Everyone Measures CAC, But Who’s Counting CFC?

Devangshu Dutta

June 30, 2025

In every strategy meeting today, one metric is invariably mentioned: Customer Acquisition Cost (CAC). Whether you’re a well-funded corporate retailer, or raising your first angel round, or a well-established digital duopolist brand scaling Series C, CAC is one of the key performance metrics. “Real” spend that is neatly broken down by channel, optimised by funnel tweaks, scrutinised to the last rupee or dollar.

But there’s a metric we almost never hear about that could be costing brands far more in the long run.

Let’s call it Customer Forfeiture Cost (CFC), the residual lifetime value that is lost when a customer walks away from your business not because of price, competition, or even shifting needs, but because of a “burn”: a delivery missed or messed up, a refund that took weeks, an arrogant customer service call, or a product that failed spectacularly against the promise. In other words, when your brand hurts someone enough to make them walk away. Probably for ever.

It’s a paradox: brands are pumping thousands of crores into acquiring users, but they’re bleeding value at the other end. Yet, while CAC is a line item in every financial statement, CFC is invisible in management dashboards. CEOs don’t announce, “We’ve cut our forfeiture cost by 20% this quarter.”

Yet. every CXO knows it exists. The NPS scores, the social media complaints, the “never again” comments in reviews, the sinking feeling when repeat purchase rates fall.

Why CFC Matters More Than Ever

In every business, during the early stages each sale is a victory. Whether it was the retail chains that grew in the 1990s and early-2000s or the digital upstarts that came up through 2010s and 2020s, scale has been the mantra, and investors have poured money into scaling through the growing consumption of India 1 and India 2 customers.

Today customer acquisition isn’t cheap. The same person who clicked impulsively in 2020 now thinks twice before confirming payment. In this landscape, retention isn’t optional, it’s existential.

Every lost customer isn’t just a refund processed, or a cart abandoned. It’s the long tail of future repeat purchases that will never happen, negative word of mouth and brand distrust in the customer’s circle of influence, and increased future CAC due to declining organic reach.

Way back in 1967, management consultant Peter Drucker wrote in his book “The Effective Executive”: “What gets measured, gets managed”.

Today your CAC may be Rs. 500-1,000. If the average customer life time value (LTV) is Rs. 10,000, and a single burn causes churn after just one order worth Rs. 2,000, your CFC is Rs. 8,000, and that doesn’t even include reputational spillover.

Why We Don’t Measure It

Yes, CFC is hard to quantify. It’s not as easily attributable as ad spends. There’s usually no neat model telling you why someone never returned, because tech stacks aren’t typically designed to track emotional exits. And let’s face it, introspection about broken relationships is uncomfortable, even for management teams.

But that doesn’t mean it’s not real. If a customer leaves because your delivery executive messed up, or because your app crashed during checkout twice in a row, that’s on you, not the market. And in a business climate where sustainable growth is the mantra, LTV is king.

Ignoring CFC is like watching your roof leak and blaming the rain.

Toward a New Discipline

Brands and retailers must start measuring CFC, the value lost when customers disengage due to friction, mistrust, or neglect, and then start working on reducing it. This can be done by:

  • Tracking negative exits: Build feedback loops for poor customer satisfaction scores, refund requests, support escalations, and analyse their downstream effect on churn.
  • Building burn indicators: Assign internal scores to incidents where customers express betrayal or frustration, and combine qualitative feedback (customer calls, social posts) with purchase history to gauge how and when you lost someone.
  • Incentivising retention, not just acquisition: Perhaps most important, align teams across functions, not just marketing, to reduce friction and foster delight. Your logistics, tech, and customer service teams are as responsible for growth as your ad agency.

The Competitive Edge We’re Not Using

In a crowded space where everyone’s vying for eyeballs, trust is the true moat. Customers don’t expect perfection – they do expect accountability, authenticity, and recovery when things go wrong.

Brands that understand and act on Customer Forfeiture Costs will quietly start building a powerful edge: deeper brand loyalty, lower CAC over time thanks to referrals and repeats and greater lifetime value per user.

In other words, real, compounding value.

As the Indian brand ecosystem matures, Customer Forfeiture Cost needs to be as visible and valued as CAC. Acquisition is the invitation; experience is the relationship. Relationships, once broken, are expensive to rebuild; if they can be rebuilt at all.

In the end, growth isn’t just about who comes in. It’s about who stays, and why.

(Written by Devangshu Dutta, Founder of Third Eyesight, this was published in Financial Express on 2 July 2025)

How Zomato’s Opaque Ad Model Is Squeezing Small Restaurants’ Margins and Forcing Unsustainable Spending

admin

June 5, 2025

Aakriti Bansal, MediaNama
June 5, 2025

A restaurant owner recently took to X (formerly Twitter) to publicly slam Zomato for “mystery charges” and unauthorised ad placements, reigniting concerns over how the platform treats its small business partners. The tweet, accompanied by screenshots of the restaurant’s earnings dashboard, claimed that despite months of listings, his restaurant received zero payouts, and Zomato allegedly ran ads without his consent.

“Dear @zomato @deepigoyal I’m finally pulling my restaurant off your platform. Congrats! Your mystery service charges, surprise ad placements (without consent), and a POC who ghosts like it’s a talent show—truly inspiring. Small outlets deserve better,” restaurant owner Manish posted on X, under the username @maniyakiduniya.

Zomato responded: “We hear you! As mentioned earlier, please share your restaurant ID with us via DM, so that our team can get in touch with you.”

The post has struck a chord among restaurant owners who say Zomato’s ad model bleeds their business dry. In conversations with MediaNama over the week, two restaurant owners and a former manager with Zomato independently confirmed that the platform’s advertising system leaves little room for transparency, choice, or sustainable profit.

The names of the restaurant owners and the former Zomato manager have been withheld to protect their anonymity.

Forced Ad Spending and Diminishing Returns

Restaurant owners say visibility on Zomato is tightly tied to how much they spend on advertising.

“If you don’t run ads, your restaurant won’t even show up unless someone searches for you by name,” one owner told MediaNama. He further added, “From what I’ve seen, the top 10 restaurants you see when you open Zomato are all paying for that spot.”

Even ratings and reviews don’t help. For instance, if a user searches for ‘noodles’, only those who have paid for the ad category will show up in the list.

Restaurant owners explained how the ad budget starts small, around Rs. 300–400 per week, but grows rapidly. In one case, as seen by MediaNama in a restaurant’s ad dashboard, spending jumped from Rs. 9,000 to Rs. 15,000 per week in just two to three weeks.

“Some are spending Rs. 18,000 to Rs. 20,000 weekly now on ads just to stay afloat,” an owner explained, noting that these costs are hard to bear for restaurants with weekly sales as low as Rs. 2,500.

“When everyone is pushed to advertise just to stay visible, it raises serious questions about how fair the competition is on the platform,” they said. “It’s not about food quality or ratings anymore, it’s about who pays more,” they added.

A screenshot shared by a restaurant owner showing a decline in sales from ads, offers, and orders with applied discounts, highlighting concerns over the effectiveness of Zomato’s advertising model.
Click Charges with No Sales

Zomato charges restaurants based on clicks, not conversions. This means a restaurant is charged whenever a user taps on its listing after seeing a sponsored ad, regardless of whether the user places an order.

One owner explained, “A single click can cost around Rs. 6. Even if a customer just views the restaurant by clicking on it and doesn’t buy, that money is deducted.” He showed a dashboard with 4,877 clicks – most of which occurred before noon – but no conversions. “They exhaust our daily limit by 12 PM and then tell us to increase ad budgets,” he added.

Another restaurant owner echoed similar concerns in a Reddit conversation reviewed by MediaNama. The owner stated that Zomato counts a ‘visit’ even when a user scrolls past an ad and places an order a day later. “That is on purpose,” he wrote, calling the model “scammy for sure”. He also confirmed that restaurants receive no detailed data on who placed orders via ads versus organically.

Furthermore, the owner noted that Zomato lacks a clear grievance redressal mechanism for ad-related issues, as complaints are often ignored by a restaurant owner’s point of contact.

“There’s no formal audit or independent review if an ad campaign fails,” he said.

The Legal Escape Hatch: You Signed the Contract

Restaurant owners say Zomato deducts ad spends automatically, citing terms buried in the onboarding agreement – terms many admit they didn’t fully understand before signing. Once enrolled, there’s no clear way to pause or cancel.

“There’s no way to opt out once it starts, and no refunds either,” one merchant said. “Zomato just says, ‘You came to us,’ whenever we raise concerns,” he added.

But is this consent truly informed? “It’s a honeytrap,” the merchant said. “There’s no other option but to keep spending on ads if you want to stay relevant on the platform,” he explained.

Price Parity, Platform Pressure, and Squeezed Margins

Another major source of concern is Zomato’s price parity push. According to one owner, the company convinced restaurants to upload their table-rate menu on the platform by offering to lower commission fees. However, this strategy has backfired for many.

“They promised lower commission if we maintained the same prices online and offline. But now we pay Good and Services Tax (GST), high commissions, and ad spends on top of that. Our margins are cut down to 5–10%,” he said. Commissions alone can go up to 35–40% every month, forcing smaller restaurants to comply just to remain competitive.

In effect, merchants are footing the bill for everything: discounts, ads, visibility, and commissions, while Zomato gains from each layer.

Coupons and Data Obscurity

The dashboard Zomato offers shows data like clicks and visits, but it hides key financial insights that would help merchants make informed decisions. “They will show you how much you sold, but not how much you are paying to the platform,” one owner said.

Restaurant owners also said they have little to no control over how Zomato spends their ad budget. “We don’t know when our ads are shown, or to whom. There’s no data on which campaign worked better, or what to change,” one merchant said. Without visibility into targeting and performance strategy, many feel they are blindly spending in hopes of visibility.

Coupon codes, too, are deducted from the restaurant’s share, even if the platform offers them without informing the merchant. “Whatever discount a customer sees, it’s cut from our side. Zomato’s share is tiny, about 15%. We bear the rest,” the merchant added.

If a platform issues discounts unilaterally but bills restaurants for them, is that a fair bargain?

Opaque Categories and Manipulated Targeting

Merchants also highlighted how Zomato divides ad rates by cuisine categories — North Indian, Chinese, etc. — and even by customer frequency. “There are eight to 10 customer categories, each with a different ad rate,” an owner said. “Frequent buyers are more expensive to target”, he added.

The platform nudges merchants to buy targeted ads by showing graphics and dashboards that suggest potential boosts. But when profits drop, and merchants reach out, they are told that competition has increased significantly since they last got in touch with Zomato and they should spend more.

“It’s a vicious cycle. They’ll say: ‘Try a brand title ad or pay Rs. 300 extra to reach daily customers.’ The game never ends,” revealed the restaurant owner.

Inside Zomato: How Ads Shape Visibility

A former Zomato manager told MediaNama that restaurants not running ads don’t get deliberately penalised, but they do end up losing visibility. “Those who run ads automatically rise in rankings. So the others fall behind,” he said. Even a high-rated restaurant may slip if competitors outspend it.

For context, how much a restaurant pays for ads often depends on their rapport with the specific Zomato account manager and their business goals. “If a restaurant wants aggressive growth, we push it to the top line: high spend, high return. Others stay in the down line: lower investment, slower scale,” he said.

Ad pricing, he said, is not standardised. “It varies depending on what the manager thinks the client can afford and how much they are willing to push.”

He added that Zomato’s discovery algorithm changes every five to six months, which makes it difficult for restaurants to adapt or plan long-term. “The idea is to keep the system rotating so one client doesn’t dominate.”

Performance tracking for restaurants, he said, is mostly transparent except for one missing piece: acquisition data. “Zomato doesn’t show how many customers came through advertising. That’s where it becomes murky.”

He admitted Zomato doesn’t intervene if a restaurant complains about bad ad results. “It depends on the manager’s willingness but hardly anyone did it because of too many internal disputes on this issue.”
Why Ad Revenue Matters So Much

Ad revenue, the former Zomato manager said, is especially crucial in Tier 2 and Tier 3 cities.

“In big cities, order values are high, so aggregators can survive on commissions. But in smaller cities, ad income is the main driver as the order values are comparatively low”, the former manager added.

Zomato’s Q4FY25 Shareholders’ Letter reflects this reliance: the company’s advertising and sales promotion expenses rose to Rs. 1,972 crore on a consolidated basis in FY25, up from Rs. 1,432 crore in FY24. While these are expenses borne by the platform, they highlight how advertising has become a structural lever in both customer acquisition and revenue generation.

Elsewhere, an HDFC Securities report states that quick commerce companies have theoretical levers to improve margins, such as increasing take rates, including higher ad income. It also observes that Blinkit would need to improve its take rates from 18.5% to 22% to reach a 5% adjusted EBITDAM (Earnings before Interest, Taxes, Depreciation, Amortisation, and Management Fees), with ad revenue identified as a key lever to meet that target.

However, the report notes that heightened competition may keep some of these levers non-operational.

Zomato‘s Response

In response to MediaNama’s queries, a Zomato spokesperson shared the following statement:

“All marketing collaborations such as ads, promotions, and discounts etc., as well as commercials, are mutually discussed with our restaurant partners before being switched on, switched off or modified. Our multi-factor authentication system ensures that partners retain full control and give explicit consent which is registered before any changes go live. We also maintain robust escalation mechanisms, allowing partners to raise concerns and receive prompt, satisfactory resolutions through the Restaurant Partner App as well as centralised helpline numbers.

We continue to see restaurants having confidence in our partnership and are taking a proactive step to improve and enhance our interactions and processes. For our smaller restaurant partners, we work extra hard to make it easier for them to grow with us. There are always opportunities to improve and we are committed to working on them, on-time.”

While Zomato says it maintains robust escalation mechanisms and explicit partner consent, restaurant owners who spoke to MediaNama described a different reality: one of automatic deductions, limited control, and opaque ad operations.

What Zomato’s Policy Says and Doesn’t

According to Zomato’s Sponsored Listing Service terms, merchants are expected to make full payments in advance. Refunds are not guaranteed, and Zomato has full discretion on ad placements, sizes, and category changes.

The company “assumes no liability or responsibility for any… click frauds, technological issues or other potentially invalid activity that affects the cost of Service.” It also “does not warrant the results from use of Service, and the Merchant assumes all risk and responsibility.”

The Sponsored Listing Service terms grant Zomato broad rights to use merchant content, brand names, and logos, while limiting the company’s liability to the amount of fee paid during a term. These terms become legally binding once the Service Request Form (SRF) is signed.

While Zomato offers a merchant dashboard to track visits, it does not disclose the full breakdown of how ad money is being spent or how much value is being returned. One merchant noted that visibility data only started appearing in the last five to six months. Before that, they had no metrics at all.

Swiggy’s Self Serve Ads: A More Transparent Model?

Swiggy says its ad platform puts control in the hands of restaurant partners. Through the Self Serve Ads tool, restaurants can create their own campaigns, adjust daily spends, and track how those campaigns perform. The company promotes the tool as flexible and cost-effective, with no upfront payments.

The onboarding process is laid out step-by-step: restaurants upload documents like GST and Food Safety and Standards Authority of India (FSSAI) certificates, complete Know Your Customer (KYC), and sign a Partnership Agreement after a verification visit from a Swiggy representative, As per Swiggy, commissions are based on location and whether a restaurant opts for extra promotions.

Compared to Zomato’s Sponsored Listings model, which some restaurant owners say they didn’t fully understand when signing up, Swiggy’s approach looks more structured and consent-driven, at least on the surface.

But that clarity doesn’t always hold up. One of the restaurant owners told MediaNama that Swiggy’s model isn’t entirely different from Zomato’s. “You have to pay them if you want your restaurant to show up in search. It’s the same thing, just framed differently,” the owner said, suggesting that visibility on the platform often comes at a cost, regardless of how the ad system is marketed.

Advertising as a Structural Lever in Quick Commerce

Restaurant owners have flagged the rising costs and opacity of advertising on platforms like Zomato. But industry research shows that this isn’t just a revenue stream but it’s central to how delivery platforms, especially in quick commerce, are designed to operate.

A September 2024 report by CLSA, titled App-racadabra- Magic Behind Instant Delivery Liberating Customers, found that ad revenue makes up around 3.5% to 4.5% of gross merchandise value (GMV) on Zepto. That figure is only expected to grow as more brands start recognising the significance of quick commerce.

Interestingly, Zepto doesn’t just run ads for brands that sell on its platform. It also allows companies to advertise even if they aren’t listed, using spaces like the order tracking page, according to the report.

Quick commerce platforms can also use past purchase data to deliver more targeted ads and push higher-value products – what the report calls driving “premiumisation” of fast-moving consumer goods (FMCG).

Zomato’s quick commerce arm, Blinkit, is expected to lean heavily on ads to hit profitability targets. CLSA notes that Blinkit’s margins could eventually exceed those of food delivery, given the larger potential for ad revenue and the shift toward higher-margin categories.

The report adds that quick commerce is especially useful for smaller or direct-to-consumer (D2C) brands. These businesses can tap into a pan-India audience without having to build their own distribution networks.

The CLSA findings reinforce how advertising isn’t just about visibility, but it is baked into the business model. As margins tighten, discovery on these apps is no longer organic but paid.

Expert View: Power, Visibility, and Platform Dependence

These patterns mirror broader trends across retail and platform ecosystems, not just food delivery.

Devangshu Dutta, the Founder and Chief Executive of specialist consulting firm Third Eyesight, told MediaNama that these dynamics are not unique to Zomato or even food delivery.

“Advertising and promotion focussing on specific brands or products is standard across various platforms and formats. It is an outcome of the balance of power between the platform and the supplier brand, and is equally true of physical retail chains, online marketplaces and aggregation platforms such as Zomato,” he said.

Brands or restaurant chains with deeper pockets tend to secure greater visibility—whether through premium shelf space in physical stores or prominent placements like sponsored listings and banners on delivery platforms.

“Demand-side concentration inevitably favours larger suppliers and brands who can fund visibility, whether it is through endcap displays in a retail aisle or sponsored banners or top-of-search-list positions on an app,” Dutta stated.

However, he noted that some established brands may choose to bypass platform dependence altogether.

“If brands are well-established or have other means to ensure that their message and product reaches the target consumer, they may choose to opt out of the channel, as many restaurants have done with Zomato and Swiggy,” Dutta explained.

How Can Restaurants Push Back?

In the context of restaurants displaying resistance to food delivery apps, one of the restaurant owners said that small restaurants need to come together.

“There should be local unions who can stand up to Zomato. And there should be a blanket rule on how much ad spend is allowed, so merchants don’t fall into this trap,” the owner said.

He added that Zomato seems to earn more from merchants than from customers. “Whatever we pay to be visible, it all goes into the platform’s pocket”, he explained.

Further, he argued that without collective action, individual pushback rarely works. “The minute we stop ad spend, our listings drop to the bottom. So we need to walk together. If even 30% of merchants stop ads at once, it will force a reaction.”

Why This Matters

As India’s online food delivery market continues to grow, so does the reliance of small businesses on platforms like Zomato. However, these platforms are acting as gatekeepers by deciding who gets seen, how often, and at what price.

By tying discovery to opaque algorithms and costly ad spends, they tilt the playing field in favour of businesses that can afford to pay more. In such a system, can small restaurants survive?

And the issue goes beyond advertising. Zomato recently paused its 50:50 refund-sharing policy after public backlash and partner complaints. Restaurant owners said the company auto-enabled the policy and deducted money without consent or clear explanation. As with ads, there was no transparent opt-out process or formal appeal.

Together, these practices raise broader concerns: Should platform-led monetisation come with stricter disclosure norms? Can regulators step in to ensure pricing fairness and transparency in merchant contracts? And what role can merchant collectives play in counterbalancing this power?

For now, many restaurant owners feel caught in a system that offers visibility and participation at a cost they cannot afford and exit without impact.

(Published in MediaNama)

How Swiggy & Zomato Are Hitting The Brakes In The Race To Be Everything Everywhere All At Once

admin

May 25, 2025

Gargi Sarkar, Inc42

25 May 2025

SUMMARY: Swiggy and Zomato are scaling back non-core bets such as 10-minute food delivery, private labels, and event logistics to sharpen focus on core businesses and improve profitability. Both companies are betting on platform fees and selective verticals like quick commerce and ticketing, but analysts warn that financial discipline, not endless expansion, is key to long-term sustainability. The foodtech duo is stuck in a balancing act of rationalising what works and doesn’t. However, going ahead, this rationalisation game is only going to get more pronounced as they will strive to shield their core bread and butter businesses

For foodtech giants Swiggy and Zomato (now Eternal), the last few years have been about engaging in a battle for expansion, so much so that it has become difficult to tell them apart.

From quick commerce and cloud kitchens to intercity food delivery and even selling tickets for events and concerts, the two companies appear to be aping each other’s every move to be everything everywhere all at once.

However, what began as a bold bet to dominate every possible vertical falling under the ambit of food, lifestyle and entertainment is now undergoing a major course correction.

For starters, both are reconsidering their blitzkrieg, and while at it, they are gracefully stepping away from non-core bets, diluting underperforming or experimental units to focus on core operations to drive profitability.

For context: Zomato, which once saw the future of food logistics in ultra-fast deliveries, gave up on its 15-minute food delivery service, Quick, four months after its launch in January. It has also pulled the plug on its home-made meal service, Zomato Everyday. Tailored for office-goers and budget-conscious consumers, the service was floated in January 2025.

Swiggy, too, has made similar retreats. It suspended Swiggy Genie, its courier and pick-up-and-drop service that had gained popularity during the pandemic. The company also gave up on its private label food business by entering a strategic agreement with Kouzina, a chain of virtual restaurants, granting it exclusive rights to operate Swiggy’s digital-first food brands.

So, what has triggered this metaphorical fission in strategy?

One possible reason could be the growing realisation that profitability hinges on diversifying smartly rather than untamed expansion.

A market analyst, who did not wish to be named, pointed out that the duo’s attempt to rule their customers’ wallets for everything from food to groceries and entertainment to lifestyle has been quite ambitious. “The course correction was overdue,” the analyst said.

He believes that foodtechs are now forced to burn the visceral fat in the form of non-core businesses because those have been slowing them down, also eating into the revenues of core businesses and impacting operational efficiencies.

“Moreover, the more the segments, the higher the chances of operational hiccups. Managing logistics, customer experience, and quality control across a wide array of verticals inevitably leads to fragmentation and strain on core operations,” he added.

State Of Eternal Affairs: Zomato’s Diversification Saga

Eternal’s push to transform Zomato into a broader lifestyle platform in 2024 was not only about ambition but also a strategic response to a slowing core business — food delivery, according to industry observers.

Also, a glance at the table below reveals how the company has seen a marginal QoQ increase in its monthly transacting users.

In terms of monthly transacting customers, Zomato’s food delivery growth began strong with a 6.84% QoQ jump in Q1, but momentum quickly slowed, and Q2 saw only a 1.97% sequential rise, followed by a slight decline of 0.97% in Q3. This dip signalled stagnation, and although Q4 showed a mild recovery (1.95%), overall FY25 growth of the company’s monthly transacting users (food delivery) was modest at just 2.96%

Interestingly, Eternal founder and CEO Deepinder Goyal, too, acknowledged a slowdown in the company’s food delivery business while announcing the company’s Q4 FY25 results. He said the slowdown was due to rising competition from quick commerce platforms and weak discretionary spending. Goyal added that services like Zepto Cafe, Swiggy Snacc, and Blinkit Bistro, too, were eating into demand for restaurant deliveries.

In terms of Zomato’s food delivery numbers, average monthly transacting numbers grew to 20.9 Mn in Q4 FY25 from 20.5 Mn in Q4 FY24. Net order value (NOV) growth also remained subdued at 14% YoY versus the 20% YoY growth guidance.

Hence, the company was under pressure to unlock new revenue streams. Blinkit’s success became the reference point, and the company started envisioning similar success stories with other verticals too, a former Zomato employee said.

This was when the company got engulfed in the wave of diversification, paving the path for Zomato’s yet another bold move (besides Blinkit) — the INR 2,078 Cr acquisition of Paytm’s movies and events ticketing business, Insider, in August last year.

The acquisition that was planned with the launch of the ‘District’ app meant but one thing — declaration of war against BookMyShow, the lone behemoth in the realm of the entertainment ticketing segment. Even the company knew the path wouldn’t be all rainbows and sunshine.

In its Q4 FY24 earnings call, the management acknowledged that while the gross order value (GOV) of the going-out vertical continues to grow at over 100% YoY, the business still operates at an adjusted EBITDA loss of -2 to -2.5% of net order value (NOV).

Besides, given that the transition of users from Paytm’s ticketing business and Zomato’s dining out platform to the District app requires sustained investment, the company doesn’t expect the business to turn profitable in the near term.

But Zomato expects losses to eventually see stability at current levels.

“However, even with plateauing losses, the company will have to keep spending on creating supply. This means: curating new event experiences, forging partnerships and acquiring new users for the District app… and all of this translates into one thing — prolonged burn,” the market analyst added.

Moving on, Zomato’s ambition to become a lifestyle super app didn’t just manifest into flashy verticals like events, entertainment, and ticketing — it also showed up in its renewed aggression in food delivery, the very space where it first made its name.

Therefore, Zomato began piloting a 15-minute food delivery service in select parts of Mumbai and Bengaluru early this year.

But the company now finds the initiative extremely difficult to operationalise as it has failed to generate incremental demand.

“Customers do not necessarily want food fast, they just want it reliably. A 10-minute turnaround without full control over the supply chain leads to poor customer experiences, operational stress, and negligible upside. Instead of delighting users, it makes the company vulnerable to inconsistent quality and frequent delays,” a Zomato insider added.

Satish Meena, the founder of Datum Intelligence, opined that without controlling the entire supply chain, delivering food items within 10 to 15 minutes cannot be a profitable proposition.

Swiggy’s U-Turns

In 2024, also the year of its public listing, Swiggy aggressively expanded its service offerings, launching several new verticals to diversify beyond its core food delivery business.

Among the most prominent launches was Bolt, a 10-minute food delivery platform. Initially launched in Bengaluru, Chennai and Mumbai, Bolt quickly expanded to over 400 cities, with over 40,000 restaurants, including KFC, McDonald’s and Starbucks.

To complement Bolt, Swiggy introduced Snacc, a separate app for instant delivery of snacks, beverages, and small meals within 15 minutes.

Continuing to diversify its portfolio, Swiggy launched Pyng, an AI-powered platform that bridges users with verified experts like yoga teachers or chartered accountants.

With this, Swiggy marked its entry into the on-demand services marketplace, making professional services easier to access.

Apart from these customer-facing services, Swiggy also entered events via Scenes and the B2B space with Assure, to keep pace with Zomato.

Interestingly, Swiggy, too, has begun consolidating its operations. The company has shut down Genie, its hyperlocal courier business, which competed with Porter, Borzo and Uber.

According to a competitor, sourcing delivery riders specifically for packages is a challenge, particularly in cities like Bengaluru. For Swiggy, which was already managing fleets for food delivery and quick commerce through Instamart, sustaining a separate rider network for Genie only added to the complexity.

In another such move, Swiggy exited its private label food business by transferring exclusive rights for its digital-first brands, including The Bowl Company and Homely, to cloud kitchen operator Kouzina.

Balance Sheet Blues

Imperative to highlight that the rollbacks by Zomato and Swiggy are rooted in the growing pressures on their respective balance sheets.

After diversifying at a breakneck speed, they are now faced with the hard realities of cost structures that don’t always align with revenue potential.

In Q4 FY25, Zomato and Swiggy both reported robust top-line growth. Zomato’s revenue surged to INR 5,833 Cr, largely buoyed by its three core pillars — the food delivery business (INR 1,739 crore), Blinkit’s quick commerce arm (INR 769 Cr), and Hyperpure, its B2B supply chain vertical, which posted a 99% YoY growth in revenue to INR 1,840 Cr.

However, despite the momentum, the company’s net profit declined sharply to INR 39 Cr in the quarter, largely thanks to ongoing investments in Blinkit and newer bets like the ‘District’ lifestyle app.

Meanwhile, Swiggy clocked INR 4,410 Cr in revenue in Q4, up 45% YoY, but saw its net loss nearly double to INR 1,081 Cr. The widening losses were fuelled by surging operational expenses.

“All of this explains the strategic pullbacks witnessed lately, Swiggy exiting Genie and private labels, Zomato pulling the plug on services like Quick and Legends. The rationalisation marks a reset, indicating that while growth via diversification was necessary, financial discipline and profitability are in the spotlight,” the market analyst said.

Platform Fee To The Rescue… But For How Long?

While it won’t be easy for Zomato and Swiggy to suddenly change course, the future of these two foodtech giants is all about heading towards a more focussed set of revenue streams driven by value rather than FOMO.

In the process, both foodtech giants appear to have struck gold with the platform fee, which has grown from just INR 2 in 2023 to INR 10 today.

But the real question is: Can rising platform fee help the duo neutralise the impact of aggressive expansion? Or is rationalisation the only way forward?

Devangshu Dutta, the founder of Third Eyesight, thinks otherwise. He believes that the companies will not stop looking for new revenue streams, even as they will continue to amputate the ones that offer little value.

“All of these companies have to look for growth, which is a given. If their existing businesses are not delivering the kind of growth they need to justify their stock price or valuation, then they have to look at new avenues.”

According to him, we are bound to see a flurry of experiments, trials of different services and new verticals as these companies attempt to expand their addressable markets.

At the end of the day, the foodtech duo is stuck in a balancing act of rationalising what works and doesn’t. However, going ahead, this rationalisation game is only going to get more pronounced as they will strive to shield their core bread and butter businesses.

[Edited by Shishir Parasher]

(Published in Inc42)

India’s richest man can’t crack e-commerce, even with Shein

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May 23, 2025

By Kunal Purohit and Ananya Bhattacharya, Rest of World
Mumbai, India, 23 May 2025

Online retail continues to elude India’s richest man.

The Shein India app, launched by Mukesh Ambani’s Reliance Retail in partnership with the Chinese fast-fashion giant, has struggled to gain traction in a market where Amazon and Walmart have been fighting neck-to-neck for nearly a decade. Downloads for Shein India nosedived from 50,000 a day shortly after its launch in early February to 3,311 in early April, according to AppMagic, a U.S.-based app performance tracker.

In April, when U.S. tariffs hit China, the app saw renewed interest as it was in the news, but experts are unclear on whether this growth is sustainable.

“Unlike earlier times, now … [the] market is saturated with multiple options and offers, and user interest can quickly dwindle,” Yugal Joshi, partner at global research firm Everest Group, told Rest of World.

Kushal Bhatnagar of Indian consulting firm Redseer, however, sees the late-April spike as a healthy sign, given that Reliance has yet to run paid marketing campaigns for Shein.

Reliance Retail declined to respond to Rest of World’s queries about its partnership with Shein.

Reliance launched Shein for India five years after the original Shein app was banned in the country over border tensions with China. But the Shein that has returned is entirely separate from Shein’s global platform: Rather than selling made-in-China clothes and accessories directly to consumers, Shein now operates as a technology partner, while Reliance Retail handles the heavy lifting — from sourcing and manufacturing to distribution. All consumer data is managed by the Indian company.

The partnership is part of Ambani’s broader effort to overhaul his retail business, whose valuation fell to $50 billion in 2025 from $125 billion in 2022. Although the company has made a push into digital platforms like JioMart, Ajio, and most recently Shein India, the bulk of its retail revenue still comes from its 18,000 physical stores.

Lagging behind Amazon and Walmart-backed Flipkart, which together control nearly 60% of India’s e-commerce market, Reliance has spent years trying to break into the sector. Between 2020 and 2025, Ambani’s group acquired majority stakes in companies spanning digital services, online pharmaceuticals, and quick commerce. But the investments have yet to position Reliance as a serious challenger to Amazon and Flipkart.

Analysts say the Indian behemoth hopes to leverage Shein’s artificial intelligence-powered trendspotting and automated inventory systems to pursue an ambitious goal: capturing a major share of India’s e-commerce market, projected to hit $345 billion by 2030.

According to Kaustav Sengupta, director of insights at VisionNxt, an Indian government-funded initiative that uses AI to forecast fashion trends, such a model is likely to make good use of Reliance’s humongous customer data sets: more than 476 million subscribers for its Jio telecom brand, 300 million users for e-commerce platform JioMart, and 452 million subscribers for its news and entertainment portfolio, consisting of 63 channels, a streaming service, and digital news outlets.

“With these data points, Reliance wants to now sell fashion products, so all it needs is a system where it can feed all these data points,” Sengupta told Rest of World. He said the model would be able to predict best-selling products and suggest the right prices for them.

The original Shein app uses AI-driven models for intelligent warehousing and to spot customer trends before manufacturing a new product. It scales the manufacturing up or tweaks the designs based on the feedback. At any given time, the Shein website has a catalogue of more than 600,000 items. Its Indian iteration does not match up, according to reviews on the Google Play store. Several customer reviews for Reliance’s Shein app are critical of higher prices and reduced options. The app’s rating hovered at 2 out of 5 until February; in May, it climbed to 4.4, but reviews were still a mixed bag.

Reviews of the Indian app highlight the disparity with Shein’s global version, criticizing higher prices and a reduced selection of categories and styles.

As of April 25, Reliance Retail said only 12,000 products were live on Shein India, a stark contrast to the 600,000 items available on Shein’s global platforms. While Shein is reportedly set to debut on the London Stock Exchange this year, Ambani’s years-old promise to take Reliance Retail public remains unfulfilled.

Reliance Retail, which accounts for around 30% of the conglomerate’s overall business, is facing a slowdown in annual growth. Its sales rose just 7.9% in the fiscal year ending March 2025, down from 17.8% the previous year. Meanwhile, shares of rival Tata Group’s retail and fashion arm, Trent, have soared by 133%.

“Reliance would have looked at reviving that momentum and riding on it, while for Shein, adding India back on its portfolio of markets could be a plus point before its proposed public listing,” Devangshu Dutta, founder of Third Eyesight, a brand management consultancy that has worked with various global e-commerce brands including Ikea, told Rest of World.

A Reliance Retail official privy to information about its fast fashion expansion plans told Rest of World the partnership with Shein also hinges on global manufacturing ambitions as the Chinese company is trying to “source its products from other countries like India” to meet the “additional demand that is coming from newer markets.” Reliance Retail has tapped a network of small and midsize Indian manufacturers to locally source products, and its subsidiary Nextgen Fast Fashion Limited is leading the charge. “We need to first scale up our domestic manufacturing, before our partnership starts manufacturing for global markets. Let us see how that goes, first,” the official said, requesting anonymity as he is not authorized to share this information publicly.

India’s Gen Z population is at 377 million and counting, and their spending power is set to surpass $2 trillion by 2035, according to a 2024 report by Boston Consulting Group. Every fast-fashion retailer wants to capture this market, but it “is very new even for Reliance,” Rimjim Deka, founder of Indian fast-fashion platform Littlebox, told Rest of World.

Deka said smaller brands like hers “just see [a trend] and implement it,” which could take a large conglomerate months to do, by which time the trend may have lost relevance.

Reliance’s previous attempts to attract young shoppers with clothing brands like Foundry and Yousta failed to find much success. Anandita Bhuyan, who works in trend forecasting and product creation for fast-fashion clients like H&M and Myntra, told Rest of World the company has struggled to effectively leverage consumer data and target India’s youth.

According to the Reliance Retail official, the company is confident that if “there are 10 existing brands, the 11th brand will also get picked up as long as there is value and there is fashion.”

“Shein already has a recall among the youth. It gives us yet another brand in our portfolio through which we can cater to the youth,” the official said.

Shein was built in China on the back of more than 5,400 micro manufacturers — a scattered and loosely organized network of small and midsize factories.

In January this year, on a visit to China, Deka met with manufacturers working for Shein and Temu. On the outskirts of Guangzhou, Deka saw factories set up in areas that appeared residential, with “women sitting inside houses” making clothes.

“The tech is built in a way that somebody sitting there is able to see that, okay, next 15 days or next one month, how much I should be making … that is the kind of integration they have done,” Deka said.

Deka told Rest of World this model is easier to replicate at a smaller scale. “Me, coming from [the] supply chain industry, I understand that it is much easier for a brand like us because we are at a very smaller scale. We can still go to those people, we can still build it in a very unorganized way and then pull it off,” she said. Her company’s annual net revenue is 750 million Indian rupees ($8.6 million).

“[But] somebody like Reliance, they just cannot go haphazard here. … It has to be always organized,” Deka said.

Shein moved its headquarters to Singapore sometime between late 2021 and early 2022, a strategic departure to distance itself from its Chinese origins and facilitate hassle-free international expansion amid the U.S.-China trade war.

India is part of Shein’s wider strategy to diversify its supply chain — one that also includes a newly leased warehouse near Ho Chi Minh City in Vietnam, and efforts to establish alternative manufacturing hubs in Brazil and Turkey.

But in India, Reliance needs Shein as much as Shein needs Reliance for its global pivot. According to Bloomberg, Reliance Retail is focusing on creating leaner operations to weather a wider consumption slump in the Indian economy.

“It remains to be seen whether the Reliance-Shein combine can deliver on the brand’s promise with a wide range of products, fast and on-trend,” Dutta said. “In the years that Shein has been absent, the Indian market has evolved further, competition has intensified, and past goodwill is not enough to provide sales momentum.”

Kunal Purohit is a freelance journalist based in Mumbai, India.
Ananya Bhattacharya is a reporter for Rest of World covering South Asia’s tech scene. She is based in Mumbai, India.

(Published in Rest of World)

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)