System Administrator → Data Engineer
Leverage infrastructure knowledge for data pipelines
System administrators understand Linux, networking, and infrastructure automation. This path applies those skills to data engineering: building pipelines, managing data infrastructure, and scaling data systems.
TARGET ROLE
Data Engineer, Data Infrastructure Engineer
SALARY RANGE
$130,000–$190,000
DIFFICULTY
Intermediate
WHAT'S INCLUDED
Tracks in This Path
This path combines 2 curated learning tracks, sequenced to build on each other.
LEARNING OUTCOMES
What You'll Be Able To Do
By the end of this path, you'll have concrete, job-ready skills.
Master SQL deeply: indexing, optimization, and complex queries
Learn Python for data processing and pipeline scripting
Build scalable data pipelines with Apache Spark
Orchestrate workflows with Airflow
Deploy and manage data warehouses
Build an end-to-end data infrastructure project
FAQ
Common Questions
How much of my sysadmin experience transfers?+
Do I need to become a programmer?+
What's the job market for sysadmin → data engineer transitions?+
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Last updated: 2026-03-07