Any recommendations on which certifications I should get if I'm trying to become a developer?

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The best thing to do when trying to learn to code from scratch is to forget about the cert and really focus on learning Apex and Lightning Web Components (JavaScript, HTML and CSS). It took me about a year from my first apex trigger to being really ready to take PD1 and perform as a developer and if I would have tried rushing it when I got my first dev role I would have failed miserably. SFDC99 is a great place to get started though.

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Platform developer 1 is a start

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