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Career transitions

Each transition guide covers one specific move — the skills that already transfer, the gaps you actually need to close, a realistic timeline alongside a full-time job, and where people typically get stuck. Written from what we see working with career changers every month.

Java Developer Data Engineer

Java Developer to Data Engineer: How to Move

A practical route from Java development to data engineering: what transfers, what you need to learn, and how long the move realistically takes.

3 months + job search Read the route →

Manual Tester Python Developer

Manual Tester to Python Developer: The Real Path

Moving from manual QA into backend Python development: why applications get rejected, what to build instead, and how to use testing as an advantage.

3 months + job search Read the route →

Support Engineer Data Analyst

Support Engineer to Data Analyst: The Realistic Path

How production support engineers move into data analytics: the SQL you already have, the gaps to close, and how to reframe support experience.

3 months + job search Read the route →

Free assessment

Your next role starts with one call.

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  • Talk to a real counselloryour target role and timeline

  • Get a recommended trackmatched to you, not your title

  • Know the feemost of it is paid after you’re placed

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Tell us where you are today and we'll map the right track for you.