Data Architecture · Saudi Arabia

Architecture That
Scales with
Your AI Ambition.

The wrong data architecture costs Saudi enterprises years of technical debt and millions in rework. Crux designs your data lakehouse architecture right the first time — built to serve AI, analytics and operations simultaneously, PDPL compliant from layer one.

Design Your Data Architecture See Capabilities
Enterprise Lakehouse Architecture
Consumption Layer
BI Dashboards · AI Models · APIs · Applications
L7
Semantic Layer
Data Catalog · dbt Models · Business Definitions · Lineage
L6
Gold Layer
Curated Analytics Data · KPIs · Aggregates · Reports
L5
Silver Layer
Validated · Deduped · Enriched · PDPL Classified
L4
Bronze Layer
Raw Ingested Data · Full History · Immutable
L3
Storage Layer
Cloud Object Store · Delta Lake · Iceberg · Parquet
L2
Source Systems
SAP · Oracle · CRM · APIs · Streaming · Files
L1
Lakehouse
Architecture Pattern
Modern medallion architecture combining data lake and warehouse benefits for AI and analytics
PDPL
Layer 1 Compliance
Data governance and PDPL controls embedded at the storage layer — not bolted on after the fact
10x
Query Performance
Lakehouse architectures deliver 10x better AI model training performance vs traditional warehouses
SAR Savings
Millions
Right-sizing architecture eliminates redundant systems and reduces cloud storage costs by 40-60%
Architecture Services

Every data architecture
decision, made right.

Data Lake Architecture

Design scalable cloud-native data lakes using Delta Lake or Apache Iceberg — with data tiering, lifecycle management and PDPL classification at the storage layer.

Lakehouse Design

Combine lake flexibility with warehouse performance — enabling AI training on raw data alongside governed analytics serving. The modern standard for Saudi enterprise data platforms.

Warehouse Architecture

Design high-performance analytical warehouses on Snowflake, Databricks or Azure Synapse — with dimensional modeling, SCD patterns and BI-optimized query layers.

PDPL Data Governance Architecture

Design governance layers that enforce Saudi PDPL — data classification schemas, PII detection rules, masking policies, consent tracking and right-to-erasure automation.

Data Mesh Architecture

Architect federated data ownership models — enabling Saudi enterprise business units to own their data domains while maintaining central governance and AI data access.

AI Feature Store Architecture

Design feature stores that make machine learning features reusable across AI models — reducing feature engineering redundancy and accelerating Saudi ML team productivity by 60%+.

FAQ

Data architecture in Saudi Arabia — answered.

QWhat is data platform architecture in Saudi Arabia?
Data platform architecture in Saudi Arabia involves designing the full blueprint for how enterprise data is stored, organized and accessed — including data lake design, lakehouse structure, warehouse design, governance layers and AI serving infrastructure. Crux designs PDPL-compliant data platforms aligned with Saudi Vision 2030.
QWhat is the difference between a data lake and data warehouse for Saudi enterprises?
A data lake stores raw structured and unstructured data at low cost, ideal for AI and ML workloads. A data warehouse stores processed structured data optimized for analytics and reporting. Saudi enterprises increasingly adopt lakehouse architectures combining both — enabling AI teams to access raw data alongside clean analytics layers. Crux designs all three.
QHow does PDPL affect data architecture design in Saudi Arabia?
PDPL requires Saudi organizations to classify data by sensitivity, control access strictly, enable data subject rights including erasure, and maintain audit logs. Crux designs architecture with PDPL controls embedded at the storage layer — including automated PII detection, masking pipelines and compliance audit trails. This is significantly more effective than adding compliance controls after architecture is built.
"
We had three separate data systems that couldn't talk to each other. Crux designed a unified lakehouse architecture in 6 weeks. Our AI teams now have one source of truth — and our PDPL audit passed first time.
DA
Data & Analytics Director
Saudi Government Authority · Riyadh, KSA
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Design Your Architecture

Get the architecture
right from the start.

PDPL embedded. AI-ready. Saudi cloud deployable. Crux designs data platform architecture that serves your business for the next 10 years.

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