India: India’s engineering landscape is evolving as enterprises increasingly integrate AI into their operations. Forward Deployed Engineers (FDEs), who bridge the gap between AI innovation and real-world business needs, are emerging as highly sought-after individuals. A new report by Scaler and CyberMedia Research (CMR), titled India’s FDE Opportunity, examines enterprise demand, workforce readiness, compensation and career opportunities in this growing field.
The findings, based on insights from 1,000 software engineers and 200 enterprise technology decision-makers across eight metros and select Tier II cities, show that FDE is moving from a niche role to a mainstream enterprise need. While 88% of Indian enterprises expect their demand for FDEs to grow by 2030, just 1% of engineers currently work in FDE explicit roles.
The report finds that the gap goes beyond skills; it is also awareness.Nine in ten engineers are not aware of a structured path to upskill for FDE roles, even as 58% say they are looking to transition into one. The capabilities enterprises value most in FDEs are applied AI, taking products into production and working directly with customers. These are also the areas where engineers feel least confident. Coding, once the clearest differentiator, is now just the starting point: enterprises are twice as likely to test candidates on deployment skills as on coding.
For engineers who build these skills, the opportunity could be significant. 80% of engineers in explicit FDE roles report annual incomes ranging from INR 40 lakh to INR 1 crore. These figures highlight the earning potential associated with FDE capabilities and the opportunity for engineers to build specialised skills for this emerging career.
The FDE Opportunity
- Nearly nine in ten Indian enterprises expect their need for FDEs to grow by 2030, with almost eight in ten MNCs already planning to hire FDEs within the next 12 months.
- Just 1% of engineers are FDEs today, and the role is expected to pay up to 30% more.
- 98% of enterprises believe it will move beyond being a niche role.
The Awareness Gap
- Nine in tenengineers are unaware of a structured pathway or specialised FDE-focused program.
- 52% of engineers don’t know how to be an FDE, citing an Unclear Career Path and a poorly defined FDE role.
The Readiness Gap
- 61% of enterprises prioritise customer engagement in FDE roles, yet 37% of engineers cite it as their biggest career barrier.
- 77% of enterprises prioritise production deployment skills, but talent availability stands at just 19%.
- 51% surveyed enterprises prioritise assessments of production deployment and troubleshooting when evaluating FDE candidates.
The findings point to an emerging opportunity for India: developing a specialised engineering career pathway while addressing gaps in applied AI, production deployment and customer-facing problem-solving.


