Data & Analytics Certifications
Compare data and analytics certifications to find the right credential for your career. Each certification page includes salary data, pass rates, exam costs, and recommended study resources.
Data and analytics certifications validate your ability to collect, analyze, and visualize data to drive business decisions. As organizations invest heavily in data-driven strategies, certified data professionals command premium salaries and enjoy strong job security.
Microsoft Power BI Data Analyst
Microsoft Power BI Data Analyst (PL-300) is the most hireable data cert on the market today. Power BI dominates enterprise BI adoption, and PL-300 validates real modeling, DAX, and reporting skills — not just theory. Faster to earn than engineering-focused certs with equal or stronger hiring signal.
Read the full analysis →Best For...
CompTIA Data+
Vendor-neutral foundation covering data concepts, analysis, and visualization. Growing demand across industries makes this the ideal starting point for aspiring data professionals.
GCP Professional Data Engineer or AWS Database Specialty
Cloud-specific expertise for designing, building, and managing data processing systems. Essential for engineers working with large-scale cloud data infrastructure.
Google Data Analytics Certificate
Accessible, practical skills for data analysis including spreadsheets, SQL, R, and Tableau. A low-barrier entry point with strong employer recognition.
Quick Comparison
| Certification | Provider | Level | Avg Salary | Pass Rate | Cost |
|---|---|---|---|---|---|
| Google Cloud Professional Machine Learning Engineer | Google Cloud | Professional | $150K | 55% | $200 |
| AWS Machine Learning Specialty | Amazon Web Services | Specialty | $145K | 60% | $300 |
| Google Cloud Professional Data Engineer | Google Cloud | Advanced | $142K | 50% | $200 |
| AWS Certified Database — Specialty | Amazon Web Services | Advanced | $138K | 50% | $300 |
| AWS Certified Data Engineer — Associate | Amazon Web Services | Associate | $130K | 62% | $150 |
| Microsoft Azure AI Engineer Associate | Microsoft | Associate | $130K | 65% | $165 |
| Microsoft Azure Data Engineer Associate (DP-203) | Microsoft | Associate | $118K | 55% | $165 |
| Microsoft Power BI Data Analyst | Microsoft | Associate | $95K | 65% | $165 |
| Tableau Desktop Specialist | Salesforce/Tableau | Entry | $78K | 75% | $100 |
| CompTIA Data+ | CompTIA | Entry | $72K | 78% | $358 |
| Google Data Analytics Professional Certificate | Foundational | $65K | 90% | $49 |
All Data & Analytics Certifications
Google Cloud Professional Machine Learning Engineer
Google Cloud
AWS Machine Learning Specialty
Amazon Web Services
Google Cloud Professional Data Engineer
Google Cloud
AWS Certified Database — Specialty
Amazon Web Services
AWS Certified Data Engineer — Associate
Amazon Web Services
Microsoft Azure AI Engineer Associate
Microsoft
Microsoft Azure Data Engineer Associate (DP-203)
Microsoft
Microsoft Power BI Data Analyst
Microsoft
Tableau Desktop Specialist
Salesforce/Tableau
CompTIA Data+
CompTIA
Google Data Analytics Professional Certificate
Related Comparisons
View all →AWS Data Engineer Associate vs GCP Professional Data Engineer
AWS Certified Data Engineer – Associate vs Google Cloud Professional Data Engineer: two cloud-native data engineering ce...
CompTIA Data+ vs AWS Cloud Practitioner
CompTIA Data+ vs AWS Cloud Practitioner: two entry-level certifications for different career directions. Data+ validates...
CompTIA Data+ vs Google Data Analytics Certificate
CompTIA Data+ vs Google Data Analytics Certificate: two popular entry-level credentials for aspiring data analysts. Data...
GCP Professional Data Engineer vs AWS Database Specialty
Google Cloud Professional Data Engineer vs AWS Certified Database Specialty: two data-focused certifications from compet...
Microsoft Power BI PL-300 vs CompTIA Data+
Microsoft Power BI PL-300 vs CompTIA Data+: a tool-specific visualization certification versus a vendor-neutral data ana...
Related Career Paths
View all →Data Analyst
Data analysts transform raw data into actionable insights that drive business decisions. With organi...
Data Engineer
Data engineers design, build, and maintain the infrastructure and pipelines that move and transform ...
Data Scientist
Data scientists extract insights from complex datasets using statistical analysis, machine learning,...
Database Administrator
Database administrators design, deploy, secure, and optimize the databases that power business appli...
Data Certification Roadmap
CompTIA Data+
Build a vendor-neutral foundation with CompTIA Data+. Covers data concepts, data mining, statistical analysis, and data visualization. Ideal first step for career changers and IT professionals pivoting into data.
Cloud Data Certifications
Specialize in a cloud platform with AWS Database Specialty, GCP Professional Data Engineer, or Azure Data Engineer Associate. Choose based on your employer's ecosystem.
Professional / Specialty Level
Advance to expert-level credentials like GCP Machine Learning Engineer or AWS Machine Learning Specialty. Positions you for senior and architect roles with the highest salary potential.
Data Sources & Transparency
- Salary data — Bureau of Labor Statistics, Glassdoor, and job posting aggregates (US median)
- Pass rates — Community-reported estimates from Reddit, TechExams, and certification forums
- Job listings — LinkedIn, Indeed, and Dice active postings (sampled quarterly)