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Ingestion

High Throughput

Ingest Millions of Events per Second.

CrateDB’s distributed architecture delivers unmatched throughput, scaling linearly as data volumes grow, with no performance bottlenecks. As data volumes explode, most systems slow down under pressure. CrateDB is different. Its high-throughput ingestion engine is built for modern workloads that demand constant speed. With parallel processing and automatic distribution, CrateDB ingests millions of events per second while keeping data instantly available for queries and analytics.

Built for continuous data streams

CrateDB is optimized for nonstop ingestion. Data flows in from devices, applications, or brokers without buffering delays or write contention. Its shared-nothing architecture ensures that every node contributes to write performance, balancing the load automatically across the cluster.

Key advantages:

  • Ingest millions of records per second per cluster
  • Write and query in parallel
  • Maintain high throughput under unpredictable workloads
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Horizontal scalability without limits

Scaling ingestion with CrateDB is simple: just add nodes. The system automatically redistributes shards and balances data, so performance grows linearly with capacity.

Why it matters:

  • Zero downtime when scaling up
  • No manual rebalancing
  • Predictable performance even at massive scale
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Optimized for real-time analytics

Unlike traditional databases that separate ingestion from analytics, CrateDB handles both simultaneously. Data is indexed on the fly and query-ready within seconds,  enabling real-time dashboards, alerts, and AI pipelines to stay continuously up to date.

Use cases:

  • Industrial IoT monitoring and telemetry
  • Log and event stream analysis
  • High-frequency financial or operational data processing
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Distributed by design

CrateDB’s distributed SQL engine ingests data in parallel across all nodes, eliminating single points of failure and avoiding write bottlenecks. Combined with automatic sharding and replication, this ensures resilience, consistency, and sustained throughput, even under heavy ingestion loads.

Key benefits:

  • Fault-tolerant ingestion
  • Always-on availability
  • Consistent write performance at any scale
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Why choose CrateDB for high-throughput ingestion

Traditional databases CrateDB’s distributed ingestion engine
Centralized writes limit performance Distributed, parallel ingestion
Requires batch pipelines or caching Continuous streaming ingestion
Downtime for scaling or rebalancing Always-on horizontal scalability
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CrateDB architecture guide

This comprehensive guide covers all the key concepts you need to know about CrateDB's architecture. It will help you gain a deeper understanding of what makes it performant, scalable, flexible and easy to use. Armed with this knowledge, you will be better equipped to make informed decisions about when to leverage CrateDB for your data projects. 

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