The Back Offices That Became Engineering Hubs: Reading the GCC Numbers

The Scale of the Shift: $98.4 Billion in Revenue and 2.36 Million Professionals

NewsBytes reported on 9 July 2026 that India's global capability centres, or GCCs, had revenue of about US$98.4 billion, employed more than 2.36 million people and numbered more than 2,100 centres running over 3,700 units, as of 2026. The article was short and did not name the original study or its method. We have not seen the underlying report, so these should be treated as reported estimates.

What a GCC is: A global capability centre is an offshore unit owned by a multinational company, doing work for its parent: engineering, analytics, finance operations, product development, cybersecurity, research and, increasingly, AI. It differs from an outsourcing contract with a vendor because the company owns the people and the work, not a third party.

Over the past decade, the perception of captive centres has undergone a fundamental transformation. What began in the late 1990s as basic administrative processing, night-shift customer support, and mainframe maintenance has evolved into enterprise nerve centres. Today, Fortune 500 banks, European automotive conglomerates, and Silicon Valley software firms manage their global product roadmaps, platform engineering, and enterprise cybersecurity architectures directly from technology campuses across Indian metropolitan clusters.

Reading the Numbers: Notional Transfer Pricing vs Real Headcount Gravity

The scale is large relative to India's IT services industry. The 2.36 million figure is comparable to the headcount of the largest IT services firms combined; for context, TCS alone reported 598,056 employees in the September 2026 quarter. That comparison is ours and is illustrative: it does not mean the groups are equivalent, because the work and the definitions differ.

"Revenue" for a captive centre is a notional figure, usually based on the cost of the services it provides to its parent plus a margin. It is not sales to outside customers. That is why a GCC revenue number should be treated differently from a vendor's revenue. We do not know how the study defined it.

Under international transfer-pricing taxation frameworks, a wholly owned Indian captive subsidiary typically operates on a "cost-plus" model—billing its overseas parent the cost of employee salaries, office infrastructure, and operational overhead, plus a statutory mark-up of roughly 12% to 18%. Therefore, an aggregate US$98.4 billion figure does not represent external commercial sales won in competitive bidding; it represents the budgeted corporate expenditure multinationals allocated to maintain these operations. Headcount, rather than transfer-priced billing, represents the true empirical measure of organizational gravity.

“A GCC's revenue is a bookkeeping figure; its headcount is the real signal.”

Five Drivers Behind the In-House Migration and Ecosystem Repercussions

Why companies build GCCs: our reading 1. Control: Owning the team protects intellectual property and allows closer integration with the parent's products. 2. Talent depth: India has large pools of engineers, analysts and finance professionals, and cities such as Bengaluru, Hyderabad and Pune have developed ecosystems. 3. Cost and scale: Salaries are lower than in the US or Europe, though rising. 4. Capability growth: Many centres have moved from support work to product engineering, design and research. 5. Resilience: A second major location reduces concentration risk.

Why it matters to others: For Indian IT services firms, GCCs are both customers and competitors. A GCC may buy specialist services but also take work in-house. For the labour market, GCCs compete for experienced engineers, which can push up pay in some roles. For commercial real estate, they are large tenants. For small and medium businesses, they create demand for local suppliers, from facilities to training.

Unresolved Methodological Questions and Cautions on Aggregated Totals

Questions the report leaves open: How many of the 2,100 centres are large and how many are small? How much of the growth is from new centres and how much from expansion? What share of the work is routine versus high-end? What happens in a downturn? Are the jobs concentrated in a few cities? We lack these data.

A caution on headline totals: Counting centres and "units" is sensitive to definitions. A multinational with several teams in one building may be counted once or many times. Employment totals may include contractors. When two studies give different totals, as they often do, the differences may reflect method, not reality.

Furthermore, in periods of corporate restructuring abroad, captive units can be vulnerable to global head-office restructuring. If an enterprise decides to wind down a product division in London or Chicago, its dedicated offshore GCC unit in Pune or Hyderabad faces immediate consolidation, whereas third-party IT service vendors possess greater flexibility to redeploy staff across alternate commercial accounts.

Commercial Playbooks for Small Businesses and Career Paths for Talent

What a small business can do: If you run a firm in a GCC city, look for supply opportunities: catering, transport, training, office services, security and specialist consulting. Understand the procurement rules of large corporates, which often require registrations, compliance documents and payment terms of 45 to 60 days. For small suppliers, our Finance pieces on prompt payment and invoice discounting apply.

What a job seeker can do: Research GCC employers in your city and the skills they ask for, such as cloud engineering, data, cybersecurity and finance analytics. Build a portfolio, and look for internships and graduate programmes.

Engineers transitioning from third-party IT service providers to captive centres often discover meaningful cultural differences. Captive engineering teams focus deeply on a single proprietary tech stack and long-term product lifecycle stability, rather than jumping across disparate client accounts and billable rate cards. This provides superior depth in domain expertise, though career velocity becomes intrinsically linked to the strategic fortunes of the multinational parent.

Municipal Competition Dynamics and the Maturity Curve

How a city can compete for GCCs: our observations Companies choosing a location look at the depth of talent, the quality of universities, office space and its cost, airports and transport, power and internet reliability, safety, and the ease of dealing with government. Cities that publish clear policies, offer fast approvals and keep their infrastructure working tend to attract more investment. Second-tier cities may offer lower costs and attract firms that want to avoid competition for staff in the biggest hubs, though they may lack senior talent and specialised suppliers. A company weighing a second location will often run a small pilot team before committing.

What changes when a centre matures: Early centres do tasks assigned by the parent. Mature centres propose products, own roadmaps and sometimes lead global functions. For employees, this means broader roles and career paths. For the parent, it means shifting decisions closer to where the work is done, which requires trust and clear governance.