What Zepto’s New Data Analytics Tool Signals For The Quick Commerce Industry

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May 19, 2025

Aakriti Bansal, Medianama

May 19, 2025

Zepto has launched Zepto Atom, a paid analytics product for consumer brands. The tool offers live dashboards with minute-level updates, PIN-code level performance maps, and Zepto GPT, an in-house Natural Language Processing (NLP) assistant trained on internal data.

While Blinkit and Swiggy Instamart have not announced comparable offerings, Zepto is pitching Atom as a first-of-its-kind play in quick commerce data access.

The launch comes as Zepto gears up for a public offering. The company is in talks to sell $250 million in secondary shares to Indian investors to boost local ownership ahead of its IPO. With a $5 billion valuation and a presence in just 15 cities, Zepto is seeking new ways to expand both revenue and market influence.

A strategic product in the lead-up to IPO

Zepto’s push to monetise platform tools comes at a time when it is attempting to raise its domestic shareholder base to 50%, reportedly as part of regulatory preparation for a future IPO. CLSA, in its 2024 App-racadabra report, estimates Zepto holds 28% of India’s quick commerce market despite a limited presence, trailing Blinkit at 39%.

With Zepto Atom, the company appears to turn its data infrastructure into a service layer for brands. This raises questions about how user behaviour transforms into brand-facing insight.

Zepto’s Multi-Lever Margin Play

Zepto’s cost structure is divided into warehouse transport, dark store operations, last-mile delivery, and corporate overheads. According to CLSA’s App-racadabra report, the company has achieved measurable efficiency gains across each of these categories. For instance, long-haul warehouse transport costs fell from Rs 1.7 per order in March 2022 to Rs 0.8 in February 2024. Handling costs inside dark stores declined from Rs 11 per order in June 2023 to under Rs 10 by January 2024. Last-mile delivery expenses dropped 20% between December 2023 and February 2024, from Rs 50 to Rs 40 per order.

HDFC Securities highlights three key levers for e-commerce profitability: raising average order values via premium or bundled products, improving take rates through ads and private labels, and reducing last-mile costs through better routing. Zepto has pursued these through initiatives like Zepto Café, Relish (in-house food and meat brands), the Zepto Pass loyalty program, and now Zepto Atom—signaling a multi-pronged approach to expand margins beyond logistics.

Whether brands will act on the data that Atom delivers, remains an open question.

Granular offtake data is rarely made available to brands, whether it is by offline retailers or by online platforms; so far brands have been largely flying blind, especially when it comes to marketplaces. In that sense, Zepto’s Atom can be a huge enabler and gamechanger,” Devangshu Dutta, Founder, Third Eyesight, told MediaNama.

Not All Brands May Be Ready

Zepto Atom lets brands monitor impressions, conversions, share of voice, and customer retention in near real-time.

“While having access to real-time geographical and time-stamped sales data is potentially an absolute goldmine for any brand, how useful it is will depend much more on how ready or capable the brand is to use the analysis and make adjustments to its strategy,” said Dutta.

Brands can use Zepto GPT, the NLP assistant embedded in Atom, to query platform data conversationally—for instance, to identify under-indexed Stock Keeping Units (SKUs) in a specific PIN code or analyse what’s driving category sales. However, it remains unclear how brands interpret or act on these insights in practice.

The company has not disclosed Atom’s pricing model. It also hasn’t confirmed whether access will be open to all brands or restricted to high-volume partners. These details will likely determine adoption.

How Atom Fits into the Margin Strategy

Zepto Atom’s real-time sales metrics, SKU-level performance data, and customer retention patterns align closely with the margin levers identified by HDFC Securities. By providing granular insights, Atom enables brands to fine-tune pricing, reposition products, and run targeted campaigns, potentially increasing order values, improving take rates, and optimizing delivery routes. Such adjustments could boost volumes and conversions, benefiting Zepto through higher commissions and ad revenues.

“For Zepto it is certainly a differentiator and could be a driver for additional revenue not just in terms of the subscription fees that they would charge but the incremental impact it could make on the brand partners’ sales and, by extension, on Zepto’s own overall fees/revenues,” said Dutta.

Still, widespread adoption may depend on how well Zepto supports brand onboarding and data literacy. “It may make sense for Zepto to even assist brand-side personnel in understanding how best to use the new tools and also help them create tangible operational changes on their side using the insights.”

Search behaviour and profiling concerns remain unresolved

Earlier this month, Zepto used search behaviour to curate mood-specific product categories such as “Crampy” and “Hangry,” in response to searches related to premenstrual syndrome (PMS)—a recurring condition affecting many women before menstruation. Critics told MediaNama that this kind of emotional profiling could occur without user awareness or consent.

Zepto’s privacy policy states that it collects lifestyle, health, and behavioural data for personalisation and internal analysis. However, the company does not explain whether it stores inferred data, shares it with brands, or applies it to pricing and promotions.

Whether Atom makes any of this data visible to brands remains unclear.

Why This Matters

Zepto Atom signals a shift in how quick commerce platforms are looking to generate value—not just from delivery, but from the data their ecosystems produce. With tools like real-time dashboards and search-linked behavioural insights, Zepto is turning user interactions into assets for brand partnerships.

The move raises larger questions about where platform growth is coming from. Is the business of quick commerce becoming the business of behavioural data? As brands gain new visibility through Atom, the balance between consumer experience and commercial analytics becomes harder to separate.

MediaNama has reached out to Zepto with these questions:

What specific types of consumer behaviour and purchase data are made available to brands through Atom?
Does Zepto Atom include inferred metrics such as user intent, repeat behaviour, or emotional tagging in its brand-facing dashboard?
Are brands shown real-time access to individual-level trends, or only aggregated cohort-level insights?
Are users informed that their platform activity may be used to generate commercial insights for brands?
Can users opt out of this data being shared with third parties via Atom?

As of publication, Zepto has not responded. We will update the story when we receive a response.

(Published in Medianama)

One Ring That Rules Them All

Devangshu Dutta

January 10, 2017

In this piece I’ll just focus on one aspect of technology – artificial intelligence or AI – that is likely to shape many aspects of the retail business and the consumer’s experience over the coming years.

To be able to see the scope of its potential all-pervasive impact we need to go beyond our expectations of humanoid robots. We also need to understand that artificial intelligence works on a cycle of several mutually supportive elements that enable learning and adaptation. The terms “big data” and “analytics” have been bandied about a lot, but have had limited impact so far in the retail business because it usually only touches the first two, at most three, of the necessary elements.

Elements in Operationalizing Big Data and AI

“Big data” models still depend on individuals in the business taking decisions and acting based on what is recommended or suggested by the analytics outputs, and these tend to be weak links which break the learning-adaptation chain. Of course, each of these elements can also have AI built in, for refinement over time.

Certainly retailers with a digital (web or mobile) presence are in a better position to use and benefit from AI, but that is no excuse for others to “roll over and die”. I’ll list just a few aspects of the business already being impacted and others that are likely to be in the future.

  1. Know the customer: The most obvious building block is the collection of customer data and teasing out patterns from it. This has been around so long that it is surprising what a small fraction of retailers have an effective customer database. While we live in a world that is increasingly drowning in information, most retailers continue to collect and look at very few data points, and are essentially institutionally “blind” about the customers they are serving.
    However, with digital transactions increasing, and compute and analytical capability steadily become less expensive and more flexible via the cloud, information streams from not only the retailers’ own transactions but multiple sources can be tied together to achieve an ever-better view of the customer’s behaviour.
  2. Prediction and Response: Not only do we expect “intelligence” to identify, categorise and analyse information streaming in from the world better, but to be able to anticipate what might happen and also to respond appropriately.
    Predictive analytics have been around in the retail world for more than a decade, but are still used by remarkably few retailers. At the most basic level, this can take the form of unidirectional reminders and prompts which help to drive sales. Remember the anecdote of Target (USA) sending maternity promotions based on analytics to a young lady whose family was unaware of her pregnancy?
    However, even automated service bots are becoming more common online, that can interact with customers who have queries or problems to address, and will get steadily more sophisticated with time. We are already having conversations with Siri, Google, Alexa and Cortana – why not with the retail store?
  3. Visual and descriptive recognition: We can describe to another human being a shirt or dress that we want or call for something to match an existing garment. Now imagine doing the same with a virtual sales assistant which, powered by image recognition and deep learning, brings forward the appropriate suggestions. Wouldn’t that reduce shopping time and the frustration that goes with the fruitless trawling through hundreds of items?
  4. Augmented and virtual reality: Retailers and brands are already taking tiny steps in this area which I described in another piece a year ago (“Retail Integrated”) so I won’t repeat myself. Augmented reality, supported by AI, can help retail retain its power as an immersive and experiential activity, rather than becoming purely transaction-driven.

On the consumer-side, AI can deliver a far higher degree of personalisation of the experience than has been feasible in the last few decades. While I’ve described different aspects, now see them as layers one built on the other, and imagine the shopping experience you might have as a consumer. If the scenario seems as if it might be from a sci-fi movie, just give it a few years. After all, moving staircases and remote viewing were also fantasy once.

On the business end it potentially offers both flexibility and efficiency, rather than one at the cost of the other. But we’ll have to tackle that area in a separate piece.

(Also published in the Business Standard.)

Hyperlocals, Aggregators: Developing the Ecosystem

Devangshu Dutta

January 21, 2016

Aggregator models and hyperlocal delivery, in theory, have some significant advantages over existing business models.

Unlike an inventory-based model, aggregation is asset-light, allowing rapid building of critical mass. A start-up can tap into existing infrastructure, as a bridge between existing retailers and the consumer. By tapping into fleeting consumption opportunities, the aggregator can actually drive new demand to the retailer in the short term.

A hyperlocal delivery business can concentrate on understanding the nuances of a customer group in a small geographic area and spend its management and financial resources to develop a viable presence more intensively.

However, both business models are typically constrained for margins, especially in categories such as food and grocery. As volume builds up, it’s feasible for the aggregator to transition at least part if not the entire business to an inventory-based model for improved fulfilment and better margins. By doing so the aggregator would, therefore, transition itself to being the retailer.

Customer acquisition has become very expensive over the last couple of years, with marketplaces and online retailers having driven up advertising costs – on top of that, customer stickiness is very low, which means that the platform has to spend similar amounts of money to re-acquire a large chunk of customers for each transaction.

The aggregator model also needs intensive recruitment of supply-side relationships. A key metric for an aggregator’s success is the number of local merchants it can mobilise quickly. After the initial intensive recruitment the merchants need to be equipped to use the platform optimally and also need to be able to handle the demand generated.

Most importantly, the acquisitions on both sides – merchants and customers – need to move in step as they are mutually-reinforcing. If done well, this can provide a higher stickiness with the consumer, which is a significant success outcome.

For all the attention paid to the entry and expansion of multinational retailers and nationwide ecommerce growth, retail remains predominantly a local activity. The differences among customers based on where they live or are located currently and the immediacy of their needs continue to drive diversity of shopping habits and the unpredictability of demand. Services and information based products may be delivered remotely, but with physical products local retailers do still have a better chance of servicing the consumer.

What has been missing on the part of local vendors is the ability to use web technologies to provide access to their customers at a time and in a way that is convenient for the customers. Also, importantly, their visibility and the ability to attract customer footfall has been negatively affected by ecommerce in the last 2 years. With penetration of mobile internet across a variety of income segments, conditions are today far more conducive for highly localised and aggregation-oriented services. So a hyperlocal platform that focusses on creating better visibility for small businesses, and connecting them with customers who have a need for their products and services, is an opportunity that is begging to be addressed.

It is likely that each locality will end up having two strong players: a market leader and a follower. For a hyperlocal to fit into either role, it is critical to rapidly create viability in each location it targets, and – in order to build overall scale and continued attractiveness for investors – quickly move on to replicate the model in another location, and then another. They can become potential acquisition targets for larger ecommerce companies, which could acquire to not only take out potential competition but also to imbibe the learnings and capabilities needed to deal with demand microcosms.

High stake bets are being placed on this table – and some being lost with business closures – but the game is far from being played out yet.

Multichannel for Multifold Growth – Panel Discussion at the Delhi Retail Summit 2013

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May 17, 2013

Organised by the Retailers Association of India the Delhi Retail Summit this year (10 May 2013) focussed on multi-fold growth for retailers utilising multiple channels to the consumer, with panel discussions and presentations by industry leaders who shared their experiences in exploiting the opportunities and dealing with the strategic and operational challenges of their varied businesses. Some snippets from the first panel discussion, comprising of the following panelists:

  • Devangshu Dutta, Chief Executive, Third Eyesight (Session Moderator)
  • Aakash Moondhra, Chief Financial Officer, Snapdeal.com
  • Atul Ahuja, Vice President – Retail, Apollo Pharmacy
  • Atul Chand, Chief Executive, ITC Lifestyle
  • Lalit Agarwal, Chairman & Managing Director, V-Mart Retail Ltd.
  • Rahul Chadha, Executive Director & CEO, Religare Wellness Ltd.
  • Sandeep Singh, Co-Founder & CEO, freecultr.com
  • Vikas Choudhury, COO & CFO – India, AIMIA Inc

 

1. Devangshu Dutta, Chief Executive, Third Eyesight (Session Moderator)

 

2. Atul Ahuja, Vice President – Retail, Apollo Pharmacy

 

3. Lalit Agarwal, CMD, V-Mart Retail Ltd.

 

4. Atul Chand, Chief Executive, ITC Lifestyle

 

5. Rahul Chadha, Executive Director & CEO, Religare Wellness Ltd.

A Thousand Miles

Devangshu Dutta

September 4, 2010

The last three years have been a roller coaster ride for food & grocery modern retail in India.

Progressive Grocer’s India edition was launched in September 2007, during what was an excellent series of years for the modern retail trade in the country.

It was a year after the launch of Reliance Fresh, and a few months after the acquisition of Trinethra’s chain of 170 stores by the traditionally conservative Aditya Birla Group. Spencer’s announced its plans to raise capital for expansion, while Food Bazaar together with its value-format non-food twin Big Bazaar already accounted for more than half the Future Group’s sales.

Other than the established corporate groups, new entrants such as Wadhawan were also well into growth through mergers and acquisitions, including their purchase of Sangam, Hindustan Unilever’s experiment at retailing directly to consumers, Sabka Bazaar and The Home Store.

The four largest foreign retailers were also making their presence felt through Walmart’s announcement of a joint-venture with Bharti in August, Tesco’s and Carrefour’s intensive investigations of the market and negotiations with potential partners, and Metro’s announcement of its planned growth to 100 outlets.

The modern retail engine seemed to be chugging along strongly. But there were also spots of trouble in paradise.

Protests against the opening of corporate chain stores were seen in a few states. In some cases state administrations even formally stepped in to ask for closure of corporate chains to avoid civic trouble, and it looked as if the lights were going out even before the party had really started!

Along with the battle between modern and traditional, both sides of the debate on foreign direct investment (FDI) into the Indian retail sector were also ramping up their arguments. There was vocal opposition from emerging large Indian retailers, as well as the small traders group, while investors and some of the prominent retailers championed the cause of foreign investment.

In both debates, international examples of the damage wrought by large or foreign retailers to local economies were quoted by those opposed to corporate retailers. And in both, the developmental aspects of modern retail were quoted by proponents of modern retail and FDI.

At Third Eyesight, in early 2007 we had carried out a study (“From Ripples to Waves”) on the increasing impact of modern retail on the supply chain. Amongst the study’s respondents, both retailers and suppliers had favourable things to say about the growth of modern retail and its impact on the supply chains for various products. There was not just talk of efficiency with fewer layers of transactions and lower costs, but also of effectiveness, with suppliers reporting 10-25% higher per square foot sales in modern retail stores as compared to their displays in traditional independent stores.

After years of resisting the impending changes to their ordering and servicing structures, major Indian FMCG and food brands became busy setting up or strengthening teams focussed on the modern trade or ‘organised’ corporate customers.

The market was rich with format experimentation for food and general merchandise retail, typically between 1,000 sq ft and 10,000 sq ft, but also with a gradual growing emphasis on 20,000-80,000 sq ft supermarkets and hypermarkets.

Literally hundreds of food brands from other countries actively sought to tap into the growing Indian market, and modern retailers offered them a familiar environment and a well-managed platform for launch.

At the same time, plenty of respondents also said that they had not made any significant changes to their business. Either inertia or fear of channel conflict was preventing them from pushing ahead with newer business models.

In short, there was no dearth of action and contradiction, no matter where you looked.

However, towards the end of 2007 and beginning of 2008, we had a sense of foreboding. With the rush to expand the store network to get first to some yet-invisible finish line, both property acquisition and human resource costs were driven up by a feeling of a shortage in both. I recall writing a column around that time, urging retailers to look at store productivity as their first priority (See: Priority #1: Store Productivity, Same Store Growth).

By the middle of 2008 the crisis was evident. There was a lot of square footage, much of it in the wrong places. There were issues with the supply chain for managing fresh and perishables, those very products that drive frequent footfall into a food store. More importantly, the global financial storm had started gathering strength, reducing liquidity in the market and making investors and lenders look more closely at existing business models.

The spectacular meltdown of Subhiksha in 2008, and the more gradual but equally deep impact on other businesses was visible. And worrying. Players as disparate as Reliance, with its ambitious plans to grow into a Rs. 300 billion retail juggernaut, and the Shopper’s Stop premium format Hypercity seem to take a break to rethink.

2008 and 2009 were years that I am sure many retailers would like to forget, but they were also very valuable. Some people have compared these years to the churning of the ocean (manthan) by the devas and the asuras in Indian mythology, with the deadly poison halahal coming to the surface before the divine nectar amrit could be reached.

In these two years, we have seen stores closed, formats changed, and organisations made slimmer. Store staff have discovered how to live with small changes like higher ambient air-conditioning temperatures, and are learning the more important science of higher transaction values, even with leaner inventories. Management teams are becoming more accustomed to looking at retail metrics other than only sales growth that could be achieved from new square footage. Vendors are finding newer ways to make their brands more relevant to consumers and to the retailers.

More importantly, these years have also underlined the importance of India as a growth market to non-Indian companies.

2010 so far seems a far happier year. Income and GDP growth figures look much healthier. Real estate inventories in malls that were not released in 2007-2009 are coming on the market, many at terms that are more favourable than earlier. Retailers’ financial results look healthier.

There could always be the temptation to rush headlong into growth again. But I don’t think food retailers or their vendors should drop their guard yet.

The coming months and years need significant sharpening up of customer insight, merchandise and inventory planning capabilities and supply chains. Operational assessments, analytics, organisational capability building, are all tools which will need to be looked at closely.

We are at the cusp of the next growth curve, as the population grows and matures, and the market become more sophisticated.

Though the large-small, local-foreign debate isn’t closed yet, the much-awaited approval from the government to allow foreign investment into multi-brand retail businesses may be around the corner.

Even if FDI doesn’t happen immediately, the majors are already in or preparing to enter and ride the consumption growth that will logically happen. In addition to its support to Bharti’s Easyday chain, Walmart has launched its cash and carry operation, Bestprice. Carrefour reportedly is looking to open its first Indian (wholesale) outlet by November in New Delhi on its own, even as rumours of a partnership with the Future Group fly thick and fast. And Tesco is steadily steaming ahead with the Tata group.

And practically every month we are seeing new products and even new brands being launched by Indian and non-Indian companies.

An old saying goes: the journey of a thousand miles begins with a single step.

From the tumultuous events of the last three years, it seems that the Indian food retail sector must have travelled at least a few hundred miles already. In one sense it has. Many of the developments that we’ve seen in three years would have taken at least a couple of decades in the more mature markets.

However, in another sense, the food and grocery modern retail sector in India has only taken the first few steps, with much to be accomplished still. The sector remains fragmented, and wide swathes of the market are yet to be penetrated – not just by modern trade, but even by brands that already supply traditional retail. The blend of players and business models, not to forget the spicy regional mix of different market segments, promises valuable lessons not only for those in India but potentially for other markets in the world.

There are very big questions seeking answers. How to improve agricultural productivity so that food security is ensured. How to save the abundant harvests rather than letting them rot in unprotected storage dumps. How to ensure adequate calories and nutrition get delivered not just to the wealthy and the middle class, but also to the poorest in the country.

On the retail side, the Indian versions of Walmart, Carrefour and Tesco are possibly still in the making, and may yet surprise us with their origins and growth stories. And e-commerce is a work-in-progress that may be the dark horse, or forever the black sheep.

I think the big stories are yet to unfold, and the unfolding will be exciting, whether we are just watching or actively participating in the modernisation of the Indian food retail business.