Kappa Architecture vs. Lambda Architecture: What's the Difference?

What are the main differences between Kappa and Lambda architectures?

Kappa architecture simplifies data processing by using a single stream processing model, while Lambda architecture combines batch and stream processing.

Can you explain the advantages of using Kappa architecture?

Kappa architecture offers lower complexity, easier maintenance, and real-time processing capabilities, making it suitable for modern applications.

Are there any scenarios where Lambda architecture is preferred?

Yes, Lambda architecture is preferred when you need to handle large volumes of historical data alongside real-time data processing.

Which architecture is better for real-time analytics?

Kappa architecture is generally better for real-time analytics due to its streamlined approach to processing data as it arrives.