Data, The Moment It Happens
Continuously extract data once, then control when and where it's delivered. From sub-second to scheduled, all in one platform.
Connect once. Deliver in real time.
Estuary uses change data capture to detect updates the moment they happen and delivers them to downstream systems in under 100 milliseconds, all through a single managed pipeline with no duplicate extraction.
Production use cases
![Xometry logo]()
Success Story
Secure, Real-Time Private Deployment
Cut integration costs 60% with a managed pipeline that just works.
Read Full Success Story![Andrew Woelfel — testimonial author avatar]()
Andrew WoelfelSenior Manager, Data Engineering and Analytics, Xometry“Estuary has been a pleasure to work with and has significantly modernized our data infrastructure, delivering real-time and scalable processes that will significantly impact company-wide operations. Every data-driven organization should be looking at Estuary today.”
![Recart logo]()
Success Story
Real-Time Customer Segmentation
Sub-second event ingestion across 500M+ monthly transactions, without the complexity.
Read Full Success Story![Istvan Kovacs — testimonial author avatar]()
Istvan KovacsCTO, Recart“Estuary became our real-time data backbone without the cost or complexity of traditional solutions. We replaced a fragile, high-maintenance pipeline with a managed system that just works and scales.”
![Together AI logo]()
Success Story
Feed low-latency ML interface pipelines
Ensure models receive fresh features instantly, enabling responsive inference and real-time decisioning.
![YuTong (Julia) Zhang — testimonial author avatar]()
YuTong (Julia) ZhangSenior Software Engineer, Together AI“For AI systems like ours, freshness of data is everything. Estuary gives us sub-second latency without the complexity of maintaining streaming infrastructure ourselves. That reliability means our teams can focus on advancing AI models instead of pipelines.”
Built for true real-time data
Extract once. Tune delivery latency per destination.
Exactly-once delivery across all destinations
Deterministic recovery without re-extraction
Configurable delivery latency
Why it matters
Modern businesses rely on data for analytics, reporting, operations, and AI. Estuary removes the batch vs real-time tradeoff by letting teams extract data continuously and choose delivery timing based on downstream needs, without rebuilding pipelines or duplicating infrastructure.
Success Stories“For AI systems like ours, freshness of data is everything. Estuary gives us sub-second latency without the complexity of maintaining streaming infrastructure ourselves. That reliability means our teams can focus on advancing AI models instead of pipelines.”
One platform for all data movement
Frequently asked questions
How is this different from traditional streaming tools?
Traditional streaming requires managing infrastructure like Kafka and custom pipelines. Estuary provides a fully managed platform that handles ingestion, delivery, and recovery without operational overhead.
Can I control latency across different systems?
Yes. Estuary lets you configure delivery latency per destination, so you can run sub-second pipelines for critical systems and slower delivery for cost-sensitive workloads.
Does real-time mean sacrificing reliability?
No. Estuary guarantees exactly-once delivery and deterministic recovery, ensuring accuracy and consistency even in real-time pipelines.
What are common real-time use cases?
Real-time analytics dashboards, fraud detection systems, operational monitoring, and AI inference pipelines all benefit from continuously fresh data.