All skill roadmaps

Tech & Digital · Technical Skills

Data Engineer

Follow each stage in sequence and use the map to shape your learning.

01 / Foundations

01SQL
02Python
03Databases

02 / Core practice

04Data Modelling
05ETL / ELT
06Data Warehousing

03 / Build & apply

07APIs
08Data Pipelines
09Apache Spark

04 / Professional edge

10Cloud Data Platforms
11Orchestration
12Data Architecture

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01Software Engineer02Frontend Engineer03Backend Engineer

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