Remove AWS Remove Design Remove Scalability Remove Software Architecture
article thumbnail

Design Patterns: Queue-Based Load Leveling Pattern

cdemi

Maximizing Scalability : Number of Queues and Services can be varied to meet Demand. Control Costs : You don't have to design your service to meet peak load, but rather average load. Amazon Simple Queue Service - The Go-To choice if you're already on AWS, Reliable, Simple, Flexible, Scalable, Secure, Inexpensive.

Design 47
article thumbnail

Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much. It leverages elasticity of the cloud by design?—?both For more details, read this page about Metaflow’s integration with AWS.

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Trending Sources

article thumbnail

MLOps and DevOps: Why Data Makes It Different

O'Reilly

Let’s start by considering the job of a non-ML software engineer: writing traditional software deals with well-defined, narrowly-scoped inputs, which the engineer can exhaustively and cleanly model in the code. In effect, the engineer designs and builds the world wherein the software operates. Software Development Layers.

DevOps 138
article thumbnail

Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much. It leverages elasticity of the cloud by design?—?both For more details, read this page about Metaflow’s integration with AWS.

article thumbnail

The Amazon.com 2010 Shareholder Letter Focusses on Technology.

All Things Distributed

Werner Vogels weblog on building scalable and robust distributed systems. Look inside a current textbook on software architecture, and youll find few patterns that we dont apply at Amazon. The storage systems weve pioneered demonstrate extreme scalability while maintaining tight control over performance, availability, and cost.

article thumbnail

Amazon EC2 Cluster GPU Instances - All Things Distributed

All Things Distributed

Werner Vogels weblog on building scalable and robust distributed systems. These trade-offs have even impacted the way the lowest level building blocks in our computer architectures have been designed. Also more details can be found on the AWS Developer blog. Driving Storage Costs Down for AWS Customers.

AWS 136