Observability

Real-time insights on critical data

Leading companies use StarTree – powered by Apache Pinot – for real-time observability on log, metric, and trace data to save on costs and get immediate answers to their critical questions.

With StarTree they are able to store and query high cardinality data swiftly and efficiently. Scale telemetry and time-series data to petabytes while supporting query-time table joins, fast aggregations, and billions of upserts.

A database ideal for observability use-cases with real-time data – at speed and scale.

Apache Pinot is a real-time OLAP database built for ultra-fast analytics on high-volume data. It supports sub-second queries on billions of rows, even with high cardinality and concurrency — ideal for working with telemetry, logs, streaming business data and more.

StarTree Cloud delivers a fully managed Pinot experience with enterprise-grade security, automated scaling, and seamless integrations (Kafka, Flink, BI tools, etc.). It gives your team the power to build real-time dashboards, alerts, and APIs on live data — without compromising performance or reliability.

If you’re tracking fast-moving data and need millisecond-level insights at scale, Pinot + StarTree can help you move faster and operate smarter.

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Just Released

Rethink Observability on Open Source 

A future-ready guide for technology leaders turning open-source observability into a strategic, flexible advantage.

  • From Closed Platforms to Custom Architectures: See how teams at Netflix and Pinterest are swapping rigid tools for modular stacks.
  • Lower Costs without Sacrificing Insight: Learn how Cisco Webex optimized performance while reducing storage costs.
  • Own Your Stack, Own Your Future: With OpenTelemetry and Kafka as your building blocks, create a tailored observability platform.

Download a copy free

Case Studies / Examples

Token-Level Observability for LLMs: How Together AI Does It

As large language models (LLMs) become core infrastructure, a new engineering challenge is taking shape: capturing how these models are used—and how they behave—as it happens. It’s no longer sufficient to count API calls or log failures after the fact. Teams need real-time answers toMore….

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Transforming Fraud Detection, Customer Analytics, and Live Monitoring with Real-Time Operational Insights

A large, multi-national bank with over 100 million customers uses StarTree to gain immediate, actionable insights from its data streams to enhance fraud detection, improve customer experience analytics, and optimize platform observability.

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Blinkit: Observability with StarTree and Apache Pinot

Blinkit, part of the Zomato family, delivers groceries, meals, and gifts for over 24 million users across India. Discover how Blinkit uses StarTree Cloud, powered by Apache Pinot, to provide real-time analytics for its quick commerce site.

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Real-Time Observability of Financial Transactions Using StarTree Cloud

A leading financial services company relies on StarTree Cloud for real-time observability of transactions. With StarTree, they saw a 50% reduction in data storage costs and improved queries by 4x using Star-Tree Index.

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Real-Time Observability Using Apache Pinot and Grafana

Cisco Webex enhances real-time observability with Pinot and Grafana, achieving faster analytics and reducing infrastructure needs and latency.

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