Asserting the most recent model of the AWS Effectively-Architected Information Analytics Lens



We’re delighted to announce the most recent model of the Information Analytics Lens, an AWS Effectively-Architected whitepaper. AWS Effectively-Architected supplies a constant method to guage architectures and implement scalable designs. The AWS Effectively-Architected Framework is predicated on six pillars—operational excellence, safety, reliability, efficiency effectivity, value optimization, and sustainability. With the framework, cloud architects, system architects, engineers, and builders can construct safe, high-performance, resilient, and environment friendly infrastructure for his or her purposes and workloads.

The up to date Information Analytics Lens outlines probably the most up-to-date steps for performing an AWS Effectively-Architected assessment that empowers you to evaluate and establish technical dangers of your information analytics platforms. The brand new whitepaper covers a number of analytics use instances and eventualities, and presents complete steerage to ensure your analytics purposes are designed in accordance with AWS greatest practices.

Moreover, the brand new Information Analytics Lens supplies implementation steerage that you would be able to make use of to ship excessive efficiency and dependable workloads, all with a watch towards sustaining cost-effectiveness and sustainability.

For extra data on AWS Effectively-Architected Lenses, consult with AWS Effectively-Architected.

What’s new within the Information Analytics Lens?

The Information Analytics Lens is a group of customer-proven design ideas, greatest practices, and prescriptive steerage that will help you undertake a cloud-native method to operating analytics on AWS. These suggestions are primarily based on insights that AWS has gathered from clients, AWS Companions, the sphere, and our personal analytics technical specialist communities.

This model covers the next matters:

  • The brand new sustainability pillar introduced at AWS re:Invent 2021
  • Up to date steerage on information governance
  • Extra person eventualities and analytics use instances
  • The most recent instruments and utilities from AWS
  • Hyperlinks to blogs and product documentation, companion options, coaching content material, and how-to movies

The lens highlights a few of the most typical areas for evaluation and enchancment. It’s designed to align with and supply insights throughout the six pillars of the AWS Effectively-Architected Framework:

  • Operational excellence – Contains the flexibility to help improvement and run workloads successfully, acquire perception into your operations, and frequently enhance supporting processes and procedures to ship enterprise worth.
  • Safety – Contains the flexibility to guard information, methods, and belongings to benefit from cloud applied sciences to enhance your safety.
  • Reliability – Contains the flexibility of a system to routinely get well from infrastructure or service disruptions, dynamically purchase computing assets to satisfy demand, and mitigate disruptions akin to misconfiguration or transient community points.
  • Efficiency effectivity – Contains the environment friendly use of computing assets to satisfy necessities and the upkeep of that effectivity as demand adjustments and applied sciences evolve.
  • Value optimization – Contains the continuous technique of refinement and enchancment of a system over its complete lifecycle to optimize value, from the preliminary design of your first proof of idea to the continuing operation of manufacturing workloads.
  • Sustainability – Contains minimizing the environmental impacts of operating cloud workloads. Matters together with benchmarking, buying and selling information accuracy for carbon, encouraging a knowledge minimization tradition, implementing information retention processes, optimizing information modeling, stopping pointless information motion, and effectively managing analytics infrastructure.

The brand new Information Analytics Lens supplies steerage that may enable you to make applicable design choices in keeping with your enterprise necessities. By making use of the methods detailed on this lens to your structure, you’ll be able to validate the resiliency and effectivity of your design. This lens additionally supplies suggestions to handle any gaps it’s possible you’ll establish.

Who ought to use the Information Analytics Lens?

The Information Analytics Lens is meant for all AWS clients who use analytics processes to run their workloads.

We imagine that the lens will probably be beneficial no matter your stage of cloud adoption: whether or not you’re launching your first analytics workloads on AWS, migrating present companies to the cloud, or working to increase and enhance present AWS analytics workloads.

The fabric is meant to help clients in roles akin to architects, builders, and operations staff members.


Making use of the Information Analytics Lens to your present architectures can validate the soundness and effectivity of your design (or present suggestions to handle the gaps which are recognized).

For extra details about constructing your individual Effectively-Architected methods utilizing the Information Analytics Lens, see the Information Analytics Lens whitepaper. In case you require extra skilled steerage, contact your AWS account staff to interact a Specialist Options Architect.

To be taught extra about supported analytics options, buyer case research, and extra assets, consult with Structure Finest Practices for Analytics & Large Information.

In regards to the authors

Dhiraj Thakur is a Options Architect with Amazon Internet Providers. He works with AWS clients and companions to supply steerage on enterprise cloud adoption, migration, and technique. He’s captivated with expertise and enjoys constructing and experimenting within the analytics and AI/ML area.

Russell Jackson is a Senior Options Architect at AWS primarily based within the UK. Russell has over 15 years of analytics expertise and is captivated with Large Information, occasion driven-architectures and constructing environmentally sustainable information pipelines. Exterior of labor, Russell enjoys street biking, wild swimming and touring.

Pragnesh Shah is a Options Architect within the Accomplice Organisation. He’s specialist in migration, modernisation, Cloud technique, designing and delivering information and analytics capabilities. Exterior of labor, he spends time with household and nature. He likes to document nature sound and apply Zen meditation.