Dynatrace Acquires Arize as AI Agents Deepen the Observability Challenge

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Dynatrace announced Thursday it has agreed to acquire AI observability company Arize in a $915 million cash and stock transaction. Rick McConnell, CEO of Dynatrace, said the company expects demand for AI observability will keep growing as more AI systems move into production. He said acquiring Arize would speed up Dynatrace’s roadmap, expand its developer reach and bring Arize’s AI team into the company. Dynatrace said the deal would combine Arize’s AI evaluation and observability software with its own platform for correlating telemetry and tracing dependencies across applications, services and infrastructure. The transaction includes about $815 million in cash and replacement equity awards for Arize employees and is expected to close later this quarter or early in Dynatrace’s fiscal third quarter. DevOps teams are already used to piecing together telemetry across distributed systems when something breaks. AI adds another source of context to correlate when information about model and agent behavior and output quality lives in separate systems from the application and infrastructure data used to investigate failures. That can leave AI engineering, SRE and platform teams trying to reconstruct the full story across the production environment. That is where Arize fits. Its tools track what happens during an AI or agent run, including model calls, retrieval and tool use, and use those traces to evaluate both the final output and the path the agent took to reach it. Arize co-founder Jason Lopatecki said the company collects billions of agent trajectory events, while Dynatrace …

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