Huskeys Launches Profiling to Unify Application Context Across Network Edge Security

New York, United States, October 14th, 2026, FinanceWire

Organizations have invested in multiple layers of application security, from web application firewalls to bot management and API protection. Yet having more tools does not necessarily mean having a complete understanding of the applications those tools protect. When each system operates independently, security teams can struggle to distinguish legitimate business activity from potentially malicious behavior. Huskeys is addressing this challenge with Profiling, a new capability first reported by SiliconANGLE that connects application context with security decisions across the network edge.

Profiling creates a dynamic profile of each web application, including its endpoints, real users, behavior, existing security controls, and business-critical paths. Huskeys intends to use that information to help organizations move away from generic policies and toward protections that reflect how their applications actually operate.

The Problem With Disconnected Security Layers

The modern application security stack can include content delivery networks (CDNs), bot management platforms, web application firewalls (WAFs), and application programming interface (API) security tools. Each technology contributes to the overall defense, but these layers often lack a unified understanding of application activity.

That disconnect can have consequences for both security and business operations. Generic rules may block legitimate requests, while malicious activity can continue reaching an application because individual tools lack the context needed to assess what a request means within a larger workflow.

Huskeys Profiling is designed to bring that context together. It examines how endpoints are used, who accesses them, what users and automated callers are trying to accomplish, how the application behaves, and which protections are already in place.

The capability is intended to go beyond asset inventories and API discovery. Instead, it connects traffic patterns and application behavior with business intent, helping security teams understand which paths deserve particular attention.

“A profile changes the question from ‘What does this traffic look like?’ to ‘What does this traffic mean to this business?’” said Roy Weisfeld, Co-Founder and CTO of Huskeys. "Most organizations protect everything the same way, like a mall with one security team guarding every store identically, whether it's a luxury boutique or a snack stand. We give every store its own dedicated guard, tailored to what it needs. When a sale triples the foot traffic or a new store opens, our guards adapt in real time."

Connecting Context to Security Controls

Huskeys positions Profiling as the foundation of its Hardening Loop, a process designed to turn application knowledge into concrete security improvements. The process starts by profiling a business path, then identifying changes, abuse, or exposure. Huskeys identifies a potentially high-impact fix, the customer approves the action, and the corresponding control is delivered. The system then observes the result.

This workflow is intended to close the gap between identifying a security concern and acting on it. Rather than producing another stream of alerts for teams to investigate, the platform aims to connect findings with targeted controls.

“Once we understand the application, the intent, and the business path together, security controls can be scoped to the customer instead of relying on generic rules,” adds Yotam Mazurik, the company’s Research Team Lead. “Profiling gives us the context to turn detection into a control that is specific to the application and the business path. The customer decides; Huskeys delivers.”

The customer approval step is central to the model described by Huskeys. The company aims to deliver controls based on application-specific context while allowing customers to decide whether to proceed with a proposed change.

AI Agents Add Another Layer of Complexity

The need for a broader view of application activity is increasing as web applications serve human users, conventional automation, and AI agents. Agents are beginning to participate in shopping, transactions, and other application workflows, making it more difficult to separate useful automation from malicious behavior based on traffic patterns alone.

The press release cites Cloudflare's 2026 reporting that automated agents and bots accounted for more than half of web requests across its network. Huskeys argues that understanding the purpose of an application path can provide additional context for deciding which requests should be allowed, challenged, or blocked.

The company also sees profiling as a way to prepare security controls before an attack reaches an application, particularly as the window between vulnerability disclosure and exploitation shrinks.

“Security teams have spent years trying to respond faster,” Weisfeld said. “We believe there is another approach: understand what matters before the next incident, so you can remove the window instead of racing the clock.”

A Unified View of Application Protection

Profiling is available in beta for close Huskeys customers. The company says implementation requires no special onboarding and that customers can begin seeing value within hours.

The capability supports Huskeys' Network Edge Security Management (NESM) platform, which connects and orchestrates existing CDNs, WAFs, cloud security, and network edge technologies through a unified agentic layer.

By linking application context across otherwise separate security layers, Huskeys aims to help organizations manage policies more consistently, reduce exposure, and maintain business continuity. Profiling's central proposition is that effective application protection requires not just more security signals, but a clearer understanding of what those signals mean.

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