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Learning Path Curriculum

Data Engineer

From raw events to trustworthy tables - modelling, loading and orchestrating the data your company actually runs on.

8 target skills32 interactive tasks live100% Free Sandbox
0/32 tasks completed

Modules & Skills

Curriculum Modules

Master the technical stack through sequence-oriented modules with real hands-on lab tasks.

SKILL 01

SQL & Query Craft

4 Tasks

The language every data platform speaks - and the only way to get an answer twice as fast.

0/4 done

Topics Covered (2)

• Query Foundations2 tasks
• Indexes & Query Plans2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 02

Modeling & Warehousing

4 Tasks

Star schemas, slowly changing dimensions and the layers between raw and ready.

0/4 done

Topics Covered (2)

• Dimensional Modelling2 tasks
• Layers & Partitions2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 03

Batch Ingestion & ETL

4 Tasks

Load the data twice without breaking anything - the art of idempotent pipelines.

0/4 done

Topics Covered (2)

• Reliable Loads2 tasks
• Transforms & Contracts2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 04

Orchestration & Scheduling

4 Tasks

Dependencies, retries and backfills - the difference between a job and a pipeline.

0/4 done

Topics Covered (2)

• DAG Design2 tasks
• Reliability & Recovery2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 05

Streaming & Event Pipelines

4 Tasks

Events, topics and the delivery guarantees you can actually promise.

0/4 done

Topics Covered (2)

• Event & Topic Design2 tasks
• Delivery Semantics2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 06

Change Data Capture

4 Tasks

Read the log instead of polling the table, and keep the schema stable while you do it.

0/4 done

Topics Covered (2)

• Reading the Log2 tasks
• Schema Evolution2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 07

Data Transformations

4 Tasks

Versioned SQL models, tests that protect them and documentation nobody has to guess at.

0/4 done

Topics Covered (2)

• Models & Projects2 tasks
• Tests & Documentation2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 08

Governance & Lineage

4 Tasks

Who owns the data, where it came from, and what must never leave the building.

0/4 done

Topics Covered (2)

• Catalog & Lineage2 tasks
• Privacy & Retention2 tasks
Curriculum TrackOpen Skill Lessons ↗