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Achieving Realistic Application Testing in Simulated Combat Cloud Environments

Frank Puranik
18 Aug 2026
Defense
Achieving Realistic Application Testing in Simulated Combat Cloud Environments

As defense forces move towards multi-domain operations, the Combat Cloud has emerged as a foundational concept for connecting sensors, platforms, weapons, command systems and decision-makers across the battlespace. However, validating application performance and resilience in these highly distributed environments remains a significant challenge. To ensure operational success, developers and system integrators need test networks that accurately reflect the complexity, scale and dynamic behavior of real Combat Cloud architectures.

What is a Combat Cloud?

The Combat Cloud concept is often associated with Lt. Gen. David Deptula (USAF, Ret.), while Gen. Mike Hostage, Gen. Hawk Carlisle and Maj. Gen. Linda Urrutia-Varhall were among the first senior USAF leaders to discuss the term publicly in the mid-2010s.

From a US perspective, the Combat Cloud is a highly connected, meshed battlespace network in which aircraft, sensors, command-and-control (C2) systems and weapons continuously exchange information to create decision superiority. The US Air Force formally described it as an “overarching meshed network” that enables seamless information sharing across military operations.

European defense organisations have expanded the concept into the Multi-Domain Combat Cloud (MDCC), integrating air, land, maritime, cyber and space assets into a common digital environment that supports collaborative decision-making and operational agility.

NATO views similar architectures as essential enablers of Multi-Domain Operations, where real-time data exchange across domains creates converging effects “at the speed of relevance.” Cloud-enabled digital infrastructure is increasingly regarded as a core component of future alliance operations.

Calnex Combat Cloud concept graphic showing secure network operations

Essentially, you can think of a Combat Cloud as a military version of commercial cloud computing but there’s a bit more to it than that. Just as platforms such as Microsoft Azure or AWS allow users to access applications, data and computing resources regardless of their physical location, a Combat Cloud enables military forces to share sensors, effects, intelligence, communications, mission applications and data fusion across the battlespace.

The crucial difference is that a Combat Cloud must continue to function under DDIL – (Disconnected, Disrupted, Intermittent and Limited-bandwidth) conditions, where communications links may be degraded by jamming, cyber attack, congestion, terrain masking or the movement of operational assets. Unlike commercial cloud networks, which typically rely on stable, high-bandwidth connectivity, Combat Cloud architectures must be resilient, self-forming and self-healing, ensuring mission-critical information reaches the right users even when parts of the network are unavailable. This ability to operate effectively in DDIL environments is one of the defining characteristics that separates military cloud architectures from their commercial counterparts.

Combat Cloud as the Evolution of Network-Centric Warfare

The Combat Cloud did not emerge in isolation. It represents the next logical step in the evolution of Network-Centric Warfare (NCW), a doctrine developed during the information revolution of the 1990s and early 2000s.

NCW focused on connecting platforms through digital networks to improve situational awareness and accelerate decision-making. The central premise was that superior information sharing would yield superior combat outcomes.

Combat Cloud extends this idea considerably. Rather than merely linking platforms, it seeks to create a dynamic, distributed ecosystem where computing resources, data, sensors and effects are shared across a highly resilient mesh network. In effect, it transforms military forces from collections of individual platforms into a collaborative “system of systems.”

This evolution is essential because modern warfare increasingly involves contested electromagnetic environments, cyber threats, autonomous systems and multi-domain operations that place far greater demands on networking infrastructure than traditional NCW concepts were designed to handle.

Challenges in Adopting Combat Cloud Architectures

Although the benefits are compelling, implementing Combat Cloud architectures presents several challenges:

  • Interoperability between legacy and next-generation systems. Many military platforms were never designed to exchange data seamlessly
  • Network scale and complexity as thousands of nodes must communicate across multiple domains
  • Cybersecurity and data protection particularly in coalition environments where sensitive information must be shared selectively
  • Network resilience ensuring communications continue despite jamming, packet loss, latency variation and node failures
  • Testing realism since live operational environments are prohibitively expensive, difficult to access and impossible to reproduce consistently

This makes comprehensive and repeatable network emulation an essential component of Combat Cloud development.

Creating a Realistic Software-Defined Combat Cloud Test Network

The most effective approach is to build a software-defined test network that faithfully reproduces the behavior of operational environments while maintaining repeatability and control. 

A realistic Combat Cloud test environment should be capable of modeling:

  • Meshed network topologies
  • Dynamic routing behaviors including Path diversity, route changes, failover behavior and changing link availability
  • Mobile and distributed nodes
  • Variable latency conditions
  • Packet loss and jitter
  • Satellite and tactical radio links
  • Cyber-electromagnetic contested environments
  • Large-scale multi-domain deployments 

Unlike physical test beds, software-defined emulation enables users to recreate these conditions repeatedly and at scale, so different application builds can be tested against the same network scenario.

A realistic Combat Cloud test environment should be capable of modeling the DDIL conditions that military networks routinely encounter, including intermittent connectivity, variable latency, constrained bandwidth, packet loss and temporary network partitions. Testing applications under ideal network conditions is no longer sufficient; software must be validated against the degraded and contested environments it will face during real-world operations. This makes advanced network emulation an essential capability for Combat Cloud development.

Our Technical Paper, Why Omitting Real-World Network Conditions from the Training Environment fails the Warfighter examines the importance of providing a truly holistic training experience including the network environment in order to fully prepare our warfighters.

Please fill in the form to receive your technical paper now.


Calnex NE-ONE Enterprise: Defense Edition

Calnex NE-ONE Enterprise: Defense Edition network emulator has been developed to address the need to provide realistic test environments for military networks making it particularly well suited to testing application performance and resilience in Combat Clouds.

Its use of Soft Ports allows thousands of virtual endpoints to be modeled without requiring thousands of physical interfaces, making large-scale Combat Cloud testing practical and affordable.

The platform's ability to emulate meshed network architectures is equally important because Combat Cloud environments are not simple point-to-point WAN links; they are multi-node, multi-path networks where traffic may have several possible routes.

NE-ONE Enterprise’s use of time-based tables containing variables and formulas further enhances test realism by enabling changing latency, loss, bandwidth, link availability and path characteristics to be easily automated over the course of a scenario.

This combination of scalable soft-port technology, sophisticated mesh-network modeling and automated network parameter change, offered by the NE-ONE Enterprise platform, enables defense organisations to recreate realistic operational conditions, validate application performance and identify vulnerabilities before field deployment.

The result is a test environment that more accurately represents real-world Combat Cloud behavior, improves confidence in mission-critical software and reduces risk during operational integration. For defense systems manufacturers, system integrators and military research organisations developing next-generation digital battlespace capabilities, this makes Calnex NE-ONE Enterprise:Defense Edition a highly scalable and capable solution for Combat Cloud network emulation and application testing.

Learn more

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Meet with Calnex at the Department of the Air Force Information Technology and Cyberpower Training and Education Event (DAFITC) taking place place in Montgomery, AL from August 24-26, 2026.