Strategizing Hadoop Migrations – Cost, Data, and Workflow Modernization with AWS
Migrating large-scale data and machine learning processes to cloud platforms such as Amazon Web Services (AWS) brings multiple benefits. AWS and similar services offer a wide variety of on-demand computing resources, cost-effective and durable storage solutions, and managed environments that are up to date and user-friendly for big data applications. This setup allows data engineers, developers, data scientists, and IT staff to concentrate on data preparation and insight extraction.
Tools such as Amazon Elastic MapReduce (EMR), AWS Glue, and Amazon Simple Storage Service (S3) facilitate the separation and independent scaling of computing and storage resources while ensuring a cohesive, robust, and well-managed environment. This significantly reduces many of the challenges associated with on-premises methods. Adopting this cloud-based approach results in quicker, more flexible, user-friendly,...