Certification guides
Software Engineering Certifications
The certifications that actually move salary bands for software engineers — cost, study plan, and how each one shows up as a keyword filter in the roles that pay $200K+.
By certification
Amazon Web Services
AssociateAWS SAA-C03
AWS Certified Solutions Architect – Associate
$10K – $25K premium in most US markets
Amazon Web Services
AssociateAWS DVA-C02
AWS Certified Developer – Associate
$8K – $20K premium; strongest signal for backend + serverless roles
Amazon Web Services
ProfessionalAWS SAP-C02
AWS Certified Solutions Architect – Professional
$25K – $60K premium at the senior / staff / principal architect level
Amazon Web Services
ProfessionalAWS DOP-C02
AWS Certified DevOps Engineer – Professional
$20K – $50K premium at the senior DevOps / platform engineer level
Google Cloud
ProfessionalGCP PCA
Google Cloud Professional Cloud Architect
$15K – $40K premium; strongest signal in GCP-heavy markets (Bay Area, NYC, Toronto)
Microsoft
ExpertAZ-305
Microsoft Certified: Azure Solutions Architect Expert
$12K – $35K premium; dominant in enterprise, finance, healthcare, and government
Linux Foundation / CNCF
ProfessionalCKA
Certified Kubernetes Administrator
$15K – $40K premium; near-mandatory for platform engineering roles
Linux Foundation / CNCF
AssociateCKAD
Certified Kubernetes Application Developer
$10K – $25K premium; strong signal for backend engineers shipping to Kubernetes
HashiCorp
AssociateTerraform Associate (003)
HashiCorp Certified: Terraform Associate
$5K – $15K premium; near-universal expectation for platform / SRE roles
(ISC)²
ExpertCISSP
Certified Information Systems Security Professional
$30K – $70K premium; near-mandatory for senior security engineering roles
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For role-by-role skills and interview prep, see /careers. For percentile pay bands by role and city, see /salary.