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Data Engineering

Build dependable pipelines, analytical models, and data platforms that teams can trust.

22h 30m total·6 sections·30 topics
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0 of 30 topics completed(est. 22h 30m remaining)
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1

Data Fundamentals

Build practical skill in data fundamentals.

3h 45m0/5
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Data formats and schemas

beginner45m

Learn data formats and schemas and apply it in a production-minded design.

Subtopics (0/2)
Core concepts
Applied practice

Storage layers

beginner45m

Data lifecycle management

beginner45m

Distributed systems basics

beginner45m

Data contracts

beginner45m

2

Batch Processing

Build practical skill in batch processing.

3h 45m0/5
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Extract load transform

beginner45m

Incremental processing

beginner45m

Partitioning and file layout

beginner45m

Batch joins and aggregations

beginner45m

Backfills and replay

beginner45m

3

Streaming Systems

Build practical skill in streaming systems.

3h 45m0/5
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Event streaming concepts

intermediate45m

Topics partitions and offsets

intermediate45m

Consumer groups

intermediate45m

Stream processing windows

intermediate45m

Exactly once trade-offs

intermediate45m

4

Warehouse & Modeling

Build practical skill in warehouse & modeling.

3h 45m0/5
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Warehouse architecture

intermediate45m

Dimensional models

intermediate45m

Fact and dimension tables

intermediate45m

Slowly changing dimensions

intermediate45m

Semantic layers

intermediate45m

5

Orchestration & Quality

Build practical skill in orchestration & quality.

3h 45m0/5
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Workflow orchestration

advanced45m

Dependencies and scheduling

advanced45m

Data quality checks

advanced45m

Lineage and observability

advanced45m

Testing data pipelines

advanced45m

6

Analytics Platform

Build practical skill in analytics platform.

3h 45m0/5
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Governed access

advanced45m

Metric definitions

advanced45m

Experiment data foundations

advanced45m

Platform cost management

advanced45m

Data product operations

advanced45m

Data Engineering | AlgoDrill