How much do certifications actually matter compared to a solid GitHub portfolio? I’m seeing so many 'must-haves' in job descriptions that it's getting overwhelming to know where to focus.

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I would say the portfolio is the biggest thing, and certifications are supplementary. You can get away with having a great portfolio and very few certifications, but I don't think you can get away with the inverse.

I’ve noticed portfolios often spark better conversations in interviews because they show how someone actually builds things.

The certifications show that you are adaptable and comfortable with self study. The portfolio matters more, because that's how you show that you can actually apply what you learn. Both are important, but the portfolio more so.

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