Data & AI certifications
Every Data & AI certification we track, with exam fees, difficulty and salary ranges side by side. Open any one for the full exam guide and study roadmap.
Amazon Web Services
AWS Machine Learning Specialty (MLS-C01)
Validate expertise in building, training, tuning, and deploying ML models on AWS Cloud.
Typical salary
$145K–$180K
View guide Google Cloud Google Cloud Professional Data Engineer Validates expertise in designing, building, and managing data processing systems on Google Cloud. Typical salary
$145K–$175K
View guide Google Google Data Analytics Professional Certificate Google Data Analytics Professional Certificate teaches beginner-friendly data analysis skills using spreadsheets, SQL, Tableau, and R. Typical salary
$70K–$95K
View guide Google Google UX Design Professional Certificate The Google UX Design Professional Certificate teaches the full UX process, from research to prototyping, and helps you build a portfolio for entry‑level design roles. Typical salary
$75K–$105K
View guide IBM IBM AI Engineering Professional Certificate IBM AI Engineering Professional Certificate teaches AI/ML engineering concepts and hands‑on model deployment using popular frameworks. Typical salary
$110K–$145K
View guide IBM IBM Data Analyst Professional Certificate A beginner-friendly, 4‑month program that teaches data‑analysis fundamentals with Excel, Python, SQL and visualization tools, culminating in an IBM‑issued professional certificate. Typical salary
$75K–$100K
View guide IBM IBM Data Science Professional Certificate The IBM Data Science Professional Certificate equips beginners with practical data science skills and a portfolio to launch an entry‑level data science career. Typical salary
$85K–$115K
View guide IBM IBM Full Stack Software Developer Professional Certificate IBM Full Stack Software Developer Professional Certificate teaches end‑to‑end web development and cloud‑native skills for beginners. Typical salary
$85K–$115K
View guide Microsoft Microsoft Azure AI Fundamentals (AI-900) Microsoft Azure AI Fundamentals validates foundational knowledge of AI concepts and Azure AI services for beginners. Typical salary
$75K–$100K
View guide Microsoft Microsoft Azure Data Fundamentals (DP-900) Entry-level Microsoft Azure certification covering relational, non-relational, big data and analytics fundamentals on Azure. Typical salary
$80K–$105K
View guide Microsoft Microsoft Power BI Data Analyst (PL-300) Validates skills in data preparation, modeling, DAX, report creation, and deployment of Power BI analytics solutions. Typical salary
$90K–$120K
View guide SAP SAP Certified Associate - SAP Analytics Cloud Validates skills in building stories, dashboards, and analytics models in SAP Analytics Cloud for business intelligence and planning. Typical salary
$90K–$120K
View guide Tableau (Salesforce) Tableau Desktop Specialist Entry-level Tableau certification that validates ability to connect to data sources, create visualizations, and publish dashboards. Typical salary
$75K–$100K
View guide
$145K–$180K
View guide Google Cloud Google Cloud Professional Data Engineer Validates expertise in designing, building, and managing data processing systems on Google Cloud. Typical salary
$145K–$175K
View guide Google Google Data Analytics Professional Certificate Google Data Analytics Professional Certificate teaches beginner-friendly data analysis skills using spreadsheets, SQL, Tableau, and R. Typical salary
$70K–$95K
View guide Google Google UX Design Professional Certificate The Google UX Design Professional Certificate teaches the full UX process, from research to prototyping, and helps you build a portfolio for entry‑level design roles. Typical salary
$75K–$105K
View guide IBM IBM AI Engineering Professional Certificate IBM AI Engineering Professional Certificate teaches AI/ML engineering concepts and hands‑on model deployment using popular frameworks. Typical salary
$110K–$145K
View guide IBM IBM Data Analyst Professional Certificate A beginner-friendly, 4‑month program that teaches data‑analysis fundamentals with Excel, Python, SQL and visualization tools, culminating in an IBM‑issued professional certificate. Typical salary
$75K–$100K
View guide IBM IBM Data Science Professional Certificate The IBM Data Science Professional Certificate equips beginners with practical data science skills and a portfolio to launch an entry‑level data science career. Typical salary
$85K–$115K
View guide IBM IBM Full Stack Software Developer Professional Certificate IBM Full Stack Software Developer Professional Certificate teaches end‑to‑end web development and cloud‑native skills for beginners. Typical salary
$85K–$115K
View guide Microsoft Microsoft Azure AI Fundamentals (AI-900) Microsoft Azure AI Fundamentals validates foundational knowledge of AI concepts and Azure AI services for beginners. Typical salary
$75K–$100K
View guide Microsoft Microsoft Azure Data Fundamentals (DP-900) Entry-level Microsoft Azure certification covering relational, non-relational, big data and analytics fundamentals on Azure. Typical salary
$80K–$105K
View guide Microsoft Microsoft Power BI Data Analyst (PL-300) Validates skills in data preparation, modeling, DAX, report creation, and deployment of Power BI analytics solutions. Typical salary
$90K–$120K
View guide SAP SAP Certified Associate - SAP Analytics Cloud Validates skills in building stories, dashboards, and analytics models in SAP Analytics Cloud for business intelligence and planning. Typical salary
$90K–$120K
View guide Tableau (Salesforce) Tableau Desktop Specialist Entry-level Tableau certification that validates ability to connect to data sources, create visualizations, and publish dashboards. Typical salary
$75K–$100K
View guide