Choose your role, experience and technology. Compare relevant certifications, check exam details and request pricing for your shortlist.
Choose your current role or the role you want next.
Your experience and technology stack make a difference.
For analysts developing a vendor-neutral data foundation.
Build hands-on practice in the relevant job role; compare your experience with CompTIA’s recommendations.
An earlier-career route into working with data on Google Cloud before moving to professional specialisations.
Practise Google Cloud data services and basic data preparation before attempting the exam.
A starting point for understanding data workloads before specialising in Fabric, databases or engineering.
Beginner-friendly; follow with SQL practice and a small data project.
A focused choice for analysts using Databricks SQL to turn lakehouse data into business insights.
Practise SQL analysis and dashboards in Databricks.
Useful when your role connects engineering with enterprise analytics and semantic models in Microsoft Fabric.
Have experience creating and managing analytical assets and querying data.
A focused choice for analysts turning business data into models, reports and actionable insights in Power BI.
Build reports using Power Query, data modelling and DAX before booking.
For analysts turning business questions into actionable Tableau insights.
Practise the relevant Salesforce product in a hands-on environment before booking.
A foundation for working with Snowflake before choosing advanced engineering, analytics or AI specialisations.
Practise Snowflake loading, querying, access controls and warehouse management.
For experienced analysts who use Snowflake extensively and need deeper analytical platform skills.
Develop advanced SQL and Snowflake analysis experience; check credential prerequisites.
A direct fit for engineers building AWS data pipelines. Shows platform-specific knowledge that supports dependable analytics and AI data foundations.
Build SQL/Python pipelines and practise AWS data services before booking.
A strong platform choice when your team engineers data in Databricks, whether hosted on AWS, Azure or Google Cloud.
Build practical SQL, Spark and Databricks pipeline experience.
A direct fit for Microsoft Fabric data engineers building, orchestrating and managing analytical data solutions.
Practise Fabric ingestion and orchestration, SQL and PySpark.
These are Global Certs IT editorial fit ratings, not official provider rankings or learner reviews. A 5/5 role match is directly aligned with the role; 4/5 adds supporting skills. Experience adjusts the score to help you distinguish a practical next step from a stretch goal.
With “Any experience”, ratings show role relevance alone. A credential supports your profile; practical skills, projects and your target employer’s technology still matter.
Official pages were checked on 2026-09-13. Bookable betas are labelled. Known retired exams are excluded from recommendations. Confirm exam versions, regional availability, eligibility and fees on the linked official page before paying.
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Create a semantic model and dashboard that answers three business questions, with documented data-quality checks.