State of Data Observability Report:2026 Edition

As enterprises scale their data ecosystems and AI initiatives, DO is becoming an essential requirement for ensuring data integrity, reliability, cost optimization and trust.

Today, only about 40% of AI prototypes ever reach production, highlighting why robust Data Observability is no longer optional.

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The Data Observability market remains highly fragmented, with no consistent standard, creating confusion for organizations evaluating solutions.

Data Observability gives organizations real-time insight into the health, reliability, and performance of their data, data pipelines, data infrastructure, and the financial operations tied to these environments.

This report help data teams understand the state of data landscape and proactively undertake the right steps to usher in the right state of Data Observability.