Data Storage and Warehouse Design
Foundations every pipeline depends on.
Mai Studies Original · Data Analytics
An independent Mai Studies study-support programme covering data engineering end to end: storage design, batch and streaming processing, pipeline orchestration, data quality, and preparing data for analytics and machine learning. It supports preparation for professional-level cloud data engineer certifications, a role blend for which reported UK salaries commonly range from GBP 95,000 to GBP 120,000; these are indicative market figures, not a guarantee. All material is original to Mai Studies. Mai Studies is not affiliated with or endorsed by Google or any certification body, no official exam content is reproduced, and completion does not grant any external certification.
This programme carries its own fee in addition to membership, and gives you twelve months to complete it. Your certificate is issued once the fee is paid.

Original Mai Studies learning material. This is a professional completion programme, not a regulated qualification or university accreditation.
Programme syllabus
Foundations every pipeline depends on.
Transforming data at rest and in motion.
Feeding models with production-grade data.