The Platform for Continuous Insights

StarTree, powered by Apache Pinot, turns raw data streams—like clickstreams, logs, vector embeddings, and sensor data—into real-time analytics. It powers customer-facing data products, agent-facing data products, and operational intelligence.
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GigaOm Sonar Report for Real-Time Analytical Databases

This report rigorously evaluates leading real-time analytical vendors to uncover the distinct technical advantages that set these specialized solutions apart.
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Proven with the most demanding use cases

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. …

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Sub-second
Query Latency
High-cardinality
slicing and dicing
10 second
freshness windows

Stripe’s Journey to $18.6B of Transactions During Black Friday-Cyber Monday with Apache Pinot

Stripe provides a payments infrastructure that processes more than 250 million API requests per day, with a peak of 13,000 requests per second. They rely on Apache Pinot to deliver real-time analytics for user-facing applications and internal use cases.

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>1 pb
of data
10,000
queries per second
70 ms
p99 query latency

Webex Meets Unprecedented Analytics Demand with Apache Pinot

Seeking a real-time analytics solution to meet spiking customer demand for insights in the pandemic era, Webex chose Apache Pinot over Clickhouse and Elasticsearch.

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100 tb
data daily
100+
production nodes
4x faster
queries
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Apache Pinot

For low-latency, high-concurrency analytics

Fast

Sub-second analytic queries

Blazing fast query speeds through innovative indexing techniques that send near instant responses &emdash; even at high volume &emdash; with a wide variety of data types including JSON, vector, timestamps and geospatial.
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Fresh

Insights on live data

Continuous ingestion keeps data flowing. Indexes are updated as data lands – in real-time. Pinot is proven to ingest 1M events/s, while also maintaining high throughput for queries.
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High concurrency

Extreme queries per second

Support rich user-facing analytic applications. Pinot is capable of serving hundreds of thousands of simultaneous queries across huge and changing datasets without performance bottlenecks.
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Affordable

Low compute and storage costs

Pinot has been engineered to scan and move less data, so it’s faster AND cheaper. Innovative optimizations such as data partitioning strategies, segment assignment strategies, and smart query routing reduce compute and storage costs.
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Apache Pinot is a rapidly growing and thriving open-source project.
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StarTree Cloud

Fully managed, enterprise-grade

StarTree extends Apache Pinot into a managed data platform with enterprise-grade features so you can focus on insights, not infrastructure.

StarTree adds security, scalability, and many additional capabilities:

Interactive queries on object storage

Precision fetching allows for interactive query on cost-effective object storage, all while avoiding large data transfers.
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Easier Administration

Eliminate unnecessary infrastructure costs during idle times with autoscaling; also, ease of cluster, instance, and storage management. 
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Scalable Upserts

Off-heap upsert functionality can handle updates to billions of primary keys per server without sacrificing performance.
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Enterprise Security

Additional security features, including RBAC, advanced data encryption, single sign-on, and SOC 2 and ISO 27001 compliance ensure your data is safe and protected.
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Improved data management

StarTree's Data Portal UI adds capabilities and makes it easier to ingest and manage data. Evolve schema, tune performance and backfill data without disrupting operations.
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Improved data management

Connect with other enterprise data sources, such as Confluent, Snowflake and Tableau with additional StarTree integrations.
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Deployment Options

DBaaS, BYOC or BYOK?

StarTree Cloud offers public SaaS (Software as a Service) and private BYOC/BYOK deployment options. For more information about our public or private SaaS offering, schedule a demo with our StarTree solutions architect team.

StarTree Cloud

SaaS

Get started quickly with the fully managed, StarTree Cloud service. Ideal for organizations that want zero ops overhead and rapid time-to-value. Setup is simple, leaving you to focus on your data, your schema, and queries.

Bring your own cloud

BYOC

For customers who prefer dedicated infrastructure and deeper integration with enterprise systems, a Bring Your Own Cloud (BYOC) model includes VPC peering, custom SLAs, and enhanced observability.

Bring your own KUBERNETES

BYOK

For highly regulated environments, StarTree can also be deployed behind your firewall—offering full control while still leveraging the power and capabilities of StarTree Cloud.

The benefits of migrating to StarTree and Pinot center around three areas: query performance, SLAs, and cost. With Pinot, we are now in the subseconds to milliseconds range, the higher query concurrency means we can serve more customers faster, and we’ve been able to reduce our infrastructure costs.
Joanes Espanol
CTO and Co-Founder
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Real-time analytics at scale

Leading organizations like Uber and Stripe are harnessing real-time insights to efficiently power customer-facing data products. This comprehensive report details how they do it.

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