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Dynatrace Boosts Its AI Observability Portfolio With Arize Acquisition
There's a growing need for tools to monitor and manage AI applications and agents and measure the quality of their output. Dynatrace looks to meet that demand by adding Arize's technology to its observability platform. Dynatrace is expanding its portfolio of observability offerings with a deal to acquire Arize, developer of the Arize AX platform used by developers to evaluate their large language model applications and autonomous AI agents during development and in production. Dynatrace said Thursday that it signed a definitive agreement to buy Arize in a cash and stock transaction valued at $915 million. AI observability has emerged as one of the biggest challenges in managing AI technology. While businesses and organizations are developing and deploying AI systems at a rapid pace, they are often flying blind when it comes to monitoring those systems to ensure they are effectively and safely doing what they are built to do. [Related: The 10 Coolest AI Observability And Governance Tools Of 2026 (So Far)] "AI is now moving into production at incredible speed, and the resulting AI observability market opportunity is enormous," Dynatrace CEO Rick McConnell said in a statement announcing the acquisition deal. "Acquiring Arize advances our AI observability leadership, accelerates our roadmap, enhances our long-term growth profile, expands our reach with the developer community, and adds an incredible AI-first team to Dynatrace," the CEO said. AI observability is one of the fastest growing categories in the broader observability space, projected to exceed $10 billion by 2030, and "is central to Dynatrace's growth strategy," the company said. Dynatrace, headquartered in Boston, is one of the leading companies in the observability arena with its unified observability, security and software automation platform. The system's capabilities span application and AI observability, IT infrastructure monitoring, application security, log data management and analytics, digital experience monitoring, and key performance indicator data analysis. Arize AX is purpose-built for AI and agent observability. The enterprise-scale, fully managed SaaS platform provides automated trace observability capabilities, based on the OpenTelemetry and OpenInference standards, that track how multi-step agent workflows execute, how tools are called, and where latency or errors occur. Arize AX, for example, measures AI output quality by determining hallucination rates and the overall correctness of AI responses and actions. It's real-time production monitoring capabilities continuously validates AI behavior and detects system failures, performance degradation and data drift. "We founded Aize because AI teams needed a way to know their agents were actually working correctly, not just running," Arize CEO Jason Lopatecki said in the acquisition announcement. "Joining Dynatrace will enable us to take that mission much further. Together, we can bring AI evaluation and software observability into an end-to-end system, enabling teams to build more ambitious AI applications faster." Dynatrace said the addition of Arize to the Dynatrace Observability Platform will provide partners and customers with unified context for understanding AI behavior and business impact, connecting AI model and agent evaluations with "application performance, infrastructure health, and business outcomes." Dynatrace expects to close the acquisition of San Francisco-based Arize either later this quarter (ending Sept. 30) or early in Dynatrace's third quarter, subject to regulatory reviews and customary closing conditions. The $915 million sale price includes approximately $815 million in cash along with replacement equity awards for Arize employees joining Dynatrace. Arize's founders, Lopatecki and Aparna Dhinakaran, will both join Dynatrace. Lopatecki will continue to lead the Arize team and will report directly to Dynatrace CEO McConnell.
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Dynatrace, Inc. (NYSE: DT) signed a definitive agreement to acquire Arize AI, Inc for approximately $920 million.
Dynatrace, Inc. (NYSE:DT) agreed to acquire Arize AI, Inc from a group of shareholders for approximately $920 million on August 13, 2026. A cash consideration of $815 million will be paid by Dynatrace, Inc. The consideration consists of replacement equity awards common equity of Dynatrace, Inc. having a value of $100 million to be issued for common equity of Arize AI, Inc. As part of consideration, $915 million is paid towards common equity of Arize AI, Inc. Dynatrace plans to fund the transaction through cash on hand and/or its existing credit facility. Arize?s two founders, Jason Lopatecki and Aparna Dhinakaran, will both join Dynatrace at closing. Jason will continue to lead the Arize team and will report directly to Rick McConnell. Arize employees will join Dynatrace. The transaction subject to regulatory reviews and other customary closing conditions. The transaction is expected to close later in the third quarter of 2026 or early in Dynatrace?s third quarter. J.P. Morgan Securities LLC acted as financial advisor for Dynatrace, Inc. Goodwin Procter LLP acted as legal advisor for Dynatrace, Inc. Qatalyst Partners, L.P. acted as financial advisor for Arize AI, Inc. DLA Piper LLP acted as legal advisor for Arize AI, Inc.
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Dynatrace signed a definitive agreement to acquire Arize for $915 million in a cash-and-stock deal aimed at strengthening its AI observability portfolio. The acquisition addresses the growing challenge of monitoring AI applications and autonomous agents as businesses deploy AI systems at unprecedented speed without adequate oversight tools.
Dynatrace signed a definitive agreement on August 13, 2026, to acquire Arize for approximately $915 million in a cash-and-stock deal
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. The transaction includes $815 million in cash and $100 million in replacement equity awards for Arize employees joining Dynatrace2
. This Dynatrace acquisition positions the Boston-based observability leader to capture a larger share of the rapidly expanding AI observability market, projected to exceed $10 billion by 20301
.Businesses are deploying AI systems at breakneck speed, yet many operate without adequate tools to monitor and manage AI applications effectively. AI observability has emerged as a critical challenge because organizations need visibility into whether their AI systems perform as intended, remain safe, and deliver accurate results. Dynatrace CEO Rick McConnell emphasized this urgency, stating that "AI is now moving into production at incredible speed, and the resulting AI observability market opportunity is enormous"
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. Without proper monitoring, companies risk deploying AI applications that produce unreliable outputs or fail silently in production environments.Arize developed the Arize AX platform specifically for evaluating large language model applications and autonomous agents during development and production phases
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. The enterprise-scale, fully managed SaaS platform provides automated trace observability capabilities based on OpenTelemetry and OpenInference standards. These AI observability capabilities track how multi-step agent workflows execute, identify where tools are called, and pinpoint latency or error sources. The platform measures hallucination rates and validates the correctness of AI responses and actions, addressing one of the most pressing concerns in AI deployment1
.Arize's real-time production monitoring continuously validates AI behavior and detects system failures, performance degradation, and data drift as they occur
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. Arize CEO Jason Lopatecki explained the company's founding mission: "We founded Arize because AI teams needed a way to know their agents were actually working correctly, not just running"1
. This capability becomes essential as organizations move beyond experimental AI projects to production deployments where reliability directly impacts business outcomes.Related Stories
Dynatrace acquires Arize to integrate AI-driven observability into its unified platform, connecting AI model evaluations with application performance, infrastructure health, and business outcomes
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. This integration provides partners and customers with unified context for understanding AI behavior and its business impact. The combined platform will enable teams to build more ambitious AI applications faster by linking AI evaluation with software observability in an end-to-end system. Watch for how this integration affects developer workflows and whether it sets new standards for comprehensive AI monitoring.Arize's two founders, Jason Lopatecki and Aparna Dhinakaran, will both join Dynatrace when the transaction closes
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. Lopatecki will continue leading the Arize team and report directly to Dynatrace CEO Rick McConnell. Dynatrace plans to fund the transaction through cash on hand or its existing credit facility2
. The acquisition is expected to close later in the second quarter ending September 30, 2026, or early in Dynatrace's third quarter, pending regulatory reviews and customary closing conditions1
. J.P. Morgan Securities and Goodwin Procter LLP advised Dynatrace, while Qatalyst Partners and DLA Piper LLP represented Arize2
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