Core Architectural Design Patterns

In the previous chapters, we learned how to architect data engineering solutions for both batch-based and real-time processing using specific use cases. However, we haven’t discussed the various options available concerning architectural design patterns for batch and real-time stream processing engines.

In this chapter, we will learn about a few commonly used architectural patterns for data engineering problems. We will start by learning about a few common patterns in batch-based data processing and common scenarios where they are used. Then, we will learn about various streaming-based processing patterns in modern data architectures and how they can help solve business problems. We will also discuss the two famous hybrid data architectural patterns. Finally, we will learn about various serverless data ingestion patterns commonly used in the cloud.

In this chapter, we will cover the following topics:

• Core batch processing patterns...