Blogs - Programming
Kubernetes Blog
- Kubernetes v1.35 Sneak Peek 2025-11-26As the release of Kubernetes v1.35 approaches, the Kubernetes project continues to evolve. Features may be deprecated, removed, or replaced to improve the project's overall health. This blog post outlines planned changes for the v1.35 release that the release team believes you should be aware of to ensure the continued smooth operation of your Kubernetes […]
- Kubernetes Configuration Good Practices 2025-11-25Configuration is one of those things in Kubernetes that seems small until it's not. Configuration is at the heart of every Kubernetes workload. A missing quote, a wrong API version or a misplaced YAML indent can ruin your entire deploy. This blog brings together tried-and-tested configuration best practices. The small habits that make your Kubernetes […]
- Ingress NGINX Retirement: What You Need to Know 2025-11-11To prioritize the safety and security of the ecosystem, Kubernetes SIG Network and the Security Response Committee are announcing the upcoming retirement of Ingress NGINX. Best-effort maintenance will continue until March 2026. Afterward, there will be no further releases, no bugfixes, and no updates to resolve any security vulnerabilities that may be discovered. Existing deployments […]
- Announcing the 2025 Steering Committee Election Results 2025-11-09The 2025 Steering Committee Election is now complete. The Kubernetes Steering Committee consists of 7 seats, 4 of which were up for election in 2025. Incoming committee members serve a term of 2 years, and all members are elected by the Kubernetes Community. The Steering Committee oversees the governance of the entire Kubernetes project. With […]
- Gateway API 1.4: New Features 2025-11-06Ready to rock your Kubernetes networking? The Kubernetes SIG Network community presented the General Availability (GA) release of Gateway API (v1.4.0)! Released on October 6, 2025, version 1.4.0 reinforces the path for modern, expressive, and extensible service networking in Kubernetes. Gateway API v1.4.0 brings three new features to the Standard channel (Gateway API's GA release […]
- 7 Common Kubernetes Pitfalls (and How I Learned to Avoid Them) 2025-10-20It’s no secret that Kubernetes can be both powerful and frustrating at times. When I first started dabbling with container orchestration, I made more than my fair share of mistakes enough to compile a whole list of pitfalls. In this post, I want to walk through seven big gotchas I’ve encountered (or seen others run […]
- Spotlight on Policy Working Group 2025-10-18(Note: The Policy Working Group has completed its mission and is no longer active. This article reflects its work, accomplishments, and insights into how a working group operates.) In the complex world of Kubernetes, policies play a crucial role in managing and securing clusters. But have you ever wondered how these policies are developed, implemented, […]
- Introducing Headlamp Plugin for Karpenter - Scaling and Visibility 2025-10-06Headlamp is an open‑source, extensible Kubernetes SIG UI project designed to let you explore, manage, and debug cluster resources. Karpenter is a Kubernetes Autoscaling SIG node provisioning project that helps clusters scale quickly and efficiently. It launches new nodes in seconds, selects appropriate instance types for workloads, and manages the full node lifecycle, including scale-down. […]
- Announcing Changed Block Tracking API support (alpha) 2025-09-25We're excited to announce the alpha support for a changed block tracking mechanism. This enhances the Kubernetes storage ecosystem by providing an efficient way for CSI storage drivers to identify changed blocks in PersistentVolume snapshots. With a driver that can use the feature, you could benefit from faster and more resource-efficient backup operations. If you're […]
- Kubernetes v1.34: Pod Level Resources Graduated to Beta 2025-09-22On behalf of the Kubernetes community, I am thrilled to announce that the Pod Level Resources feature has graduated to Beta in the Kubernetes v1.34 release and is enabled by default! This significant milestone introduces a new layer of flexibility for defining and managing resource allocation for your Pods. This flexibility stems from the ability […]
- Kubernetes v1.34: Recovery From Volume Expansion Failure (GA) 2025-09-19Have you ever made a typo when expanding your persistent volumes in Kubernetes? Meant to specify 2TB but specified 20TiB? This seemingly innocuous problem was kinda hard to fix - and took the project almost 5 years to fix. Automated recovery from storage expansion has been around for a while in beta; however, with the […]
- Kubernetes v1.34: DRA Consumable Capacity 2025-09-18Dynamic Resource Allocation (DRA) is a Kubernetes API for managing scarce resources across Pods and containers. It enables flexible resource requests, going beyond simply allocating N number of devices to support more granular usage scenarios. With DRA, users can request specific types of devices based on their attributes, define custom configurations tailored to their workloads, […]
- Kubernetes v1.34: Pods Report DRA Resource Health 2025-09-17The rise of AI/ML and other high-performance workloads has made specialized hardware like GPUs, TPUs, and FPGAs a critical component of many Kubernetes clusters. However, as discussed in a previous blog post about navigating failures in Pods with devices, when this hardware fails, it can be difficult to diagnose, leading to significant downtime. With the […]
- Kubernetes v1.34: Moving Volume Group Snapshots to v1beta2 2025-09-16Volume group snapshots were introduced as an Alpha feature with the Kubernetes 1.27 release and moved to Beta in the Kubernetes 1.32 release. The recent release of Kubernetes v1.34 moved that support to a second beta. The support for volume group snapshots relies on a set of extension APIs for group snapshots. These APIs allow […]
- Kubernetes v1.34: Decoupled Taint Manager Is Now Stable 2025-09-15This enhancement separates the responsibility of managing node lifecycle and pod eviction into two distinct components. Previously, the node lifecycle controller handled both marking nodes as unhealthy with NoExecute taints and evicting pods from them. Now, a dedicated taint eviction controller manages the eviction process, while the node lifecycle controller focuses solely on applying taints. […]
- Kubernetes v1.34: Autoconfiguration for Node Cgroup Driver Goes GA 2025-09-12Historically, configuring the correct cgroup driver has been a pain point for users running new Kubernetes clusters. On Linux systems, there are two different cgroup drivers: cgroupfs and systemd. In the past, both the kubelet and CRI implementation (like CRI-O or containerd) needed to be configured to use the same cgroup driver, or else the […]
- Kubernetes v1.34: Mutable CSI Node Allocatable Graduates to Beta 2025-09-11The functionality for CSI drivers to update information about attachable volume count on the nodes, first introduced as Alpha in Kubernetes v1.33, has graduated to Beta in the Kubernetes v1.34 release! This marks a significant milestone in enhancing the accuracy of stateful pod scheduling by reducing failures due to outdated attachable volume capacity information. Background […]
- Kubernetes v1.34: Use An Init Container To Define App Environment Variables 2025-09-10Kubernetes typically uses ConfigMaps and Secrets to set environment variables, which introduces additional API calls and complexity, For example, you need to separately manage the Pods of your workloads and their configurations, while ensuring orderly updates for both the configurations and the workload Pods. Alternatively, you might be using a vendor-supplied container that requires environment […]
- Kubernetes v1.34: Snapshottable API server cache 2025-09-09For years, the Kubernetes community has been on a mission to improve the stability and performance predictability of the API server. A major focus of this effort has been taming list requests, which have historically been a primary source of high memory usage and heavy load on the etcd datastore. With each release, we've chipped […]
- Kubernetes v1.34: VolumeAttributesClass for Volume Modification GA 2025-09-08The VolumeAttributesClass API, which empowers users to dynamically modify volume attributes, has officially graduated to General Availability (GA) in Kubernetes v1.34. This marks a significant milestone, providing a robust and stable way to tune your persistent storage directly within Kubernetes. What is VolumeAttributesClass? At its core, VolumeAttributesClass is a cluster-scoped resource that defines a set […]
Stack Abuse
- Graph RAG: Elevating AI with Dynamic Knowledge Graphs 2025-11-13Introduction In the rapidly evolving landscape of Artificial Intelligence, Retrieval-Augmented Generation (RAG) has emerged as a pivotal technique for enhancing the factual accuracy and relevance of Large Language Models (LLMs). By enabling LLMs to retrieve information from external knowledge bases before generating responses, RAG mitigates common issues such as hallucinationNitij Taneja
- Federated Learning Explained: Collaborative AI Without Data Sharing 2025-09-08Introduction In an era where data privacy is paramount and artificial intelligence continues to advance at an unprecedented pace, Federated Learning (FL) has emerged as a revolutionary paradigm. This innovative approach allows multiple entities to collaboratively train a shared prediction model without exchanging their raw data. Imagine scenarios where hospitalsNitij Taneja
- OTP Authentication in Laravel & Vue.js for Secure Transactions 2025-04-20Introduction In today’s digital world, security is paramount, especially when dealing with sensitive data like user authentication and financial transactions. One of the most effective ways to enhance security is by implementing One-Time Password (OTP) authentication. This article explores how to implement OTP authentication in a Laravel backend withOjekudo Oghenemaro Emmanuel
- Securing Your Email Sending With Python: Authentication and Encryption 2024-09-19Email encryption and authentication are modern security techniques that you can use to protect your emails and their content from unauthorized access. Everyone, from individuals to business owners, uses emails for official communication, which may contain sensitive information. Therefore, securing emails is important, especially when cyberattacks like phishing, smishing, etc.Ivan Djuric
- Using Proxies in Web Scraping – All You Need to Know 2024-09-12Introduction Web scraping typically refers to an automated process of collecting data from websites. On a high level, you're essentially making a bot that visits a website, detects the data you're interested in, and then stores it into some appropriate data structure, so you can easily analyze and access itLeonardo Rodriguez
- Building Custom Email Templates with HTML and CSS in Python 2024-08-20An HTML email utilizes HTML code for presentation. Its design is heavy and looks like a modern web page, rich with visual elements like images, videos, etc., to emphasize different parts of an email's content. Building email templates tailored to your brand is useful for various email marketing purposes suchIvan Djuric
- Changelog 2024-08-17August 2024 August 16, 2024: Added Changelog page. Added feedback modal to tool pages. August 14, 2024: Auto-save tool settings in local storage. August 13, 2024: Fixed logic for displaying login/signup buttons in nav. Added captcha to newsletter signup. August 2, 2024: Added LD+JSON schema markup for tools.Scott Robinson
- Gracefully Handling Third Party API Failures 2024-06-13Software isn't what it used to be. That's not necessarily a bad thing, but it does come with its own set of challenges. In the past, if you wanted to build a feature, you'd have to build it from scratch, without AI 😱 Fast forward from the dark ages of justScott Robinson
- Simplify Regular Expressions with RegExpBuilderJS 2024-06-06Regular expressions are on of the most powerful tools in a developer's toolkit. But let's be honest, regex kind of sucks to write. Not only is it hard to write, but it's also hard to read and debug too. So how can we make it easier to use? In itsScott Robinson
- Guide to Strings in Python 2024-01-25A string in Python is a sequence of characters. These characters can be letters, numbers, symbols, or whitespace, and they are enclosed within quotes. Python supports both single (' ') and double (" ") quotes to define a string, providing flexibility based on the coder's preference or specific requirements of the application.Dimitrije Stamenic
- Behind the Scenes: Never Trust User Input 2023-12-14This article is the first in a series of posts I'm writing about running various SaaS products and websites for the last 8 years. I'll be sharing some of the issues I've dealt with, lessons I've learned, mistakes I've made, and maybe a few things that went right. Let meScott Robinson
- Guide to Heaps in Python 2023-11-15Explore the intricacies of heaps, a tree-based data structure adept at maintaining order and hierarchy. Dive into Python's' heapq module, offering a rich set of functionalities for managing dynamic data sets where priority elements are frequently accessed. Learn how heaps stand out in the world of data structures and their seamless integration in Python.Dimitrije Stamenic
- Guide to Hash Tables in Python 2023-11-09While Python doesn't have a built-in data structure explicitly called a "hash table", it provides the dictionary, which is a form of a hash table. Python dictionaries are unordered collections of key-value pairs, where the key is unique and holds a corresponding value. Thanks to a process known as "hashing"Dimitrije Stamenic
- Guide to Queues in Python 2023-11-08From storing simple integers to managing complex workflows, data structures lay the groundwork for robust applications. Among them, the queue often emerges as both intriguing and ubiquitous. Think about it - a line at the bank, waiting for your turn at a fast-food counter, or buffering tasks in a computerDimitrije Stamenic
- Guide to Stacks in Python 2023-11-02At its core, a stack is a linear data structure that follows the LIFO (Last In First Out) principle. Think of it as a stack of plates in a cafeteria; you only take the plate that's on top, and when placing a new plate, it goes to the top ofDimitrije Stamenic
Syncfusion Blogs
- How to Build UML Sequence Diagrams in Blazor with Diagram Library 2025-12-05Learn how to build UML sequence diagrams in Blazor with Diagram Library. Explore Mermaid integration, customization tips, and export options. Start your workflow visualization today!Balavignesh RaviChandran
- Join Our Exclusive Webinar: Build Blazing-Fast Financial Dashboards in Blazor: Unlock Insights from Raw Data 2025-12-05Join our Dec 11 webinar to learn how to build fast, data-driven financial dashboards in Blazor with Syncfusion. Optimize, visualize, and scale!Shriram Sankaran
- Downloading PDFs in JavaScript? Here’s How to Avoid Every Common Failure 2025-12-04Struggling to download PDF using JavaScript without corruption or auto downloads? This guide shows you how to fix common issues, implement secure saving, and build a reliable workflow with code examples and a production-ready viewer option.Eshwari Balraj
- Blazor CI/CD with GitHub Actions: Automate Deployment to Azure Static Web Apps 2025-12-03Learn how to set up Blazor CI/CD with GitHub Actions to automate builds, tests, and deployment to Azure Static Web Apps. A step-by-step guide for developers.Nipuni Arunodi
- Build a Real-Time KPI Dashboard in .NET MAUI Using Charts and MVVM 2025-12-03Learn how to create a real-time KPI dashboard in .NET MAUI using charts and MVVM architecture for dynamic data visualization across platforms.Kompelli Sravan Kumar Kompelli Lakshman
- How to Choose the Best Blazor Dropdown Component for Your Web App 2025-12-02Learn how to select the right Blazor dropdown component, DropdownList, AutoComplete, ComboBox, MultiSelect, or DropdownTree, for optimal performance and user experience in modern web apps.Prince Oliver
- Mastering Popups in .NET MAUI: Alerts, Action Sheets, Overlays & More 2025-12-02Learn how to implement popups in .NET MAUI, from alerts to advanced action sheets, using styling tips and MVVM architecture.Jayaleshwari N
- Reclaiming Humanity in the Age of AI: Notes from TEDxApex 2025-12-01Explore insights from TEDxApex on reclaiming humanity in the age of AI covering empathy, mental fitness, attention architecture, and the timeless skills that make us human.Marissa Keller Outten
- How to Implement PDF Annotations in React for Seamless Document Review 2025-11-28Learn how to implement PDF annotations in React. Explore adding, editing, and managing annotations in a PDF Viewer for a seamless review experience.Sumathi Uthayakumar