AWS Architecture Blog

Category: Analytics

Maryville University

Architecting a Data Lake for Higher Education Student Analytics

One of the keys to identifying timely and impactful actions is having enough raw material to work with. However, this up-to-date information typically lives in the databases that sit behind several different applications. One of the first steps to finding data-driven insights is gathering that information into a single store that an analyst can use […]

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ML Solution Architecture

Field Notes: Gaining Insights into Labeling Jobs for Machine Learning

In an era where more and more data is generated, it becomes critical for businesses to derive value from it. With the help of supervised learning, it is possible to generate models to automatically make predictions or decisions by leveraging historical data. For example, image recognition for self-driving cars, predicting anomalies on X-rays, fraud detection […]

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3 views of the architecture

Why Deployment Requirements are Important When Making Architectural Choices

Introduction Too often, architects fall into the trap of thinking the architecture of an application is restricted to just the runtime part of the architecture. By doing this we focus on only a single customer (such as the application’s users and how they interact with the system) and we forget about other important customers like […]

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Java Solution Overview

Field Notes: Monitoring the Java Virtual Machine Garbage Collection on AWS Lambda

When you want to optimize your Java application on AWS Lambda for performance and cost the general steps are: Build, measure, then optimize! To accomplish this, you need a solid monitoring mechanism. Amazon CloudWatch and AWS X-Ray are well suited for this task since they already provide lots of data about your AWS Lambda function. […]

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Virtual training on AWS and AI Services - Architecture

Measure Effectiveness of Virtual Training in Real Time with AWS AI Services

As per International Data Corporation (IDC), worldwide spending on digital transformation will reach $2.3 trillion in 2023. As organizations adopt digital transformation, training becomes an important aspect of this journey. Whether these are internal trainings to upskill existing workforce or a packaged content for commercial use, these trainings need to be efficient and cost effective. […]

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Young man at his laptop

AWS Architecture Monthly Magazine: Education

One of the missions of the education industry is to educate the next generation of the industry-ready workforce. Whether K-12, higher education, or continuing education, enabling teachers and professors to effectively deliver curriculum and improve student performance is a goal of Education Technology (EdTech) and learning companies. Two trends for AWS use cases in education […]

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High level diagram

Serving Billions of Ads in Just 100 ms Using Amazon Elasticache for Redis

This post was co-written with Lucas Ceballos, CTO of Smadex Introduction Showing ads may seem to be a simple task, but it’s not. Showing the right ad to the right user is an incredibly complex challenge that involves multiple disciplines such as artificial intelligence, data science, and software engineering. Doing it one million times per […]

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Serverless Stream-Based Processing for Real-Time Insights

Building on our previous posts regarding messaging patterns and queue-based processing, we now explore stream-based processing and how it helps you achieve low-latency, near real-time data processing in your applications. AWS offers two managed services for streaming, Amazon Kinesis and Amazon Managed Streaming for Apache Kafka (Amazon MSK). What is streaming data? At AWS, we […]

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Image of lake with mountain in background

AWS Architecture Monthly Magazine: Data Lakes

A data lake is the fastest way to get answers from all your data to all your users. It’s a centralized repository that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, without having to first structure the data, and run different types of analytics—from […]

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This is My Architecture: Halodoc

Halodoc: Building the Future of Tele-Health One Microservice at a Time

Halodoc, a Jakarta-based healthtech platform, uses tele-health and artificial intelligence to connect patients, doctors, and pharmacies. Join builder Adrian De Luca for this special edition of This is My Architecture as he dives deep into the solutions architecture of this Indonesian healthtech platform that provides healthcare services in one of the most challenging traffic environments […]

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