A large share of cloud-tagged early-career candidates in India hold an associate-level certification. Almost none of them have paid a cloud bill.
Live from our candidate database
Counted at render time and refreshed every six hours. This is a supply-side view of one platform, not a national labour-market statistic.
Skills present in this pool
Ask what it cost
The single best cloud screening question is what their project cost to run and why. Candidates who have actually deployed something know; candidates who completed a certification path do not, and the gap is instant.
Architecture sketch on a whiteboard
Ask them to draw what they built. Console-clickers produce a list of services; people who understood what they were doing produce a diagram with data flow and failure points on it.
IAM and networking basics
These are where self-taught cloud candidates are weakest and where mistakes are most expensive in production. Even shallow exposure to infrastructure-as-code is a strong positive signal.
Key takeaways
- Ask what the project cost to run — it separates deployers from certificate holders instantly.
- A whiteboard architecture sketch distinguishes understanding from console familiarity.
- Probe IAM and networking; any infrastructure-as-code exposure is a strong signal.
Questions
Is an AWS certification worth anything?+
It demonstrates study and gives shared vocabulary. It does not demonstrate that anything was ever built and run, which is what the screen must establish.
Should we hire cloud interns or train backend interns?+
Training works well here — cloud fundamentals transfer quickly to strong backend candidates, and the native early-career pool is small.