When Terraform Taught Me a Version Lesson, Not a Python One

Platform engineering is emerging as the key to revitalizing tech teams overwhelmed by the complexities of modern development. As companies shift from traditional DevOps to managing microservices and multi-cloud environments, the need for streamlined processes becomes crucial. This shift not only alleviates the burden on engineers but also enhances productivity and innovation, making it a vital focus for tech organizations aiming to stay competitive.

This article provides a comprehensive guide on using Velero for disaster recovery in Azure Kubernetes Service (AKS). It’s designed for beginners, offering step-by-step instructions and essential commands to back up an AKS cluster effectively. Understanding these processes is crucial for maintaining data integrity and ensuring business continuity in cloud environments.

The recent discussions around WebAssembly 3.0 highlight significant challenges faced by DevOps teams, who are incurring hefty costs due to cloud egress fees while transferring machine learning models. As platform engineers grapple with oversized containers and site reliability engineers deal with slow cold starts for edge inference, it's clear that the current infrastructure is not meeting the needs of modern applications. This situation matters because it underscores the urgent need for more efficient solutions in cloud computing and machine learning deployment.

The article highlights the top 11 Azure courses to take in 2026, emphasizing the unique features and tools of Microsoft Azure compared to AWS. It’s important for professionals in the cloud space to adapt and learn Azure's distinct ecosystem, as it offers various strengths and workflows that can enhance their skills and career opportunities.

In the world of software development, selecting the right method can significantly influence the success of your project. This article provides a practical comparison of popular development approaches, making it easier for teams to understand their options. By breaking down methods like Agile, Waterfall, and Scrum, it highlights the strengths and weaknesses of each, helping developers make informed decisions that can lead to more efficient and successful outcomes.

The article delves into Istio Ambient Mode and the significance of Istio-CNI in enhancing cloud-native applications. This exploration is part of a broader personal project called Smart-cash, which aims to simplify cloud infrastructure management. Understanding these technologies is crucial for developers and organizations looking to optimize their Kubernetes deployments and improve application performance.

A recent paper discusses the challenges of using attention sparsity in large language models, particularly focusing on the limitations of current algorithms that rely on fixed budgets. This research is significant as it highlights the need for more adaptable solutions that can better balance accuracy and efficiency in real-world applications, which is crucial for the deployment of these advanced models.

This article dives into the resubmission behavior of Azure Logic Apps, highlighting how the platform's tracking model effectively links resubmitted runs to their original executions. By exploring the roles of clientTrackingId, sourceHistoryName, and originHistoryName, users can gain a clearer understanding of how to manage workflows efficiently. This knowledge is crucial for developers and businesses relying on Azure for automation, as it enhances their ability to troubleshoot and optimize processes.

Amazon has launched two new Echo speakers, and the $100 Echo Dot Max is stealing the spotlight from the more expensive Echo Studio. This review highlights how the Echo Dot Max offers superior performance and value, making it a compelling choice for consumers. With its impressive features, it’s clear that Amazon is pushing the boundaries of smart speaker technology, which is great news for anyone looking to enhance their home audio experience.

The final day of TechCrunch Disrupt 2025 is taking place at Moscone West in San Francisco, offering attendees a chance to engage with cutting-edge innovations and scaling opportunities. With a 50% discount for registration, this event is a significant opportunity for entrepreneurs and tech enthusiasts alike. It's important to note that this is the last chance to experience Disrupt for another year, making it a pivotal moment for networking and learning in the tech community.

Black Friday is just around the corner, but savvy shoppers can already take advantage of some fantastic early laptop deals from top brands like Apple, Dell, HP, and Lenovo. These early sales not only help consumers save money but also allow them to secure the best models before they sell out. It's a great opportunity for anyone looking to upgrade their tech ahead of the holiday season.

If you've ever worried about losing your expensive jacket while traveling, there's good news! A new discreet gadget has emerged that allows you to track your belongings more effectively. While AirTags are popular, they aren't designed to attach easily to bags or coats. This innovative solution fills that gap, ensuring you can travel with peace of mind knowing your items are secure. It's a game-changer for anyone who values their belongings.

In a recent experience with Terraform while setting up a new project in Azure, a developer faced unexpected issues after copying an existing configuration. Despite initial success, a small oversight led to complications, highlighting the importance of careful version management in DevOps. This incident serves as a reminder for professionals in the field to pay close attention to details, as even minor changes can have significant impacts on deployment outcomes.

Zonish Zahid, a passionate frontend developer, recently showcased his skills by creating a fully responsive landing page using just HTML and CSS, without any frameworks. This project not only highlights his commitment to clean and modern web design but also demonstrates his growing expertise in CSS Flexbox and layout optimization. It's a great example for others in the dev community looking to enhance their web development skills.