Data and guides for hiring engineers in India

Quarterly data on salaries, talent availability and notice periods for AI/ML, data, cloud, full-stack and embedded roles in Pune, Bengaluru and Hyderabad — built from Emplyify pipeline data.

A practical interview loop for ML and LLM engineers: what to test in each round, questions that separate production experience from notebook experience, and red flags.

Why notice periods are long in Indian tech, how they cause offer dropouts, and the practical steps that keep candidates engaged until joining day.