Learn how to use Amazon S3 manifests to safely reprocess millions of S3 objects at scale without data ambiguity or production incidents. As consultants, we operate in the realm of clients with mature systems. One of the most common places for those systems is AWS. Amazonโs S3 (Simple Storage Service) remains one of the most popular enterprise storage solutions. Letโs …
Agentic AI software development is an enterprise delivery model where autonomous agents execute backlog-driven implementation inside architectural guardrails, test-gated quality controls, and a fully traceable SDLC. Learn how agentic AI software development transforms the enterprise SDLC with autonomous execution, test-gated quality, full traceability, and architect-led governance.
A retry storm occurs when large numbers of client applications retry failed requests simultaneously, spawning additional traffic that overwhelms already unstable systems.
While much of outage prevention rightly focuses on backend systemsโload balancers, API gateways, circuit breakers, and queuesโclient-side retry policies play a critical but often overlooked role in system resiliency. Preventing retry storms requires treating client-side retry behavior as a core part of system resiliency.
In this article, weโll explore how retry storms form, how client applications unintentionally amplify traffic, and what development teams can do to implement safer, smarter retry behavior.
uv is a modern, Rust-powered package manager that brings speed, simplicity, and consistency to Python development. In this article, we break down what uv is, why itโs gaining traction, and how it improves dependency management, virtual environments, project setup, and overall workflow. Weโll also explore its limitations and walk through a quick example to help you understand where uv shines in real-world development.
Outdated deployment practices can slow down even the best software teams. When youโre still manually moving files between servers, itโs easy for small mistakes to slip through and updates to take longer than they should. At Keyhole Software, weโve seen firsthand how this approach can hold back your projects. The solution is to automate deployment pipelines. It brings consistency, reliability, …