, Kroger, Costco), the chain operates its own distribution centres. The brand ships pallets directly to those DCs rather than going through UNFI or KeHE. The brand-to-store path looks like this:

Brand → Distributor (UNFI/KeHE) → Retailer DC → Store → Consumer

or, for the big chains:

Brand → Retailer DC → Store → Consumer

There is no C&FA-equivalent layer with its own commercial dynamics. The distributor is consolidated, national, and runs on supplier portals.

Slotting fees: pay before the first unit sells

Before a product appears on a US retail shelf, the brand often pays a slotting fee to the retailer for shelf allocation. These are charged by the retailer, not the distributor.

Slotting fees typically run $250 to $1,000 per SKU per store. For a regional launch across a few hundred stores, a brand can spend $25,000 to $250,000 before a single unit sells. India has nothing equivalent. There is no standard upfront fee for getting a product into a kirana, although informal schemes (free stock, extra margin for early-stocking distributors) exist.

UNFI's Simplified Supplier Approach (SSA)

UNFI introduced its Simplified Supplier Approach in February 2024, with implementation effective May 1, 2024. Under SSA, brands pay a flat 2.5 percent fee on UNFI purchase volume in exchange for waivers on many individual charges that previously existed: new item slotting, SKU activation, certain compliance violations, distribution centre efficiency (DCE) fees, and ReposiTrak fees within the UNFI network.

A brand doing $1 million in UNFI volume pays $25,000 per year in SSA fees. At $10 million, that is $250,000. SSA is opt-in. Suppliers can opt out and continue to be subject to the individual fees as they were before. The right answer depends on volume and on whether the brand will use UNFI's included data tools. For early-stage brands without internal data infrastructure, SSA is often a reasonable trade. For mature brands with their own analytics stack, the 2.5 percent flat rate can be more expensive than the line items it replaces. KeHE has its own separate fee structure.

OTIF: performance standards with financial penalties

The single biggest operational shock for Indian founders entering US retail is OTIF (On-Time, In-Full).

As of February 2024, Walmart requires prepaid suppliers to deliver 90 percent of orders on time and 95 percent of cases in full. Missing either threshold triggers a 3 percent penalty on the cost of goods for every non-compliant PO. As of 2024, Walmart moved to quarterly billing on these penalties. If the total OTIF penalty for a month is under $1,000, it is waived.

Other major retailers have their own versions. Target uses On-Time Fill Rate. Kroger uses Original Requested Arrival Date. Costco focuses on Advanced Ship Notice (ASN) accuracy. Each program has its own thresholds, scorecards, and penalty structures.

In India, distributor relationships are informal. There are no scorecards. A late delivery costs goodwill, not money. In the US, a late delivery costs 3 percent of COGS, automatically deducted, with no negotiation.

Returns are financial, not physical

In India, returns are physical goods that travel back up the chain. In the US, distributors and retailers almost never send physical goods back. Instead, they process returns and penalties as chargebacks: financial deductions from what they owe the brand.

A chargeback can be issued for late delivery, incorrect labelling, missed promotional commitments, damaged goods, short shipments, or unsold inventory. The brand discovers the deduction when it receives a payment lower than the invoice amount, sometimes weeks after the goods shipped.

Real-world examples published by Intercept (2024) show brands receiving 25 to 82 percent of expected invoice value after deductions. The money is gone before the brand knows it left.

The cash flow profile of these two models could not be more different. In India, working capital is tied up in unsold or expired physical stock that returns to the warehouse. In the US, working capital is tied up in invoices that get paid at unpredictable amounts, often well below face value, weeks after the goods are out the door.

FDA and FSMA compliance

All CPG brands selling food in the US must comply with FDA regulations. The Food Safety Modernization Act (FSMA) sets the framework. Section 204 requires brands to maintain a traceability system so contaminated product can be located and removed quickly.

Labelling requirements include a Nutrition Facts panel, an ingredient list in descending order by weight, manufacturer name and address, and declarations for all nine major food allergens. Incorrect allergen labelling is one of the most common causes of product recalls in the US. The Indian equivalent (FSSAI labelling, GST reconciliation, state-level regulations) is a separate compliance burden, not a translatable one. A brand cannot reuse its Indian labelling artwork in the US, and it cannot reuse its US labelling artwork in India.

India vs US: what actually changes

The full comparison, side by side:

The pricing question, in one comparison

In India, MRP is the entire pricing question. Once printed, it locks the margin stack.

In the US, the pricing question is what trade margin to give the retailer, and how that margin holds up after slotting fees, OTIF penalties, and chargebacks. The consumer price is not the brand's decision.

Indian founders entering the US for the first time often underestimate how much room US retailers have to discount aggressively, run promotions on the brand's product without asking, and pull margin in ways the brand cannot prevent. American founders entering India often underestimate how locked-in the MRP decision is, and how badly the wrong MRP destroys distributor interest before the brand has a chance to course-correct.

The chargeback gap

The single biggest cash-flow surprise for Indian brands entering the US is the chargeback model.

In India, when a kirana cannot sell a product, the physical goods come back. The brand sees expired or unsold stock arrive at its warehouse. It is a problem it can count, photograph, and argue about. The capital is tied up in inventory.

In the US, the brand often receives nothing physical. Instead, it receives a payment that is lower than the invoice, sometimes by 25 to 82 percent (Intercept, 2024). Chargebacks are deducted for late delivery, short shipments, promotional non-compliance, incorrect labelling, or unsold inventory. They are processed weeks after the goods shipped, often with minimal explanation. The brand has to reconcile the deduction line by line, dispute the ones it can prove, and write off the ones it cannot.

Brands that do not build a chargeback reconciliation function in the first six months in the US discover it as a quarter-end finance problem rather than a per-order operations problem. By then, it is much harder to recover the money.

The OTIF reality

Indian D2C brands transitioning to US retail are often unprepared for OTIF. In India, distributor relationships are informal: no formal performance standards, no compliance scorecards, no financial penalties for late delivery.

In the US, the system runs on scorecards. Walmart, as of 2024, requires 90 percent on-time and 95 percent in-full. Miss the threshold and a 3 percent COGS penalty is deducted automatically. Most large US retailers have similar programs. The operations team needs visibility into the order pipeline at a granularity the brand never needed in India: which POs are at risk of missing OTIF, which freight lanes are running late, which SKUs are short.

Building this visibility before the first chargeback hits is much cheaper than building it after.

The same operational mistake in both markets

The mistake we keep seeing in both India and the US is the same: founders treat adding a distributor as a sales decision. Find a distributor, sign a deal, watch revenue grow.

It is primarily an operations decision. The distributor does not solve the brand's logistics problems. It creates a new category of them: inventory visibility, return management (physical or financial), compliance tracking, margin stack management. None of these existed in D2C. All of them now have to be built into the operating model, often on infrastructure the brand does not yet have.

The brands that handle the transition well treat the first distributor as the forcing function for an operations build-out. The brands that struggle treat the first distributor as a revenue channel and discover the operations problem later, when working capital is already locked up in returns or chargebacks.

Where technology actually helps

The visibility gap is the same in both markets. The practical solution is the same: integrate the systems that were not built to talk to each other.

In India, that means connecting the brand's ERP to distributor billing software, building secondary sales reporting that does not depend on someone manually re-entering data from WhatsApp messages, and putting a field sales app in the hands of the salespeople who visit retailers. The bottleneck is data format. Every distributor's system is different. Most of the work is integration plumbing, not product.

In the US, it means integrating with UNFI's supplier portal, building OTIF tracking that flags at-risk POs before they ship, and ensuring the finance team can reconcile chargebacks against invoices in something close to real time. The bottleneck is reconciliation. The data exists in standardised feeds. The question is whether the brand can act on it before money is gone.

In both markets, the integration work pays for itself in two ways. First, it gives the brand a defensible answer to the next production planning decision (how much to make of which SKU for which region). Second, it surfaces problems while they are still cheap: a stockout before it costs sales, an OTIF risk before it costs a chargeback, a distributor whose stock is not moving before the brand ships another month's supply into a warehouse that does not need it.

Summary

For the Indian D2C founder evaluating the move to physical retail:

• Offline India still dominates FMCG. Rural India alone accounts for over 38 percent of annual FMCG sales and is growing faster than urban (IBEF, 2025).
• The two-tier C&FA + distributor model adds layers of cost, credit risk, and operational complexity the D2C model never had.
• MRP creates a hard price ceiling. The margin stack has to fit underneath. There is no easy correction after printing.
• DMart and other modern trade chains are separate channels with their own supply chain requirements, not bigger versions of general trade.
• Returns are physical. Unsold stock comes back and ties up working capital.
• Inventory visibility disappears the moment goods leave the brand's warehouse. Rebuilding it is an integration problem.

For the same founder later entering the US:

• UNFI and KeHE are the two national distributors. UNFI's 2024 SSA program consolidates many fees into a flat 2.5 percent of purchase volume. Model the cost impact carefully before opting in.
• Slotting fees run $250 to $1,000 per SKU per store. A regional launch can cost $25,000 to $250,000 upfront.
• Walmart OTIF requires 90 percent on-time and 95 percent in-full. Miss the threshold and pay 3 percent COGS per non-compliant PO.
• Returns are financial chargebacks, not physical goods. Brands have received as little as 25 percent of invoice value after deductions in published examples.
• There is no MRP equivalent. Retailers set consumer prices. The brand only negotiates trade margin.
• FDA and FSMA compliance, including allergen labelling and traceability, has to be built in before the first retail shipment.

The throughline across both markets: distribution is not a sales decision. It is an operations decision the brand has to build the infrastructure for, before the first carton ships into the channel.

If you have made this transition (in India, the US, or anywhere else), we would be interested to hear what the operational surprises actually were.

References

• IBEF. Indian FMCG Industry Report. 2025.
• Mordor Intelligence. US D2C and CPG market analysis. 2026.
• 8th and Walton. Walmart OTIF supplier guide. 2024.
• Zipline Logistics. Walmart OTIF requirement changes. 2024.
• Intercept. UNFI deductions and chargeback analysis. 2024.
• CPG Guy. UNFI Simplified Supplier Approach explained. 2024.
• NIST. State unit pricing disclosure laws. 2024.
• FTC. Guidance on MSRP and retail pricing. Various.
• All India Consumer Products Distributors Federation (AICPDF). Kirana and distributor membership data.
• Legal Metrology Act, 2009 (India).
• Food Safety Modernization Act, Section 204 (US).