Data governance, explained in Arabic and English
Guides, explainers, and a bilingual glossary for data teams operating in the Saudi context.
Latest articles
What Is Data Lineage? Tracing Data from Source to Decision
A practitioner's introduction to data lineage: what it is, the difference between table-level and column-level lineage, where it pays off — impact analysis, root cause, compliance evidence, trust — and how it is actually captured.
6 min readRead article
What Is Data Governance? A Plain-Language Guide for Saudi Organizations
A plain-language introduction to data governance for managers in Saudi organizations: what it means, why NDMO and PDPL make it urgent, the core building blocks, and how to start in your first 90 days.
7 min readRead article
What Is a Data Catalog — and Why Every DMO Needs One
A practical introduction to data catalogs for Saudi data teams: how a catalog differs from an inventory or a dictionary, what metadata it harvests, and how a Data Management Office uses it every single day.
6 min readRead article
PDPL in Practice: The First 5 Steps for Your Data Team
PDPL compliance is not a legal memo — it is an engineering practice. Here are the first five concrete steps your data team should take, from discovery to standing evidence.
8 min readRead article
The NDMO Framework Explained: 15 Domains in One Map
A single map of all 15 NDMO data management domains: what each one covers, who must comply, how the priority-tier rollout works, and how the domains interlock.
9 min readRead article
Metadata Management: Inside NDMO's Data Catalog & Metadata Domain
Business, technical, and operational metadata explained — what the NDMO Data Catalog & Metadata domain expects in practice, why every other domain depends on it, and the maturity stages from tribal knowledge to active metadata.
8 min readRead article
Data Quality Metrics That Matter for NDMO Compliance
Data quality under the NDMO framework is not a one-off cleanup — it is a measured, owned, and documented discipline. Here is how to move from the six classic dimensions to tests, SLAs, and KPIs that stand up in an audit.
7 min readRead article
Data Classification in Saudi Arabia: Levels, Labels, and Automation
Saudi Arabia's national policy defines four classification levels — Top Secret, Secret, Restricted, and Public. Understanding how they are assigned, and how labels travel through systems, is the foundation of every other governance control.
7 min readRead article
Building Your Data Management Office: A 90-Day Roadmap
A practical roadmap for launching a Data Management Office in Saudi Arabia — from mandate and roles to catalog, classification, quality baselines, and the failure modes to avoid.
10 min readRead article
The Compliance Blind Spot: Public APIs That Expose Personal Data
Data catalogs govern tables and API gateways manage traffic — but nobody connects the two. Inside the blind spot where classified columns leak through public endpoints, and what API governance must look like under PDPL and the NDMO framework.
8 min readRead article
The bilingual data governance glossary
Clear Arabic and English definitions for the terms every Data Management Office uses.
Browse the glossaryOfficial resources
Primary sources for data regulation in the Kingdom of Saudi Arabia.
Monthly digest
Monthly data governance insights for organizations operating in Saudi Arabia.