Dynatrace has signed a definitive agreement to acquire Arize in a $915 million cash-and-stock transaction, expanding its AI observability capabilities across the full development and production lifecycle of artificial intelligence applications.
The acquisition is intended to combine Dynatrace’s enterprise observability platform with Arize’s AI evaluation and monitoring technology, creating a more comprehensive system for evaluating, operating, and continuously improving AI applications from experimentation through production.
AI observability has become increasingly important as companies move generative AI applications, large language models, and autonomous agents into production environments.
Rather than focusing only on whether an application or infrastructure system is operating normally, AI observability also examines how models and agents behave, whether their outputs remain accurate, how orchestration layers are performing, and how those behaviors relate to infrastructure utilization, business processes, and application performance.
Dynatrace said the AI observability market is projected to exceed $10 billion by 2030 and views the category as an important component of its long-term growth strategy.
One of the central reasons behind the acquisition is the fragmentation that currently exists between AI development and production operations.
AI engineering teams often use one set of tools to test models, agents, prompts, and outputs before deployment, while application, infrastructure, platform, and site reliability engineering teams use different systems to monitor production environments.
That separation can make it difficult to determine the source of problems when an AI application’s output quality deteriorates or a customer-facing workflow fails. The underlying issue could originate from a prompt, model behavior, an agent, an orchestration layer, application code, infrastructure, or another component of the technology stack.
Dynatrace believes combining its platform with Arize will establish a more direct connection between AI evaluation during development and observability once applications are operating in production.
Arize specializes in AI observability and evaluation for both traditional machine learning and generative AI applications.
Its technology is designed to help organizations identify hallucinations, measure output quality, detect performance problems, investigate why issues occurred, and continuously validate AI behavior.
Arize has also built a significant presence among developers through its open-source ecosystem. The company’s platform is stack-agnostic and works across major AI frameworks and model providers, allowing teams to use its tools without being tied to a particular model or infrastructure vendor.
Dynatrace believes that developer community could broaden its own reach as more decisions around AI infrastructure and observability begin with engineering teams.
Following completion of the acquisition, Dynatrace plans to provide customers with continuous observability throughout the AI lifecycle, beginning with experimentation and deployment readiness and extending through runtime evaluation and production monitoring.
The combined platform is also expected to create automated feedback loops that allow information from production systems to flow back to developers, helping teams identify problems and improve AI applications over time.
Another planned capability is unified context connecting model and agent behavior with application performance, infrastructure health, GPU utilization, and business outcomes.
Dynatrace also plans to combine those capabilities with its enterprise data infrastructure, including exabyte-scale analysis and AI lakehouse capabilities, to support increasingly large AI workloads.
For developers, the combination is intended to provide a more direct path from experimentation to enterprise production environments while retaining Arize’s existing open-source presence.
Dynatrace sees that developer relationship as increasingly important because AI tooling decisions are often initially made by engineers before platforms are expanded more broadly across an enterprise.
Under the agreement, Dynatrace will acquire Arize for $915 million, subject to customary adjustments.
The consideration consists of approximately $815 million in cash along with replacement equity awards for Arize employees who join Dynatrace.
Dynatrace plans to finance the transaction using cash on hand and/or its existing credit facility.
The transaction is expected to close later in Dynatrace’s current quarter or early in its fiscal third quarter, subject to regulatory reviews and customary closing conditions.
Arize co-founders Jason Lopatecki and Aparna Dhinakaran will both join Dynatrace following completion of the transaction. Lopatecki will continue leading the Arize team and will report directly to Dynatrace CEO Rick McConnell.
Dynatrace also expects the acquisition to make a meaningful contribution to its growth profile.
The company projects that the transaction will add approximately 200 basis points to annual recurring revenue growth during fiscal 2027.
At the same time, Dynatrace expects the acquisition to reduce its fiscal 2027 non-GAAP operating margin by approximately 175 basis points as the company invests in integrating and expanding the combined platform.
Dynatrace expects incremental operating margin expansion from fiscal 2027 levels into fiscal 2028 and beyond.
The company does not expect the transaction to materially affect its fiscal second-quarter 2027 guidance or its ongoing share repurchase program.
The acquisition strengthens Dynatrace’s position as enterprises increase investment in observability infrastructure capable of supporting AI applications that behave differently from traditional deterministic software.
As organizations deploy larger numbers of AI-powered services and agents, the ability to understand not only infrastructure performance but also model quality, agent behavior, cost, and business impact could become increasingly important.
J.P. Morgan Securities is serving as financial advisor to Dynatrace, while Goodwin Procter is serving as legal counsel. Qatalyst Partners is serving as exclusive financial advisor to Arize, and DLA Piper is serving as legal counsel.
KEY QUOTES:
“AI is now moving into production at incredible speed, and the resulting AI Observability market opportunity is enormous. Dynatrace anticipates customers’ needs at critical inflection points, and this is one of the most significant in our history. 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.”
Rick McConnell, CEO of Dynatrace
“We founded Arize because AI teams needed a way to know their agents were actually working correctly, not just running. 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. This is the kind of innovation that only happens when two companies with highly complementary solutions and go-to-market models come together, setting a new bar for what AI Observability can deliver for the entire industry.”
Jason Lopatecki, CEO of Arize
