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Providing data subscription via the WAL file has another big benefit: it enables filtering on data subscription. The system can save resources by passing only the data points that meet the filtering conditions to applications.

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TDengine, on the other hand, has supported caching from its first release. In many use cases, Redis can be completely removed from the system, making the overall data platform much simpler and less expensive to run.

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However, many of the market-leading time-series databases do not provide a scalable solution. Prometheus, the de facto standard time-series database for Kubernetes environments, does not have a distributed design, and it has to rely on Cortex, Thanos, or other third-party tools for scalability. InfluxDB offers clustering only to enterprise customers, not as open-source software.

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Data Subscription
The message queue plays an important role in many system architectures. Incoming data points are first written into a message queue and then consumed by other components in the system, including databases. The data in the message queue is usually kept for a specified period of time (seven days in Kafka, for example). This is the same as the retention policy in a time-series database.

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