Data analytics certifications range from vendor-neutral entry-level credentials to advanced specialist designations. This guide ranks the most accessible data analytics certifications by entry requirements and difficulty level, using verified exam data. Confirm current requirements on each official page before registering.
| Certification | Level | Provider | Exam cost | Related roles |
|---|---|---|---|---|
| Google Data Analytics Professional Certificate | Foundational | Google / Coursera | Coursera subscription ~$49/month (US) … | Data Analyst, Junior Data Analyst |
| AI Associate | Foundational | Salesforce | $75 USD plus applicable taxes | CRM Analyst, Salesforce Administrator |
| Tableau Desktop Specialist | Foundational | Salesforce / Tableau | $75 USD plus applicable taxes | Junior Data Analyst, Tableau Reporting Specialist |
| Databricks Data Analyst | Associate | Databricks | $200 USD registration fee | Data Analyst, BI Analyst |
| Databricks Certified Data Engineer Associate | Associate | Databricks | $200 USD registration fee | Data Engineer, Analytics Engineer |
| Databricks Certified Machine Learning Associate | Associate | Databricks | $200 USD registration fee | Machine Learning Engineer, MLOps Engineer |
| Databricks Certified Data Engineer Professional | Professional | Databricks | $200 USD registration fee | Senior Data Engineer, Lakehouse Engineer |
| AI Specialist | Professional | Salesforce | $200 USD plus applicable taxes | Salesforce AI Specialist, CRM AI Consultant |
| Data Cloud Consultant | Professional | Salesforce | $200 USD plus applicable taxes | Salesforce Data Cloud Consultant, CRM Data Architect |
| SnowPro Data Engineer | Advanced | Snowflake | $375 USD per exam attempt | Senior Data Engineer, Snowflake Data Engineer |
| Tableau Certified Data Analyst | Professional | Salesforce / Tableau | $200 USD plus applicable taxes | Tableau Data Analyst, BI Analyst |
Data reflects verified values where available; confirm current details on each official page. "—" means not yet verified.
A well-rounded choice that balances accessibility, recognition, and the roles it supports.
Entry-level requirements make this a practical first certification (Foundational level).
The most advanced option here — commonly associated with senior and leadership roles.
The lowest verified exam cost in this guide at Coursera subscription ~$49/month (US) after free trial; depends on duration/region.
Start from your target role, not the certification. If you're entering the field, a lower-cost entry credential gets you past screening fastest. If you already have experience, an advanced certification signals depth for senior roles. Match the certification's typical roles (in the table above) to the jobs you're actually applying for, and confirm cost and prerequisites on the official page before committing.
Build a resume targeted to these roles, then track every application in one place.