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Glossier

Glossier slashes data costs by 50% and unlocks real-time supply chain and marketing analytics with Estuary.

Xometry

Xometry slashed integration costs by 60% with Estuary’s secure, real-time private deployment

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Data Integration for Apache Iceberg

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  • Deploy CDC and Streaming ETL in Minutes Using Estuary
    Real-time 101 (30 min)
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    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.

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    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.

    Real-time CDC pipeline delivering data from sources to destinations in under 100msData flows from source systems through Estuary to Realtime Dashboards, Operational Databases, Search Systems, Event-driven Services, and AI Systems. Central hub shows 100ms delivery latency.100msdeliveryRealtimeDashboardsOperationalDatabasesSearchSystemsEvent-drivenServicesAISystems

    Production use cases

    • Xometry logo

      Success Story

      Secure, Real-Time Private Deployment

      Cut integration costs 60% with a managed pipeline that just works.

      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.”

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    • Recart logo

      Success Story

      Real-Time Customer Segmentation

      Sub-second event ingestion across 500M+ monthly transactions, without the complexity.

      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.”

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    • 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: Estuary pipeline stagesEstuary pipeline with continuous extraction and configurable delivery to warehouses, analytics, AI apps, and data lakes.Estuary pipelineContinuous extractionDelivery control andschedulingDataWarehousesAnalyticsOperationalsystemsAI AppsDataLakes

    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

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    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.

    Pipeline architecture: many components versus unified EstuaryLeft: separate components including CDC connector, stream broker, transformation, orchestration, and schema management. Right: unified Estuary platform.
    CDC ConnectorStream BrokerTransformation LayerWorkflow OrchestratorSchema Manager
    YuTong (Julia) Zhang — testimonial author avatar

    “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.”

    YuTong (Julia) Zhang, Senior Software Engineer, Together AI
    Success Stories

    One platform for all data movement

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    Frequently asked questions

      What does “real-time” mean in Estuary?

      Estuary delivers data in under 100 milliseconds end-to-end, allowing downstream systems like analytics dashboards, operational databases, and AI models to act on fresh data instantly.

      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.

      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.

      No. Estuary guarantees exactly-once delivery and deterministic recovery, ensuring accuracy and consistency even in real-time pipelines.

      Real-time analytics dashboards, fraud detection systems, operational monitoring, and AI inference pipelines all benefit from continuously fresh data.