Ingest patterns
Batch loads, landings, and retries that match how source systems actually behave.
Training program
Data Engineering Training
Design pipelines, warehouses, and checks so analytics does not depend on a laptop and a hero.
48+
Guided hours
12
Labs
Azure-first
Cloud
Pipeline + docs
Capstone
What you get
What you will learn
Transforms you can audit
SQL-first transformations with tests on grain, uniqueness, and freshness.
Warehouse shape
Tables designed for the reports you already run — not an abstract enterprise model.
Orchestration
ADF (or equivalent) jobs with dependencies and a plan for late arrivals.
Observability
Logs and alerts a support person can act on at 8am.
Runbooks
Write the handover you would want if you were on call next week.
How we work
How the program runs
Foundations
Core concepts, clean habits, and the shortcuts that save hours before any advanced work begins.
Guided practice
Live exercises on realistic datasets with a trainer in the room — not a silent video library.
Apply at work
Assignments mapped to the files and questions you actually face in your role.
Mentor review
Feedback on your work, not just a score. You see what to fix before the next session.
Capstone
A portfolio piece employers can review: a dashboard, model, pipeline, or analysis pack.
Career support
Interview prompts, a walkthrough of your project, and guidance on how to talk about the work.
Client stories
What learners say
I stopped treating pipelines as a black box. The runbook exercise was brutal and useful.
Azure labs felt like work, not a certification dump.
I used the capstone diagram in interviews. Interviewers asked about failure modes — I had answers.
Help centre
Frequently Asked Questions
Do I need cloud experience?
Helpful, not required. We cover Azure fundamentals in class and keep the first pipeline small.
Are batches live or recorded?
Live sessions with recordings for revision. Corporate batches can be scheduled to your team’s timezone.
Do I get a certificate?
Yes, after you complete the capstone. The project is the part hiring managers actually look at.
Can you train our internal team?
Yes. We run private corporate batches on your files when that is more useful than public examples.
What if I miss a session?
You get the recording and can book a short catch-up with the trainer during the cohort.
Learn the systems behind the dashboard
Ask about the next data engineering cohort or a private batch for your platform team.
Contact us