What are the differences between Kappa and Lambda architecture?

What are the differences between Kappa and Lambda architecture?

Kappa architecture is designed for real-time data processing, while Lambda architecture combines batch and stream processing.

Can you explain how Kappa architecture handles data?

Kappa architecture processes data in a single stream, allowing for real-time analytics without the complexity of batch processing.

What are the advantages of using Lambda architecture?

Lambda architecture provides fault tolerance and the ability to process large volumes of data through batch and real-time methods.

Which architecture is better for a startup?

It depends on your needs. If you require real-time insights, Kappa might be better; for complex analytics, consider Lambda.

Are there any use cases where Kappa is preferred over Lambda?

Yes, Kappa is preferred in scenarios requiring low-latency processing, such as real-time monitoring and analytics.