Retail
KF Data Labs
Data-led real estate intelligence built for Saudi Arabia.
Transforming complex market data into strategic investment and development decisions.
KF Data Lab’s deploys a proprietary data engine to deliver data-led advisory that materially enhances investment certainty and development decision-making by aggregating and structuring extensive multi-source datasets, spanning market dynamics, tenant performance, mobility patterns, and pricing.
We translate complex data into asset-specific, actionable intelligence, allowing our clients to make faster, evidence-based decisions, aiming to consistently outperform market comparables.
Our KF Data Labs services
We underpin all of our advisory functions with our database and analytic processes. This provides unique, data backed insights into;
- Future GDP growth trends linked to major events such as the World Cup or delivery of key infrastructure projects.
- Multi-source dataset aggregation
- Regression modelling and quantitative market analysis
- Demand forecasting and revenue modelling
- Catchment area and Total Addressable Market analysis
- Operator and Tenant performance benchmarking (sales densities & OCR’s)
- Net Operating Income modelling and optimisation
- OPEX, CAPEX, and non-recoverable forecasting
Sectors we cover in Saudi Arabia
The data engine is sector agnostic and covers all key real estate sectors such as;
- Retail and F&B
- Entertainment and leisure destinations
- Mixed-use developments
- Residential communities
- Commercial and office
- Hospitality
- Healthcare
- Logistics
Why choose our KF Data Labs services
Track record / examples
Advised on the structuring of Master Lease Agreements for two super-regional malls, including commercial analysis, risk assessment, and strategic recommendations to support the introduction of a private sector operating partner.
Delivered data-led performance analysis and five-year business planning across a multi-asset retail and entertainment portfolio, focused on revenue optimisation, operational performance, and asset growth.



