Big Data Architectures - rnakidi/dsa GitHub Wiki

Two Big Data Architectures You Should Know

As data volumes explode, choosing the right architecture is crucial.

Let's explore two approaches:

1. Lambda Architecture:

• Handles both batch and streaming data
• Batch layer for complete historical analysis
• Speed layer for real-time insights
• Perfect when you need both historical accuracy and real-time views

2. Kappa Architecture: The Streamlined Solution

• Single processing path through stream processing
• Uses tools like Apache Kafka for data ingestion
• Simpler to maintain and operate
• Ideal for real-time processing needs

Lambda is excellent for complex analytics requiring historical depth, while Kappa shines when real-time processing is your primary focus.

Source/Credit:https://www.linkedin.com/posts/brijpandeyji_two-big-data-architectures-you-should-know-activity-7276397978414678016-Pjfi?utm_source=share&utm_medium=member_desktop