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)

Rise of pet parents sparks scramble for fundraising

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May 5, 2025

Mint, 5 May 2026

Priyamvada C., Sneha Shah

Urban India’s pet parents are driving a wave of investor interest in the pet care space. A clutch of startups such as Heads Up For Tails, Supertails, and Vetic are now in fundraising talks amid rising demand for premium products and services

While Supertails looks to raise about ₹200 crore by the end of this year, Heads Up For Tails is eyeing an investment from domestic investment firm 360 One Asset over the next few months, according to mul tiple people familiar with the matter.

Vetic, a tech-enabled chain of pet clinics, is looking to raise a sizeable round and has begun discussions with investors, they said, adding that some of these transactions may see existing investors part exit their stake.

Supertails and Vetic did not immediately respond to Mint’s requests for a comment. While 360 One declined to comment, Heads Up For Tails’ founder Rashi Narang denied the development.

Investor interest in pet care surged in the years following the pandemic, driven by a wave of new pet adoptions and rising disposable incomes. In 2023, pet care startups raised a record $66.3 million across 16 rounds, led by one major transaction ― Drool’s $60 million fundraise.

While 2023 saw a funding spike driven by Drool’s large deal, overall funding activity in 2024 was more broad-based, with fundraising at $17.9 million spanning 13 rounds, as per Tracxn.

“Pet ownership in India is estimated to be less than 10% of overall households, but growing at a rapid pace with rising incomes, especially among urban consumers. In developed economies, pet ownership can exceed three in four households, and that headroom for growth is reflected among the upper income segments in India,” said Devangshu Dutta, chief executive of Third Eyesight, a management consulting firm.

He added that urban couples and singles in many cases are even opting to become “pet parents” instead of having children.

Platforms such as Supertails, Drools and Heads Up For Tails have been the big beneficiaries of this shift. Drools raised $60 million from LVMH-backed private equity firm L Catterton in 2023, while Supertails raised $15 million led by RPSG Capital Ventures in February last year.

Similarly, Supertails, which is in talks to acquire Blue 7 Vets, a multi speciality veterinary clinic, as part of its strategy to expand offline, will also raise capital to fund the acquisition of new customers, investments in technology, and the expansion of healthcare services, including Super-tails Pharmacy and build an omni-channel experience for consumers.

The company raised about $15 million in its series B funding round last year led by RPSG Capital Ventures and existing investors Fireside Ventures, Saama Capital, DSG Consumer Partners and Sauce VC.

(Published in Mint)

India bets big on zero-waste fashion

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February 23, 2025

Chitra Narayanan, BusinessLine

New Delhi, 23 February 2025

India’s formidable array of craft traditions got full play at the just concluded Bharat Tex 2025, the mega textile trade show in New Delhi that showcased the best of Indian weaves to the world. But if there was one theme that dominated this year’s textile extravaganza, aimed at generating more exports, it was the focus on zero-waste fashions and upcycling. Everywhere the eye could see were standees and gigantic posters pushing the message of conscious consumption and sustainability — be it regenerative cotton, innovative models of textile waste collection, or eco-friendly fibres.

Taking centre stage at one of the halls at Bharat Mandapam, the venue, was a section that showcased age-old traditional arts like rafugari (creative darning or artistic mending), patchwork quilts and toys, and chindi durries (the art of weaving rugs and carpets with waste).

Juxtaposed against these ethnic ways of upcycling waste were the modern works of startups that rose to the textile ministry’s grand innovation challenge to work with discarded materials. From microbial dyes that are non-polluting to flowing fashionable lehengas created out of textile waste, the startups showed that a lot can be done in this area. The ministry had challenges in three more segments — jute, silk and wool.

Some takeaways from a walk-through of the textile trade show:

Closing the loop

The fashion and textile industry generates enormous waste. How to cut down on this was a subject of much deliberation and showcases. There were a lot of good ideas on display, showing that a fair amount of work has been done with fibres (bamboo, banana, flax), as well as creativity and ingenuity in weaves and finished garments.

As Devangshu Dutta, Chief Executive of the consultancy Third Eyesight, points out, due credit must be given for the good work going into generating solutions that will reduce waste, be it textiles that are reprocessed and reused as yarn, or refashioned garments or reloved apparel. But, as he adds, on the other hand we have brands that are constantly looking to grow their business and there is a race to the bottom in terms of price. The relaunch of fast fashion retailer Shein in India is sending conflicting signals. “The basic engine is pumping out more and more products, and that has to be tackled,” he says, pointing to the competing forces at work.

The source of hope, he says, is the fact that the young are a bit more conservative about how they consume and what they consume.

Sandip Ghose, CEO of MP Birla Group, which has one of the oldest jute companies in India, was among the visitors at Bharat Tex. “As an industry insider, what I found good at Bharat Tex was that quite a bit of research seems to be on, both for finished fabric and for weaving. There was a lot of work on making jute look aesthetic. There were some vanity projects like tea leaves packed in jute bags. But the challenge is in two areas — commercialisation, and scaling up of these ideas,” he says.

He rues that the jute sector has not taken advantage of the production-linked incentive scheme at a time when the world is looking for eco-friendly and biodegradable textiles. “A tripartite partnership between the Centre (Niti Aayog and textile ministry), State government, and industry would address the issue of industry’s dependence on subsidies, labour issues and exports,” he says, adding that if India is looking at textiles as a major export area, jute is an option that has been missed.

Spinning into luxury

A clear trend evident from a tour of some of the apparel and home textile pavilions is the move towards premiumisation, similar to what is visible in other sectors, noticeably FMCG.

Talking to the manufacturers, especially those focused on the domestic market, the story one heard was that consumption had slowed in the mass segment, but was reassuringly strong in the premium segment.

Several players were also moving into the luxury and uber luxury segments. Both myTrident and Welspun had striking luxury collections.

Another trend visible in the home textiles section was the use of celebrity designers — myTrident’s eye-catching collection by resort-wear designers Shivan-Narresh; and Welspun’s beautiful sets from Kate Shand and Payal Singhal.

“When the economy suffers, it is the poor and middle class who cut down. There is no pressure to reduce consumption at the upper levels, and companies will try to tap into demand that is recession-proof,” says Dutta, explaining the push towards luxury by textile manufacturers.

New trade routes?

Export houses seemed reasonably happy with the buyer interest. Some mentioned that it was interesting to see buyers from Russia at the fair. However, for those supplying to US entities and Western Europe, the buyer interest from Russia may not translate into deals, given the risk of sanctions they could face.

To sum up, it was a fairly good showcase of India’s textile prowess to the world, but whether it will ring in more export orders is debatable as many of the problems and challenges the sector faces were swept under the carpet.

(Published in BusinessLine)

India’s e-commerce battlefield gets ready for bloody wars

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November 14, 2024

Economic Times
14 November 2024

The Swiggy IPO is making news for being the most successful in a decade in its category. The food and grocery delivery firm yesterday listed at a 5.6% premium to its IPO price of Rs 390, making it the first company with an issue size of over Rs 10,000 crore in the past decade to have listed above its offer price, ET has reported. The stock closed 17% above its issue price at Rs 455.95 in a weak market, surpassing analysts’ expectations of a tepid debut. The company’s market capitalisation at close on Wednesday was Rs 1.02 lakh crore.

Swiggy’s impressive debut also indicates the incoming deluge of cash in an emerging business, quick commerce. Swiggy plans to plough more cash into its quick-commerce business, Swiggy Instamart. Swiggy’s bigger rival, Zomato, is also planning to fatten its war chest. Zomato plans to raise fresh funds through a qualified institutional placement (QIP) despite sitting on $1.5 billion, or about Rs 12,600 crore. The money will also fuel its quick commerce business, Blinkit. Zepto, another quick commerce player, is also raising money. ET reported last month that Zepto is in talks to raise $100-150 million from a group of domestic family offices and wealthy individuals. It last raised $340 million in August. Swiggy Instamart, Blinkit and Zepto are the top three players with over 85% market share.

The floodgates of capital opening into the quick commerce sector would worry the big e-commerce platforms which have already started feeling the heat from quick commerce.

The quick rise of quick commerce

While quick commerce becomes the preferred medium for immediate needs and impulse purchases, e-commerce is favoured for more planned purchases like home, beauty and personal care. But now quick commerce firms are diversifying beyond groceries, small-value items, etc. and invading the home turf of e-commerce players.

Quick commerce is already conquering kirana, the neighbourhood small retail business, as well as hitting modern retail. As consumer preferences shift towards the convenience of last-minute grocery deliveries, quick commerce companies are outpacing traditional retailers, with 46 per cent of consumers surveyed reporting a cut in purchases from Kirana shops, a recent report has said. The quick commerce market size is expected to reach $40 billion by 2030, a jump from $6.1 billion in 2024, according to the report by Datum Intelligence.

Quick-commerce operators such as Blinkit, Swiggy Instamart and Zepto are aggressively trying to lure away consumers from large ecommerce platforms like Amazon and Flipkart by matching their prices across groceries and fast-selling general merchandise, triggering a price war in the home delivery space, ET reported a few months ago. This is a departure from the earlier pricing strategy of quick-commerce players who typically charged 10-15% premium over average ecommerce marketplace prices for instant deliveries, industry executives had told ET.

A recent ET study of prices of 30 commonly used products in daily necessities, discretionary groceries and other categories, including electronics and toys, in both ecommerce and quick-commerce platforms reveal the pricing disparity has been bridged. “The pricing premium which quick commerce used to charge for instant deliveries is gone with these platforms now joining a race with large ecommerce to offer competitive pricing to shift consumer loyalties,” B Krishna Rao, senior category head at biscuits major Parle Products had told ET.

The increasing competition is putting pressure on ecommerce majors to reduce delivery time.

“Price matching by quick commerce is to acquire market share and is part of market acquisition cost even when it might not be profitable at a per unit transaction level,” Devangshu Dutta, CEO of consulting firm Third Eyesight, had told ET. “They may have to sacrifice margins in the short term to get customers shopping more frequently.”

After challenging kirana and modern retail, e-commerce is the next frontier for quick commerce companies.

The challenge shaping up for e-commerce giants

With Swiggy, Zomato and Zepto raising a huge amount of money, the war between quick commerce and e-commerce is likely to turn bloody, besides increasing internecine competition among quick commerce players themselves.

Quick commerce, which began with the delivery of groceries and essential items, has now expanded to include a diverse range of products. This includes electronics, clothing, cosmetics, household goods, medicines, pet supplies, books, sporting equipment, and more.

E-commerce sector offers a vast opportunity for growth of quick commerce business. The Indian e-commerce market is projected to grow at a compound annual growth rate (CAGR) of 21% and reach $325 billion in 2030, as per Deloitte’s report released on Monday. This huge potential is luring big players. The Tata group’s ecommerce venture Neu is set to enter the quick commerce segment branded as Neu Flash, rolling it out to select users selling grocery, electronics and fashion, ET reported last month. Mukesh Ambani’s Reliance, leveraging its vast network of supermarkets, is expanding into the 10–30 minute delivery segment. Ambani wants to ensure quick commerce helps bolster its business ahead of an IPO of Reliance Retail, which was last year valued at $100 billion, and has backers including KKR, sources told Reuters recently.

Besides entry of big ones like Tata and Ambani, the deluge of fresh investment into business by the incumbents such as Swiggy, Blinkit and Zepto will pose a big threat to large e-commerce players Amazon and Flipkart. Swiggy has recently hired two Flipkart executives to boost its senior leadership. They have joined two other executives that Bengaluru-based Swiggy had hired from the Walmart-owned ecommerce major in the past few months.

Swiggy and Zomato are both assessing several new services as they diversify beyond their core businesses, ET has reported a few days ago. Swiggy is all set to launch a pilot programme for a services marketplace, labelled ‘Yello’, which will host professionals such as lawyers, therapists, fitness trainers, astrologers, dieticians, according to sources. It is also testing a premium membership service called ‘Rare’, for affluent customers providing them access to high-end events such as Formula 1 races, music concerts, upscale art exhibitions, in addition to VIP hospitality and priority reservations at luxury restaurants.

Zomato has previously been bold in its diversification moves by buying Paytm’s events and ticket business for Rs 2,048 crore. It is now trying out a concierge-like service to help users place online food orders over WhatsApp. Human customer relationship agents will provide the Gurgaon-based company’s new service instead of its usual approach of deploying chatbots, a person familiar with the move has told ET recently.

Apprehending challenges by quick commerce players, Flipkart has already started its own quick commerce business Flipkart Minutes. While still far behind its established rivals, Flipkart Minutes hit daily orders of 50,000-60,000 during its Big Billion Days sales, people with knowledge of the matter told ET last month.

Further investment and bigger players entering the sector will heat up competition among the quick commerce companies even as they will grapple with new challenges such as logistics as they expand. But a bloody war could soon be seen on the e-commerce battlefield as emboldened by huge popular response the quick commerce companies start invading on the well-guarded turf of Flipkart and Amazon.

(Published in Economic Times)

Reliance Retail enters quick commerce, challenges Blinkit, Swiggy Instamart

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October 8, 2024

Nandini Singh, Business Standard

11 October 2024, New Delhi

Reliance Retail, the country’s largest retailer, has officially entered the booming quick commerce space, intensifying competition for players like Zomato-owned Blinkit, Swiggy Instamart, and BigBasket. The company began offering quick commerce services through its e-commerce platform JioMart in select areas of Navi Mumbai and Bengaluru last weekend, a move that signals its intent to disrupt the segment, as reported by The Economic Times.

Initially, Reliance would start with selling grocery items from its network of 3,000 retail stores nationwide. However, the company has ambitious plans to extend its offerings to value fashion and small electronics, such as smartphones, laptops, and speakers, according to a senior executive at the company. The quick commerce services will be fulfilled through Reliance’s existing network of stores, including Reliance Digital and Trends outlets.

Reliance plans to scale up its quick commerce operations across India by the end of this month. The company aims to deliver most orders within 10-15 minutes, with the remaining fulfilled in under 30 minutes. Reliance will leverage its logistics arm, Grab, which it had previously acquired, to facilitate timely deliveries.

Unlike other quick commerce operators that rely on dark stores or neighbourhood warehouses, Reliance will use its existing retail infrastructure for fulfilment. Analysts have pointed out that this strategy might pose challenges in delivering within the 30-minute window, especially in cities that experience traffic congestion during peak hours.

A fee-free strategy to woo customers

In a bid to attract customers, Reliance has chosen not to charge delivery fees, platform fees, or surge fees, regardless of order size. This contrasts sharply with competitors like Blinkit, Swiggy Instamart, and BigBasket, which levy additional charges for deliveries. A key part of Reliance’s strategy is targeting smaller cities and towns, where quick commerce operators are yet to make significant inroads. By focusing on these untapped markets, Reliance aims to create a strong foothold and gain a competitive edge over its rivals.

The company is also positioning itself as a provider of a more extensive range of products, linking its entire inventory to the quick commerce platform. With 10,000-12,000 stock keeping units (SKUs), Reliance’s offering will far exceed the typical range available on competing platforms.

Targeting 1,150 cities and 5,000 pin codes

Reliance’s goal is to expand its quick commerce service to 1,150 cities, covering 5,000 pin codes where it already operates grocery stores. This extensive reach, combined with its focus on smaller towns and cities, is expected to give Reliance a significant advantage over its competitors, many of which are still focused on metro areas.

“Reliance has overhauled the JioMart delivery model. Previously, deliveries took 1-2 days, with small trucks delivering multiple orders sequentially. Now, the focus is on quick commerce. Each order will be delivered individually by a bike or cycle, and each grocery store will cover a 3-kilometre radius,” the senior executive told The Economic Times.

Refining delivery processes

Earlier this year, Reliance attempted to reduce delivery times for JioMart to just a few hours, or at least the same day, as part of its hyperlocal delivery initiative. This process has now been fine-tuned further to offer deliveries within 10-30 minutes — a key market demand, according to the executive.
Although a spokesperson for Reliance Retail declined to comment on the developments, industry experts believe the company’s aggressive push into quick commerce could significantly alter the competitive landscape.

Blended delivery model could be the future

Devangshu Dutta, chief executive at consultancy firm Third Eyesight, told The Economic Times that Reliance might adopt a blended approach in the long run, offering quick commerce deliveries in areas close to its stores and scheduled deliveries in areas further away.

“Reliance is clearly in market share acquisition mode in the quick commerce space, and waiving transaction fees while offering higher discounts is part of that strategy. There is ample opportunity for deep-pocketed players like Reliance to dominate this fast-growing segment. Their track record in retail suggests that they are willing to experiment aggressively once they find a model that works,” Dutta said.

For fast-moving consumer goods companies, quick commerce is rapidly becoming a vital channel, accounting for 30-35 per cent of total online sales, making it a lucrative area for major players like Reliance to tap into.

(Published in Business Standard)