Investigating operational technology attacks as code

Abstract Industrial Operational Technology (OT) environments face escalating cybersecurity challenges due to increasing interconnectedness, device heterogeneity, and the integration of legacy systems not designed with modern security requirements. Operators struggle with security validation in OT settings due to the complexity of static reasoning across multilayered architectures and the impracticality of in-production testing, which risks operational disruptions and safety hazards. To address these limitations, we propose SAFARI, a framework that leverages the concepts of digital twin and cyber range to enable Security-Investigation-as-Code for OT environments, automating the creation, deployment, and security testing of faithful OT architecture replicas. SAFARI uses technologies such as Terraform, Proxmox SDN, and MITRE Caldera to provide scalable, reproducible security assessment capabilities while maintaining complete air-gapping for safe malware testing. We demonstrate SAFARI’s effectiveness through a comprehensive case study examining three industrial network architectures exhibiting increasing segmentation. Our results show that SAFARI successfully automates complex security scenarios, enables regression testing of architectural refinements, and provides quantifiable insights into attack resistance improvements. The framework represents a significant advancement in OT security testing methodology, offering security operators a practical tool for systematic vulnerability assessment and architectural validation without compromising operational continuity.

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Publication Details

Journal
Empirical Software Engineering
Published
2025-09-02
DOI
https://doi.org/10.1007/s10664-025-10713-2
Primary Topic
Information and Cyber Security
Type
article
Field-Weighted Citation Impact
0.00

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article

Investigating operational technology attacks as code

Franco Callegati, Marco Prandini, Simone Melloni, Andrea Melis et al.
Empirical Software Engineering
Information and Cyber Security
article

Investigating operational technology attacks as code

Franco Callegati, Marco Prandini, Simone Melloni, Andrea Melis, Saverio Giallorenzo, Alessandro Vannini
article en

Abstract

Abstract Industrial Operational Technology (OT) environments face escalating cybersecurity challenges due to increasing interconnectedness, device heterogeneity, and the integration of legacy systems not designed with modern security requirements. Operators struggle with security validation in OT settings due to the complexity of static reasoning across multilayered architectures and the impracticality of in-production testing, which risks operational disruptions and safety hazards. To address these limitations, we propose SAFARI, a framework that leverages the concepts of digital twin and cyber range to enable Security-Investigation-as-Code for OT environments, automating the creation, deployment, and security testing of faithful OT architecture replicas. SAFARI uses technologies such as Terraform, Proxmox SDN, and MITRE Caldera to provide scalable, reproducible security assessment capabilities while maintaining complete air-gapping for safe malware testing. We demonstrate SAFARI’s effectiveness through a comprehensive case study examining three industrial network architectures exhibiting increasing segmentation. Our results show that SAFARI successfully automates complex security scenarios, enables regression testing of architectural refinements, and provides quantifiable insights into attack resistance improvements. The framework represents a significant advancement in OT security testing methodology, offering security operators a practical tool for systematic vulnerability assessment and architectural validation without compromising operational continuity.

Empirical Software EngineeringVol. 30(6)
Institut national de recherche en sciences et technologies du numérique (FR), Centre Inria d'Université Côte d'Azur (FR), Agenzia Regionale Prevenzione e Ambiente della Regione Emilia-Romagna (IT), University of Bologna (IT)
Università di Bologna, Regione Emilia-Romagna, European Regional Development Fund
Openalex Percentile: Top 66%
Information and Cyber Security
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