Worth it: AWS/Azure/GCP, CompTIA Security+, PMP, Salesforce/HubSpot/Google platform certs, Google Career Certificates. Not worth it: generic MOOC completion certs. To decide: research 10 job postings for your target role. If a cert appears in 6+ postings, pursue it. If it doesn’t appear, build your portfolio first.