Which type of pipeline is recommended for low latency requirements?

The recommended type of pipeline for low latency requirements is the streaming pipeline. This type of pipeline processes data in real time, allowing for immediate analysis and response to incoming data streams. In scenarios where decisions need to be made quickly based on the latest data, streaming pipelines are essential. They continuously ingest and analyze data as it arrives, which ensures that insights can be derived with minimal delay.

Streaming pipelines are particularly valuable in applications like financial trading, real-time monitoring systems, and any scenario where time sensitivity is critical. By contrast, other types of pipelines, such as batch and incremental pipelines, inherently involve some degree of latency due to their nature of processing data in chunks or at set intervals rather than continuously. This makes them less suitable for applications that require immediate data processing and feedback.