You're reading from Modern Data Architecture on AWS

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Published inAug 2023

PublisherPackt

ISBN-139781801813396

Edition1st Edition

Concepts

Data Science

Author (1)

Behram Irani

Compute resource optimizations

In any typical data modern data platform that’s been built using AWS data and analytics services, the platform infrastructure expenses will be dominated by the compute expenses provided by many of the services. Take any service we discussed in this book, be it DMS for data ingestion, Glue and EMR for data processing, Kinesis and MSK for streaming data, Redshift for data warehouses, Athena for ad hoc analytics on the data lake, different SageMaker tools for ML, OpenSearch Service for operational analytics, QuickSight for business intelligence and many other supporting services – if you look at the overall cost of each of these services, you will find that the vast majority of the expense comes from the compute resources supporting these services. The reason is simple – CPUs/GPUs are significantly more expensive than storage, memory, and networking.

Compute resources are also one of the most important dimensions regarding the optimal...

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Modern Data Architecture on AWS

Published in: Aug 2023Publisher: PacktISBN-13: 9781801813396

Author (1)

Behram Irani

Behram Irani is currently a technology leader with Amazon Web Services (AWS) specializing in data, analytics and AI/ML. He has spent over 18 years in the tech industry helping organizations, from start-ups to large-scale enterprises, modernize their data platforms. In the last 6 years working at AWS, Behram has been a thought leader in the data, analytics and AI/ML space; publishing multiple papers and leading the digital transformation efforts for many organizations across the globe. Behram has completed his Bachelor of Engineering in Computer Science from the University of Pune and has an MBA degree from the University of Florida.
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