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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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The Agentic AI Database

The database
AI agents
actually need.

AI agents don’t wait for batch jobs. PhoenixAI gives them sub-second SQL on live enterprise data — at the concurrency, freshness, and scale that agentic workloads actually demand.

Sub-second queries for AI agents — 10K+ concurrent, no lag
Real-time + historical data unified — Kafka, Iceberg, Delta Lake
SOC 2 certified · enterprise security and governance built in

Results from production

<1s

Analytical query latency

5s

Ingest to queryable

Mutable streaming data

10K+

Queries per second

Sustained concurrency

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The problem

Batch analytics can’t keep up with AI.

Traditional data warehouses run on batch ETL pipelines. Data arrives on a schedule — which means your dashboards, agents, and applications are always working with data that’s hours old.

PhoenixAI ingests streaming data directly from Kafka, Flink, Spark, along with other real-time and batch data sources, and makes it queryable in under one second. Same SQL, same BI tools, same cloud — just without the lag. No rip-and-replace required.

See how it works

Batch analytics

2–24 hrs

Time from event to queryable data with typical batch ETL pipelines

PhoenixAI

<1 sec

Time from event to queryable data with streaming ingestion

Why PhoenixAI

Built differently. For a reason.

Three things that make PhoenixAI the right choice for teams who can’t afford to wait for their data.

bolt

Speed that changes what’s possible

Vectorized execution and columnar storage deliver sub-second query results on billions of rows. Whether it’s a customer dashboard loading in 80ms or an AI agent querying live transaction data, PhoenixAI doesn’t make users wait.

Performance details
hub

Fits your stack. Doesn’t replace it.

PhoenixAI connects directly to the tools you already use — Kafka, Flink, Spark, Apache Iceberg, Delta Lake, dbt, and your existing BI layer. Standard SQL throughout. Most teams go from evaluation to production in two to four weeks.

View integrations
verified_user

Governance and security, not an afterthought

SOC 2 certified. Fine-grained access controls, row-level security, audit logging, and data masking built into the database — not bolted on. Enterprise security that doesn’t slow down your engineering team.

Security overview

The architecture

One engine. Real-time and your lakehouse.

Powering agents, enterprise applications, and BI inside your own cloud.

APPS · AI AGENTS · BI AI agents Customer-facing apps BI tools Enterprise Applications ANSI SQL · MySQL wire · JDBC / ODBC · MCP Existing BI & tooling · no rewrites MPP DATABASE · MULTI-WAREHOUSE Agent warehouse BI warehouse ETL warehouse Ad-hoc warehouse STORAGE — IN PLACE OR INGESTED Streaming · mutable Kafka Flink CDC Lakehouse · in place Iceberg Delta Lake S3 · GCS · ADLS BYOC · YOUR AWS / AZURE / GCP · DATA STAYS IN YOUR PERIMETER AWS AZURE GCP

By the numbers

What teams see when they switch.

573B+

Rows at sub-second

Coinbase blockchain analytics

10K+

Concurrent queries

Sustained analytical throughput

90%

Cost reduction

Fanatics, 6 PB migrated

<1s

Ingest-to-queryable

Kafka stream to live SQL

Customer stories

Teams who moved off batch analytics
don’t go back.

“AI introduced unpredictable LLM-generated SQL that our previous ClickHouse-based architecture wasn’t built to handle. PhoenixAI gives us a fast, isolated warehouse for agent workloads directly on our Apache Iceberg tables, with the optimizer handling novel joins automatically. Our agents now query petabytes of normalized data across thousands of tenants while customer-facing dashboards keep their second-level SLAs.”

RN

Ryan Nowacoski

Senior Engineering Manager, Data Platform · Demandbase

<1 s

analytical query latency

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See PhoenixAI in action.

Book a 30-minute session with our team. Meet with our account executives and solutions team for a live product walkthrough.

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