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Streaming Ecosystem Complexities and Cost Management // Rohit Agrawal // #302

MLOps.community

CHAPTER

Navigating Managed Services and Data Evolution

This chapter explores the complexities organizations face in managing costs and efficiencies while utilizing managed services like SageMaker and Databricks. It emphasizes the balance between transitioning to open-source solutions and the associated human resource expenses, alongside the importance of product velocity for market competitiveness. The discussion also highlights emerging technologies such as Iceberg and the industry's shift towards standardized, vendor-agnostic data storage solutions to enhance interoperability and streamline data management.

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