Fashion’s Tech Race: Why the World’s Biggest Retail Brands Are Building Their Own Engineering Teams in India

When Levi Strauss opened its Global Capability Centre in Bengaluru, most people filed it under the usual India outsourcing narrative. A cost play. Back-office support. The kind of thing large American companies do when they want to trim the balance sheet.

That reading misses what is actually happening.

Gap Inc., PVH Corp. (Calvin Klein, Tommy Hilfiger), Abercrombie & Fitch, Neiman Marcus, lululemon. These are not companies moving call centres to India. They are building in-house engineering, data, AI, and digital commerce teams. Captive. Owned. Controlled. The capability sits inside the brand, not under a vendor contract.

Varada Nama, one of Airopa’s partners, recently wrote about this shift from the European mid-market perspective. The core observation: the companies that went GCC early ended up with something the outsourcers did not. Ownership of their own processes. And that turns out to matter enormously now that AI is on the table.

Why Retail and Fashion Specifically

Retail has three structural properties that make the GCC model unusually well-suited to it.

1. Data is everything, and data advantage requires control

Modern retail runs on data: demand forecasting, personalisation, pricing algorithms, supply chain optimisation, omnichannel inventory. The brands winning in digital retail are the ones whose data models are proprietary, trained on their own transaction history, continuously improved by their own engineering teams. That is hard to do under a fixed-scope outsourcing contract where the model and the data sit with the vendor.

Gap Inc.’s Hyderabad GCC works on digital commerce platforms, supply chain technologies, and data-driven solutions. Not because Hyderabad is cheap. Because the work is too strategically sensitive to put outside.

2. Speed-to-market is a competitive weapon

Fashion operates on cycles measured in weeks. The brands that can test, iterate, and deploy digital experiences faster win shelf space, physical and digital. That speed requires engineering teams who understand the brand deeply, not teams working across fifteen client accounts from a managed service model.

PVH’s Global Operations Centre in Bengaluru works across enterprise platforms, supply chain, and digital transformation for Calvin Klein and Tommy Hilfiger. It is structured as an internal function, not a vendor relationship. The distinction matters for how fast decisions get made.

3. AI amplifies whatever you own

This is the point Varada flags most sharply. AI works best inside processes you control. The real gains come from redesigning the process itself, not from layering a tool on top of someone else’s workflow. Neiman Marcus’s Bengaluru GCC is focused on digital commerce, engineering, and customer experience. The AI that will improve their luxury personalisation engine will be built by those same people, on their own data, inside their own systems.

The brands that outsourced the work in 2018 cannot easily retrofit AI into processes they do not own.

What This Means for European Mid-Market Retail and Fashion Companies

Most of the GCC names in retail are American. Gap (San Francisco), PVH (New York), Abercrombie (Ohio), lululemon (Vancouver). The European equivalent of this conversation is a few years behind, but it is starting.

H&M has had a technology presence in India for years. The broader European fashion and lifestyle sector, from Benelux apparel brands to Nordic outdoor retailers to German e-commerce platforms, is still largely in the evaluation phase.

The talent comparison is worth stating plainly. India produces approximately 2.5 million STEM graduates a year. The Netherlands produces around 45,000. For a Dutch or Swedish fashion company trying to build a serious data and engineering capability, the practical options are: pay London or Amsterdam rates in a competitive hiring market, or build a captive team in India where the talent pool is deeper, hiring cycles are shorter (four to ten weeks in Hyderabad versus three to five months in Amsterdam), and attrition from large tech companies is lower than in Bangalore.

The cost saving is real but it is not the point. The point is that you can build the team at all.

Why the Build-Operate-Transfer Model Fits Retail

The failure mode for GCCs in any sector is the same: a company sets up too fast, hires the wrong leadership, gets the culture wrong, and ends up with a centre that is expensive, disengaged, and operationally disconnected from the parent. In retail, where speed and brand alignment matter, that failure is particularly damaging.

The Build-Operate-Transfer model exists to remove that risk. An experienced advisory partner builds the centre to the company’s spec, operates it during the critical first phase while culture and processes are established, and transfers full ownership once the centre is stable. The company ends up with a captive it owns, without having taken on the setup risk cold.

For a mid-market European retailer with no prior India presence, this is typically the only practical entry path. The alternative, going direct without in-market expertise, is how you end up eighteen months in with a centre that is not what you needed.

The Window Is Open, but the Early-Mover Advantage Is Real

The American fashion brands that moved early are now three to five years into compounding that advantage. Their India engineering teams know the systems, know the brand, and are increasingly running significant parts of the digital product roadmap.

European mid-market retail companies evaluating this today are not too late, but they are not early either. The talent market in Hyderabad and Bengaluru is still significantly more accessible than in European tech hubs. That window will narrow.

If this is a question on your desk, the complete guide to setting up a GCC in India from Europe is a practical starting point. The decision framework, location comparison, cost structures, and what the first 100 days look like are all covered.

A Note on This Post

Airopa did not work with Gap, PVH, Abercrombie, Neiman Marcus, or lululemon. The GCC activity described is based on publicly available information. This post was written in response to commentary by Airopa partner Varada Nama on the retail GCC trend, and reflects Airopa’s perspective on what the pattern means for European mid-market companies considering India.