The New Milk Route: Apps, Data and the Premium Promise

 

BIZ MASALA  /  DAIRY’S DIGITAL TURN

India’s dairy business is changing from village collection points to app-based doorstep subscriptions. Digital tools may make parts of the chain more visible—but they do not automatically guarantee better returns for farmers, safer milk or the health benefits brands sometimes promise.

BY MURTHY ASR  |  BIZ MASALA  |  19 OCTOBER 2026

Dairy herd and farm operator. Photo supplied by Biz Masala; location and identity not confirmed.

India’s milk business is being reshaped at both ends of the supply chain. At one end, collection centres are using digital scales, milk-testing equipment and software to record what farmers supply. At the other, subscription apps and online grocery platforms promise regular delivery to consumers.

Between them sits a vast, complicated business. India produced about 239.3 million tonnes of milk in 2023–24, according to the Department of Animal Husbandry and Dairying, and accounts for roughly a quarter of global production. The government says the sector directly employs more than eight crore farmers. Separately, it reports 18 million dairy-farmer members in cooperative institutions—a different measure, and not a figure to add to the first. [1, 2]

Source: Press Information Bureau, Government of India. These figures describe different measures of the sector.

COVID changed buying behaviour—but “permanent shift” is too strong

The pandemic accelerated interest in packaged products and online ordering, but the story was more mixed than the claim of a lasting consumer shift suggests.

A 2023 study in the Indian Journal of Dairy Science, based on a survey of about 1,000 households, found that consumption of milk, paneer, butter and ice cream fell during lockdown. It also found a shift toward packaged products and online delivery services. The survey documents behaviour during the crisis; it does not establish that every change became permanent or applied equally across regions and income groups. [3]

Doorstep delivery has since become a familiar option for many urban consumers. Brands sell convenience through app orders and recurring subscriptions. But “farm-to-doorstep” is a business model and a brand promise; it does not, by itself, prove that every product is from a single farm, has been tested for every contaminant or has avoided all intermediaries.

The village collection point goes digital

Digitisation is not limited to consumer apps. It is also reaching the point where milk enters the formal procurement system.

The National Dairy Development Board (NDDB) describes automated milk collection units that weigh milk, test quality and calculate prices, producing transaction slips. NDDB says automation can reduce manual intervention and improve transparency in collection. Its digital platforms also cover cooperative operations, animal-health and productivity information, and transport planning. [4, 5]

For a farmer, a recorded quantity and test result can make a payment easier to check than a purely manual transaction. But technology alone does not settle the larger questions: whether the price is remunerative, whether farmers have alternative buyers, and how much of the consumer’s premium reaches the producer.

Milk being poured at a collection centre with digital testing equipment visible. Photo supplied by Biz Masala; location not confirmed.

The app is only one part of the economics

A milk subscription can make ordering more predictable for customers and help a brand plan procurement and delivery. It also creates a demanding operating model. Milk is perishable; it must be collected, chilled, processed or packed, routed and delivered on time. The business has to manage cold storage, transport, last-mile delivery, customer acquisition and wastage alongside the price paid to suppliers.

That means “cutting out the middleman” is rarely a complete description. A platform may reduce some layers of distribution while taking on other functions itself—or working with collection centres, processors, delivery partners and farmers. Without company-level cost and payment data, claims about higher margins or better farmer income should be treated cautiously.

The International Finance Corporation has described digitally supported collection and testing in a Karnataka village as one example of technology running behind a familiar smallholder milk-delivery routine. It illustrates how a digital supply chain can operate alongside local collection, rather than simply replacing it. [6]

A milk sample being handled in a laboratory. The image illustrates testing; it is not a report on any particular product.

A2 milk: a premium label, not a health verdict

One of the most visible premium pitches is A2 milk. A1 and A2 refer to variants of the beta-casein protein in milk. The distinction is about protein type—not a general measure of whether milk is pure, hygienic, organic, antibiotic-free or safe.

Research on possible digestive differences is still developing. A systematic review found moderate certainty for some digestive effects, but low or very low certainty for most other health outcomes. An article published by ICAR researchers concluded that there was no concrete evidence of A1 milk causing the broad health harms sometimes claimed in marketing. That does not rule out individual differences in tolerance; it does mean broad disease-prevention claims need much stronger evidence. [7, 8]

Breed labels alone should not be treated as proof of a product’s protein profile: A1/A2 status is determined by the animal’s beta-casein genetics. And the FSSAI advisory that asked food businesses to remove A1/A2 claims was withdrawn in August 2024 for further consultation. The withdrawal notice did not itself settle the scientific debate. [8, 9]

User-supplied example of premium dairy product packaging, including an A2-labelled product. Package statements are brand marketing, not independently verified claims.

Evidence summary based on a systematic review and ICAR researchers. A2 status does not certify product hygiene or purity.

The farmer’s margin remains the real test

Digital records can improve visibility at collection centres. Animal-health data and services may help farmers manage breeding, nutrition and treatment. Yet those tools do not remove the basic risks of dairy farming: the cost and availability of feed, animal health, heat stress, fluctuating yields and the price received for each litre.

Feed is a major part of farm-level economics, and research in India has also documented the effects of heat stress on milk production. Better data may help farmers and cooperatives respond, but the benefits depend on access, service quality and whether the gains are shared with producers. [10, 11]

A farmer feeding cattle. Photo supplied by Biz Masala; location and identity not confirmed.

What to watch next

India’s dairy transformation is not simply a contest between the local milkman and the phone app. It is a reorganisation of collection, testing, processing, logistics, branding and delivery—with cooperatives, private firms, technology providers and smallholders all playing different roles.

The questions for the next phase are practical: Are digital tests and payment records accessible to farmers? Do they help improve the price producers receive? Can subscription businesses maintain quality and cold-chain discipline while delivering at scale? And are premium claims—especially health claims—supported by evidence consumers can verify?

The technology is changing how milk moves. The measure of success will be whether that change delivers reliable quality for consumers and a fairer, more resilient livelihood for the people who produce it.

Sources and reporting notes

·       1. Department of Animal Husbandry and Dairying, Annual Report 2024–25 — milk production figures  Open source

·       2. Press Information Bureau — milk output, cooperative membership, villages and employment figures  Open source

·       3. Bhandari, Lal and Kumari, “Impact of COVID-19 pandemic on household consumption pattern of dairy products in India”  Open source

·       4. NDDB — Technological interventions and development activities  Open source

·       5. NDDB Annual Report 2023–24 — digitalisation of the Indian dairy sector  Open source

·       6. International Finance Corporation — “Digitizing Dairy: How Technology is Shaping India’s Smallholder Farms”  Open source

·       7. Systematic review of A1 beta-casein and health-related outcomes  Open source

·       8. ICAR researchers — “A1 and A2 milk: What science claims?”  Open source

·       9. FSSAI — 26 August 2024 withdrawal of the prior A1/A2 advisory  Open source

·       10. ICAR study — economics of milk production in Tamil Nadu  Open source

·       11. Research on heat stress and smallholder dairy farming in India  Open source

Editorial note: Production and employment figures are attributed to Government of India sources. The COVID findings come from a survey study and do not prove a permanent nationwide change. Company supply-chain claims are not independently verified here. Evidence on A2 milk is unsettled; the article does not endorse disease-prevention claims. Digital tools may improve transaction visibility but do not, by themselves, prove higher farmer income. User-supplied photographs are included; depicted locations and identities are not independently confirmed. The product packaging is shown only as an example of market positioning, not as an endorsement or verification of its claims.

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