// guides
Career guides that give you a straight answer.
Practical, opinionated guides for students and engineers on data architecture, data engineering, governance and AI careers.
The enterprise data architect in the AI era
How the data architect's role changes when AI systems read, reason over and act on enterprise data, and the skills and framework the modern role needs.
GUIDEFrom data engineer to data architect
What really changes when you move from building pipelines to designing how all of an organization's data fits together, and how to make the step.
GUIDEHow to become a data engineer
The skills, projects and first-job strategy that actually get you hired as a data engineer, with a 6-month plan for beginners.
GUIDEMedallion architecture explained
Bronze, silver and gold layers in plain language: what each holds, why lakehouses are layered, a worked example, and the mistakes to avoid.
GUIDEData governance and lineage, explained simply
What data governance and data lineage really are, why they matter even more with AI, and a practical way to get started.
GUIDEWhat a forward deployed engineer does
The role that sits between customers and code: what FDEs do, why AI made the role essential, the skills it needs and how to grow into it.
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