May 1, 2024
2 minute read
Lambda Architecture is a data processing architecture that handles data in batch and real-time modes. It's designed to process massive volumes of data in a scalable and fault-tolerant manner. Lambda Architecture is commonly used in big data processing and stream processing applications.
Data Processing with Lambda Architecture
Lambda Architecture consists of three layers:
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Batch Layer: Processes data in batch mode, providing a complete and consistent view of the data over time. It's used for historical analysis and reporting purposes.
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Serving Layer: Processes data in real-time, providing a near real-time view of the data. It's used for interactive queries and visualizations.
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Speed Layer: Provides low-latency access to the most recent data, enabling real-time decision-making and event handling.
The three layers work together to provide a comprehensive view of data, from historical to near real-time to real-time.
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Find a path to becoming a Lambda Architecture. Learn more at:
OpenCourser.com/topic/tt7vzp/lambda
Reading list
We've selected five books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Lambda Architecture.
Provides a comprehensive overview of the Lambda Architecture, including its benefits, challenges, and best practices. It is written by the creators of the Lambda Architecture, so it is an authoritative source of information.
Provides a practical guide to building serverless architectures on AWS using Lambda, API Gateway, and DynamoDB. It covers topics such as designing serverless applications, deploying and managing them, and monitoring their performance.
Covers cloud native architectures in general, but it includes a chapter on the Lambda Architecture. It provides a good overview of the Lambda Architecture and its role in cloud native architectures.
Covers data-intensive applications in general, but it includes a chapter on the Lambda Architecture. It provides a good overview of the Lambda Architecture and its role in data-intensive applications.
Provides a comprehensive overview of serverless architectures, including the Lambda Architecture. It covers topics such as designing serverless applications, deploying and managing them, and monitoring their performance.
For more information about how these books relate to this course, visit:
OpenCourser.com/topic/tt7vzp/lambda