Clearing screens, stalling in loops
Engineers who get interviews at top product companies but keep missing at the SQL, design or coding round.
Live · mentor-led · for working engineers
Live cohort programmes in Data Engineering, AI, ML and Software Engineering — with mock interviews, interview question banks and 1:1 mentoring from engineers at top product companies.
Programmes
Each programme is a live cohort with limited seats and a week-by-week plan, not a video library.
Data Engineering
From SQL fundamentals to production streaming, and ready for the data engineering interview loop at a top product company.
AI Engineering
Build, evaluate and ship LLM applications (RAG, agents, fine-tuning, LLMOps) and get ready for AI engineering interviews.
Machine Learning
Applied ML and ML system design, taught live by engineers from top product companies.
Software Engineering
DSA and system design for the interview loops at top product companies.
How a cohort works
About 6–8 hours a week: live sessions on weekends, practice in between, and a mentor who knows your work.
Weekend classes and a weekday doubt-clearing hour, taught live by working engineers. Every session is recorded.
Realistic SQL, coding and system design mocks with written feedback — so the real loop isn't your first.
Regular time with a mentor from a top product company to review your work, resume and plan.
Finish the capstone to earn a verifiable certificate on programmes that offer one.
Who it's for
Engineers who get interviews at top product companies but keep missing at the SQL, design or coding round.
Engineers at service companies or startups who know they're paid below market and want a structured switch.
Engineers who are happy where they are but want real depth in data, AI and ML — not another playlist.
Mentors

Data Engineer, Google
Abhi is a Data Engineer at Google, working on the same class of cloud data infrastructure these programmes teach. He is Google Cloud certified as a Professional Data Engineer and a Professional Machine Learning Engineer, and writes on data engineering, ML and system design for 4,000+ engineers.
Mentors on: Data pipelines · Airflow & Kafka · Data warehousing · ML engineering · System design
LinkedIn profileStart free
A 60-minute live session on what interviews at top product companies actually test, and a roadmap for what to learn next.
See upcoming sessionsEvery bootcamp registrant gets one free session: a resume review or a doubt-clearing call. One per person.
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Free live bootcamps run every few weeks.