Radware & Dataiku: Securing and Governing Enterprise AI at Scale


The Rise of Agentic AI and the Need for Agent Guardian Services

Enterprises are rapidly moving beyond GenAI into a new phase of agentic AI adoption, where autonomous AI agents, analytical pipelines, and generative systems actively participate in decision-making, operations, and customer engagement. These systems no longer simply respond to prompts - they reason, orchestrate tasks, interact with tools, and accelerate processes to increase user experience and value.

This shift unlocks immense business value: faster insights, smarter decisions, and scalable automation across the organization. But it also introduces a fundamental challenge - how do enterprises maintain control, trust, and oversight as AI systems become more autonomous, distributed, and impactful?

Without the right foundations, organizations risk AI sprawl, governance blind spots, and operational exposure at the exact moment AI becomes mission-critical.

Agentic and Enterprise AI Introduce a New Security and Governance Challenge

As AI agents, models, and analytics systems proliferate across clouds, teams, tools, and vendors, enterprises face a new class of risks:

  • Lack of visibility into which AI systems and agents are running, what decisions they are making, and why
  • Governance gaps, where AI outcomes cannot be fully explained, audited, or aligned with regulatory and internal policies
  • Operational risk, including model drift, cost overruns, unintended actions, or misuse of connected tools and data
  • Security exposure, where autonomous agents can be manipulated, hijacked, or abused through prompt injection, poisoned context, or malicious tool usage

These challenges are compounded in highly regulated industries such as financial services, healthcare, energy, and government, where compliance, accountability, and explainability are nonnegotiable.

To scale AI safely, organizations need both a strong enterprise AI orchestration layer and a dedicated runtime security layer - purpose built for agentic systems.

What Dataiku Brings to Enterprise AI

Dataiku is the Platform for AI Success, designed to help enterprises build, orchestrate, govern, and scale AI systems as a unified whole, rather than as disconnected models or tools.

At its core, Dataiku enables organizations to operate AI as an enterprise system - connecting people, data, models, agents, and applications with governance embedded from day one.

Key Dataiku capabilities include:

Enterprise AI Orchestration

Dataiku serves as a central orchestration layer that connects data platforms, enterprise systems, foundation models, and third party AI frameworks, allowing organizations to design and manage how AI runs across the business - end to end.

Agentic AI Development and Management

With its evolving agentic AI capabilities, including Agent Management, Dataiku enables enterprises to build, deploy, and monitor AI agents across environments, tracking their performance, cost, and business impact throughout their lifecycle.

Built In Governance and Accountability

In Dataiku, governance is foundational. The platform provides lineage, versioning, auditability, approval workflows, and policy enforcement to ensure AI systems remain transparent, explainable, and compliant across teams and regions.

Democratizing AI Across the Organization

Dataiku enables collaboration between data scientists, engineers, analysts, and business users through no code, low code, and full code experiences - accelerating AI adoption without sacrificing control or quality.

In short, Dataiku helps organizations move from AI chaos to AI success by making AI production ready, governed, and measurable at enterprise scale.

What Radware Brings to the Partnership

While Dataiku provides the Enterprise AI orchestration and governance layer, Radware complements it with dedicated Agentic AI Protections.

Radware’s Agentic AI Protection focuses on securing autonomous AI systems while they are operating, providing supplementary security capabilities beyond traditional governance and MLOps tools, including:

  • End to end visibility across multi-cloud agent ecosystems, continuously discov-ering agents and monitoring prompts, actions, tool usage, dependencies, and be-havioral trends.
  • Proprietary behavioral, intent-based security, a differentiated machine speed agent action governance engine going well beyond traditional guardrails—detecting, block-ing, and alerting on Indirect Prompt Injections (IPI), blocking rogue or compromised agents, and enforcing safe operational behavior in real time.
  • Broad integration across SaaS and home grown agents, ensuring consistent pro-tection without limiting developer’s choice.
  • Continuous AI Security Posture Management (AISPM) to assess risk, prioritize exposures, and enforce policy across agents, prompts, and tools.
  • Secure AI adoption without slowing innovation, enabling enterprises to scale agentic AI safely.

Together, Dataiku and Radware enable enterprises to both govern AI by design and secure AI in action. For example, Radware detects, blocks, and alerts on indirect prompt injections attempting to exfiltrate sensitive data by hijacking agents’ goals. Dataiku analyzes forensic data of the alerts, isolates the sources of the poisoned data, and removes them. This level of automated attack lifecycle offers a distinctive capability and provides a blueprint for securing Agentic AI ecosystems at scale.

Following are a few joint Use Cases: Secure, Governed AI Across Industries

Financial Services

Organizations deploy AI agents for risk analysis, fraud detection, portfolio insights, and regulatory intelligence.

  • Dataiku orchestrates governed analytics and agentic workflows across data sources and models to combine signals with business context.
  • Radware is designed to mitigate the risk of agents being coerced into executing malicious actions or leaking sensitive data by detecting, blocking and alerting Agentic OWASP Top 10 risks.

Healthcare & Life Sciences

AI systems support clinical insights, research analysis, and operational optimization.

  • Dataiku enables explainable, auditable AI pipelines aligned with regulatory requirements.
  • Radware protects agents interacting with tools, data, and external content from manipulation and misuse.

Energy, Manufacturing, and Critical Infrastructure

Enterprises use AI for predictive maintenance, optimization, and autonomous decision making.

  • Dataiku manages the lifecycle, performance, and governance of AI systems at scale.
  • Radware monitors agent behavior in real time to prevent unintended actions or cascading failures.

Enterprise Generative & Agentic AI Programs

As organizations deploy fleets of AI agents across departments:

  • Dataiku provides centralized visibility and governance across all AI assets.
  • Radware enforces security guardrails at runtime, ensuring AI autonomy does not come at the expense of trust.

Better Together: From Governed Design to Secure Execution

Enterprise AI success requires more than powerful models or ambitious pilots - it demands structured orchestration, built-in governance, and continuous protection.

By combining Dataiku’s enterprise AI orchestration and governance platform with Radware’s purpose built Agentic AI security, organizations gain the confidence to scale autonomous AI systems responsibly, securely, and in alignment with business and regulatory expectations.

Together, Radware and Dataiku help enterprises move faster with AI - with comprehensive visibility, security and control.

Ready to ensure your organization can safely scale AI without sacrificing security, compliance, or innovation?

Contact Radware to learn more or schedule a demo today.

Your AI ecosystem is already evolving—make sure your security posture evolves with it.

Dror Zelber

Dror Zelber

Dror Zelber is a 30-year veteran of the high-tech industry. His primary focus is on security, networking and mobility solutions. His holds a bachelor's degree in computer science and an MBA with a major in marketing.

Related Articles

Contact Radware Sales

Our experts will answer your questions, assess your needs, and help you understand which products are best for your business.

Already a Customer?

We’re ready to help, whether you need support, additional services, or answers to your questions about our products and solutions.

Locations
Get Answers Now from KnowledgeBase
Get Free Online Product Training
Engage with Radware Technical Support
Join the Radware Customer Program

Get Social

Connect with experts and join the conversation about Radware technologies.

Blog
Security Research Center
CyberPedia