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Real-Time Analytics for Customer-Facing Applications Whitepaper

Analytics is no longer just a tool for internal decision-makers.

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Customer story

How Coinbase cut dashboard load time from 8s to 80ms

Real numbers from a production deployment at scale.

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Customer stories

Real results.
Real workloads.

How engineering teams at some of the world's most data-intensive companies use PhoenixAI to power their most demanding workloads.

5×

avg. query speedup

<1s

latency

Coinbase

30K/s

Kafka ingestion into PK tables

How Coinbase Powers Blockchain Analytics at Scale with StarRocks

573 billion rows across 300+ tables and 10 blockchains. Sub-second analytics with 30K Kafka messages/sec into primary key tables — for fraud detection and compliance.

Eightfold.ai

2×

lower latency, lower cost

Customer-Facing Analytics Meets Agents: Eightfold's Move from Redshift to StarRocks

Sub-second, multi-tenant analytics for humans today and AI agents tomorrow. Eightfold doubled performance and halved cost by migrating from Redshift to StarRocks.

Demandbase

49→1

cluster consolidation

Demandbase Ditches Denormalization By Switching off ClickHouse

49 ClickHouse clusters replaced with a single 45-node StarRocks cluster — 60% fewer nodes, 90% less storage, and ETL pipelines for denormalization gone.

Pinterest

3×

cost-performance gain

Delivering Faster Analytics at Pinterest

Partner Insights migrated from Druid to StarRocks: 50% lower p90 latency on 32% of the instances, with 10-second data freshness for advertiser dashboards.

CTW

<10s

audience data freshness

How CTW Powers Real-Time Ad Targeting, BI, and AI Analytics with PhoenixAI

Audience segment refresh from hours to seconds, 3× faster BI dashboards, and Doraemon — CTW's internal AI agent — answering business questions with 90%+ accuracy.

Celonis

100+

table joins per query

How Celonis Built a Process Mining Platform on StarRocks to Handle 20+ Billion Row Queries

PQL queries that join 100+ tables across 20–30 billion-row datasets, with sub-2-second dashboard responsiveness and hundreds of custom native functions.