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Data Engineer Roadmap

Build hiring proof for Data Engineer roles: turning raw data into decisions stakeholders can act on.

Data Engineer candidates and career switchers targeting Data roles.

Timeline
8 weeks
Level
Beginner to intermediate
Final outcome
A Data Engineer portfolio with shipped projects, public GitHub proof, resume bullets, and interview talking points.
Skills to prove
SQL
Python
Data cleaning
Visualization
Statistics
Data pipelines
Portfolio projects
  • SQL case study with cohort, funnel, and retention analysis
  • Automated data pipeline with validation and documentation
  • Executive dashboard with KPIs, caveats, and recommendations

Prebuilt build path

Follow these phases in order. Each one ends with a portfolio artifact you can show in GitHub, on your resume, or in interviews.

Step 1
Weeks 1-2
Clean and model a messy dataset
Show disciplined handling of real-world data.
  • Pick a messy public dataset and document missing values, duplicates, and assumptions.
  • Build reproducible cleaning and transformation steps with validation checks.
Deliverable: A documented, reproducible dataset ready for analysis.
Step 2
Weeks 3-6
Answer a real business question
Prove you can move from data to recommendation.
  • Write the SQL and analysis for a concrete question with segments and caveats.
  • Package the result as a dashboard or report a non-technical stakeholder could use.
Deliverable: An analysis project that ends in a defensible recommendation.
Step 3
Weeks 7-8
Package the proof for hiring
Turn the work into evidence recruiters and interviewers can verify quickly.
  • Polish each repo README with screenshots, setup steps, architecture notes, and tradeoffs.
  • Write resume bullets and interview talking points that map each project to Data Engineer job requirements.
Deliverable: Public GitHub proof, an updated resume, and interview-ready project stories.

Make it personal

Projects2Jobs compares this roadmap to your resume, current skills, and existing projects, then generates a role-specific build plan.

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