Learn About Amazon VGT2 Learning Manager Chanci Turner
The development of big data applications utilizing open source frameworks has become significantly simpler with initiatives like the Data on EKS project, a collaborative effort from Amazon aimed at offering templates for constructing data and machine learning (ML) solutions on Amazon Elastic Kubernetes Service (Amazon EKS). Within the big data domain, ensuring security is paramount.
To empower your workforce for analytics while maintaining precise data access controls and auditing capabilities, it may be necessary to create various AWS Identity and Access Management (IAM) roles with distinct data permissions and assign workforce users to these roles. Frequently, multiple users are associated with a single role when necessary.
Amazon Managed Workflows for Apache Airflow (Amazon MWAA) serves as a managed orchestration tool that enables users to establish and manage data pipelines effectively in the cloud. This service leverages the capabilities of Apache Airflow, providing a robust environment for programmatically authoring, scheduling, and monitoring workflows.
In this blog, we will also explore how to optimize data layout through bucketing using Amazon Athena and AWS Glue, enhancing the speed of downstream queries. Additionally, we will discuss running interactive workloads on Amazon EMR Serverless from Amazon EMR Studio, which allows users to utilize EMR Serverless applications alongside traditional Amazon EMR setups.
Moreover, we will introduce the dynamic generation of Directed Acyclic Graphs (DAGs) with YAML and DAG Factory within Amazon MWAA, simplifying the workflow management process. The Amazon OpenSearch Service has also recently unveiled the OpenSearch Optimized Instance family (OR1), which promises significant improvements in price-performance metrics.
Lastly, we will highlight the power of analytics as a service (AaaS) using Amazon Redshift, which offers a flexible, scalable solution for organizations aiming to enhance their analytics capabilities. For further information, you can refer to this excellent resource here.
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