Data governance

Know where your data is, who uses it, and why

We classify your data, set clear owners and access rules, and build the controls into your systems, so you can answer any review with evidence.

The service at a glance

The problem, our work, your result

  1. Business problem

    NDMO and PDPL expect evidence, and you have documents.

    Policies exist on paper, but classification, access and privacy rules are not applied inside the data.

  2. What we do

    We engineer NDMO and PDPL controls into your data platforms, so compliance is produced by the system, not by spreadsheets.

  3. What you receive
    • Data classified and labelled
    • Personal data masked and tracked
    • Access rules enforced
    • Compliance evidence on demand

Who it is for

Built for the people who own the decision

Risk, compliance and security

Evidence ready for reviewers.

CDO, CIO and CTO

Controls built into the platform.

Data owners

Clear duties and decisions.

CEO and executive team

Lower regulatory exposure.

The goal: an AI-ready organisation

Where this service moves you

Data readyThis service

Connected, clean, governed and allowed for AI use.

KPIs ready

Agreed measures, one definition each, a named owner.

Organisation readyThis service

Roles, decision rights and skills to adopt AI safely.

=AI that reaches production and creates value

Approach

How we work with you

  1. 01

    Gap review

    Compare current state to NDMO and PDPL.

  2. 02

    Classify

    Label data by sensitivity.

  3. 03

    Enforce

    Apply masking and access rules.

  4. 04

    Report

    Produce evidence automatically.

Engagement options

Start where you are

Compliance gap review

Where you stand today.

Controls implementation

Controls built into data.

Ongoing compliance

Monitoring and periodic reports.

Scope

What is in, what is not

Included

  • Classification
  • Privacy controls
  • Access management
  • Evidence reporting

Handled separately

  • Legal advice
  • Regulator submissions on your behalf

Direct answer

Data governance in Saudi Arabia: what does Bilytica deliver?

Governance programmes in Saudi Arabia stall when the policy exists and the evidence does not. Baseline against the NDMO control set, a live processing register in your own tooling, and control checks wired into the platform.

  • Registers, evidence and assessment records stay inside your environment in Saudi Arabia and remain yours after the engagement ends.
  • Policies are issued in Arabic as the governing version, with English alongside, because that is the version an inspector will read.
  • NDMO data management controls: Baseline assessment, then a control-by-control remediation plan with dates.
  • PDPL, national data governance: Register maintained in your tooling, not in a consultant's spreadsheet.
Market signal

What actually changed

Specific observations from Saudi and GCC engagements and tenders, not generic predictions.

Operationalising

PDPL moved from reading the law to running it

Budget shifted into classification, consent handling and cross-border transfer controls rather than legal opinions. The artefacts an auditor asks for, a classification register, a lawful-basis record, a transfer log, are now the deliverables, not the appendix.

NDMO

Domain-by-domain alignment is being demanded explicitly in tenders

Government RFPs increasingly require vendors to map their programme against NDMO's data-management domains rather than assert a generic governance capability. Answering that in the bid is now a scoring item.

Sequencing

Classification became a gate before cloud migration, not cleanup after it

The old order, migrate first, classify later, is being reversed in banking and government because the migration itself cannot be approved without it. Programmes still planned the old way stall at the security review.

Ownership

Fragmented ownership now blocks more programmes than tooling does

Governance responsibility is split across the data office, legal and cybersecurity, and each assumes another owns it. Every stalled governance programme we are asked to rescue has this at its root.

Our Solutions

What We Deploy

Enterprise-grade capabilities, deployed in Saudi Arabia and worldwide

NDMO Compliance Framework

Full implementation of National Data Management Office standards, data classification, cataloging, sharing protocols, and open data.

NCA Cybersecurity Controls

Essential Cybersecurity Controls (ECC), Cloud CC (CCC), and Critical Systems CC (CSCC) implementation and audit readiness.

PDPL Privacy Compliance

Personal Data Protection Law implementation, consent management, data subject rights, privacy impact assessments.

Data Lineage & Cataloging

Automated discovery, classification, and lineage tracking for every data asset. Know what you have, where it lives, who accesses it.

Master Data Management

Golden record creation, deduplication, matching, and survivorship rules. One version of truth for customers, products, and assets.

Data Quality Framework

Automated quality monitoring, profiling, and remediation. Data quality dashboards with SLA tracking and alerting.

Use Cases

Deployed Across Industries

Proven results in every major sector

Government

Ministry-wide NDMO compliance, cross-entity data sharing frameworks, and open data portals

Banking

SAMA regulatory compliance, data classification, and customer data protection under PDPL

Healthcare

Patient data governance, consent management, and cross-facility data sharing with privacy

Energy

Operational data governance for SCADA, IoT, and environmental compliance reporting

Telecom

CITC compliance, subscriber data protection, and CDR data governance

Education

Student data privacy, institutional research governance, and MoE reporting compliance

Technologies & Platforms

The platforms we build on

Every platform here is a 2026 Gartner Magic Quadrant Leader or category standard, so your stack stays current, defensible, and future-proof.

Governance Platforms

Collibra
Alation
Informatica CDGC
IBM Knowledge Catalog

Catalog & Lineage

Microsoft Purview
Atlan
DataHub
OpenLineage

Privacy & Consent

OneTrust
BigID
Securiti.ai
TrustArc

Master Data Management

Informatica MDM
SAP MDG
Reltio
Profisee

Data Quality & Observability

Informatica IDQ
Great Expectations
Monte Carlo
Talend

Saudi & Regional Compliance

NDMO Framework
NCA ECC / CCC
PDPL
From live tenders

What buyers are asking us

The questions that come up in almost every vendor evaluation, answered straight.

“Who should own NDMO and PDPL compliance internally?”

One accountable executive with authority over both IT and business data stewards, not a committee. Where these programmes stall, it is almost always because legal, IT and the business each believe someone else owns the decision.

“Purview or Unity Catalog?”

Fabric and Azure estates default to Purview; Databricks estates get deeper lineage from Unity Catalog. Neither covers the enterprise-wide business glossary and stewardship workflow well, which is why larger organisations end up running a catalog plus a governance tool rather than one of them.

“Does mapping to NDMO domains actually improve data quality?”

Done properly, yes, it forces ownership, quality thresholds and lineage that most organisations lack regardless of regulation. Done as a checkbox, it changes nothing. The tell is whether classification and quality metrics appear in anyone's objectives six months later.

“What exactly are our cross-border transfer obligations?”

That needs a current review against the authority's published guidance with qualified local counsel, the rules have been evolving and guessing here is genuinely dangerous. What we can do is architect so the answer is enforced at the gateway rather than trusted to a policy document.

“How long does a real classification exercise take?”

A credible first pass across critical systems takes considerably longer than the short timelines that appear in most proposals. The constraint is business-side data-owner availability, and no tool shortens it.

“Do we need a governance platform, or can we start with what we have?”

For a first year focused on critical domains, lightweight tooling plus real process discipline works. Buying an enterprise catalog before you have an accountable owner just relocates the spreadsheet problem into something expensive nobody maintains.

FAQ

Frequently Asked Questions

Common questions about Know where your data is, who uses it, and why.

What does NDMO compliance actually require?

Saudi Arabia's National Data Management Office mandates 15 data management domains, classification, cataloging, quality, sharing, open data, lifecycle, lineage and more. Most enterprises hit Level 3 (Defined) with structured work; we have a pre-built operating model and toolkit that compresses the timeline materially.

How does this map to PDPL, GDPR and other privacy laws?

Our governance framework covers Saudi PDPL, EU GDPR, UK Data Protection Act, US state privacy (CCPA, CPRA), HIPAA and sector rules (SAMA, NCA, CITC, MoH). One operating model, one catalog, one consent and DSAR engine, re-used across every jurisdiction you operate in. No separate programmes.

Which Gartner 2026 Leaders do you deploy?

We're certified on Collibra, Alation, Informatica CDGC, IBM Knowledge Catalog and Microsoft Purview, all 2026 Magic Quadrant Leaders. For privacy and consent we deploy OneTrust, BigID and Securiti.ai. Choice is driven by your existing estate, not a vendor partnership.

How do you make compliance audit-ready every day, not just at year-end?

Every policy maps to automated controls, PII discovery runs continuously, lineage updates with every pipeline change, access reviews fire on a schedule, evidence is captured in the catalog. When the regulator arrives, the evidence pack is one export away, not a 6-week scramble.

Who owns governance once you leave?

We design a steward operating model with named domain owners, a federated council, and a RACI that survives turnover. Stewards are trained, certified and equipped with playbooks. Many clients move to a managed-service model with us for the first 12 months, then run it themselves.

What's the cost of doing nothing?

PDPL penalties go up to SAR 5M per incident. Saudi government RFPs increasingly require demonstrated NDMO maturity, losing one large contract typically dwarfs the entire governance programme cost. And every AI initiative without governance gets blocked by legal at production cutover. Governance is the cheapest insurance you'll buy this year.

Get a Free NDMO/NCA Compliance Assessment

Our governance experts will assess your current compliance posture, identify gaps, and deliver a prioritized remediation roadmap, at no cost.

Call +966 54 597 3047

🔒 No obligation · Free assessment

Cookie & Privacy Notice

We use cookies to improve your experience and analyse site traffic, in line with our Privacy Policy and the Personal Data Protection Law (PDPL). You can keep essential cookies only.