Start from vacancies, not from a course catalogue
Open ten JobBucket jobs with the title you want. Write down repeated must-haves: tools, years, domain, and location. That list is your curriculum. If every post wants production experience you do not have, look at intern, associate, or adjacent titles first.
Hiring teams typically hire for a problem they have this quarter. Your story should name a problem you have already touched, even in a project or internship.
Build proof in public-enough form
One complete project with a write-up beats five unfinished tutorials. Put the stack, the constraint, and the result where a recruiter can find them — resume, portfolio, or repo.
Then make the resume parse-safe and upload it in the free JobBucket apps. Apply only where two or more must-haves are true. Use the mock interview guide before you book screens.
Career change vs first job
Career changers should translate old outcomes into the new vocabulary (operations → process quality, teaching → stakeholder management) without claiming tools they have not used.
Students should not wait for a perfect profile. Internships and contract roles on the board are valid entry. Employers post those vacancies in the same ATS they use for full-time — start free, plans from ₹1,499/mo.