Certifications

Timed multiple-choice exams. Pass and you get a verifiable credential you can add to LinkedIn.

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1Pick an exam

Multiple choice, drawn from a pool so no two attempts match.

2Sit it timed

The clock runs on the server. Answers save as you go; you can leave and resume.

3Pass the mark

Graded server-side the moment you submit. Unanswered counts wrong.

4Get a credential

A verifiable link anyone can check, and a one-click add to LinkedIn.

Start here

SQL for Data EngineeringAssociate

Window functions, set logic and query shaping for pipeline work. Questions are drawn from a pool, so no two attempts are identical.

45 questions60 minutesPass mark 70%0 of 3 attempts used
Readiness by section
Window functions0%
Joins and set logic0%
Aggregation0%
Query shaping0%

From your practice history on these topics, not from past attempts.

All certifications
SQL
SQL for Data Engineering
AssociateSQL

Window functions, set logic and query shaping for pipeline work.

45 questions60 minPass 70%
60 min · 0/3 usedLog in
PySpark
PySpark Developer
AssociatePySpark

Transformations, joins, window functions, partitioning and tuning.

40 questions60 minPass 70%
60 min · 0/3 usedLog in
Delta Lake
AssociateDatabricks

MERGE, time travel, OPTIMIZE and schema evolution.

35 questions45 minPass 70%
45 min · 0/3 usedLog in
Python
Python for Data Engineering
AssociatePython

Collections, iterators, file handling and typing.

40 questions55 minPass 70%
55 min · 0/3 usedLog in
Snowflake for Data Engineers
AssociateSnowflake

Warehouses and credits, micro-partitions, loading, cloning and access control.

6 questions15 minPass 70%
15 min · 0/3 usedLog in
Microsoft Fabric for Data Engineers
AssociateMicrosoft Fabric

OneLake, lakehouse against warehouse, Direct Lake, pipelines and capacity.

6 questions15 minPass 70%
15 min · 0/3 usedLog in
SQL
Data Test
AssociateSQL

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5 questions60 minPass 70%
60 min · 0/3 usedLog in
Lakehouse Engineering on Databricks
AssociateDatabricks

Auto Loader, jobs and clusters, Unity Catalog, and what actually costs money.

6 questions15 minPass 70%
15 min · 0/3 usedLog in
Spark Optimization
ProfessionalSpark

Skew, AQE, shuffle sizing and join strategy.

50 questions75 minPass 75%
75 min · 0/3 usedLog in
Data Modeling for the Lakehouse
ProfessionalData Engineering

Grain, slowly changing dimensions, medallion and conformed dimensions.

45 questions70 minPass 75%
70 min · 0/3 usedLog in
Master Data Management
ProfessionalMaster Data

Matching, survivorship, hierarchies, stewardship and the implementation styles.

6 questions15 minPass 75%
15 min · 0/3 usedLog in

CodeArena credentials are issued by GeekCoders. They are not vendor certifications and are not affiliated with Databricks, the Apache Software Foundation, or any other organization.