May, 2025

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Understand the latest AI revolution: Agentic AI, Model Context Protocol (MCP) and all that jazz

Dynatrace

By now, everyone is familiar with generative AI fueled by large language models (LLMs) and generative pre-trained transformers (GPTs). The next level of innovation is agentic AI and the AI agents that drive it. These systems are revolutionizing how enterprises automate tasks and orchestrate complex workflows. Powered by LLMs, vector databases, retrieval augmented generation (RAG) pipelines, and additional tools, these AI agents are expanding extensively, giving rise to multi-agent systems, cross

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Measuring Dialogue Intelligibility for Netflix Content

The Netflix TechBlog

Enhancing Member Experience Through Strategic Collaboration Ozzie Sutherland , Iroro Orife , Chih-Wei Wu , BhanuSrikanth At Netflix, delivering the best possible experience for our members is at the heart of everything we do, and we know we cant do it alone. Thats why we work closely with a diverse ecosystem of technology partners, combining their deep expertise with our creative and operational insights.

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Why High-Performance AI/ML Is Essential in Modern Cybersecurity

DZone

Today, organizations thrive in a complex and evolving threat landscape, and cybersecurity has become pivotal for digital resilience. Various sophisticated attacks, such as supply chain breaches, ransomware, phishing via malicious email campaigns, and vulnerabilities in cloud and Internet of Things (IOT) environments, need advanced, performance-sensitive solutions that can detect in real time and also respond to and mitigate these attacks.

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Just make it scale: An Aurora DSQL story

All Things Distributed

AWS Senior Principal Engineers, Niko Matsakis and Marc Bowes, take us inside Aurora DSQL's development: scaling write operations without two-phase commit, overcoming garbage collection hurdles, and embracing Rust for both data and control planes.

AWS 147
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AI and Programming: The Beginning of a New Era

O'Reilly

Thanks so much for joining us today. We have over 20,000 people signed up for this event, both subscribers on the oreilly.com platform and those who arent yet subscribers. I think youre here because you all sense what I do: we’re witnessing not the end of programming, but its remarkable expansion. This is the most exciting moment in software development that I’ve seen during my more than 40 years in this industry.

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Top Database Performance Issues and Solutions

Scalegrid

Database performance issues, such as slow queries and high CPU usage, can severely impact your applications. Implementing appropriate indexes is a critical strategy for optimizing database performance, as it helps identify frequently used columns in search conditions and enhances query efficiency. Additionally, regular database backups are vital for maintaining database resilience and operational integrity, ensuring recovery from hardware failures, software corruption, and other catastrophic eve

Database 130
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Mastering sign-in log monitoring: How to secure user identity with Dynatrace

Dynatrace

Safeguarding user identity has become a top priority for cybersecurity specialists. Dynatrace enhances sign-in log monitoring to help organizations secure user identities and resources across cloud environments. Centralized identity provider sign-in logs are now mapped to the Dynatrace Semantic Dictionary , allowing security teams to monitor access to business-critical organization resources and applications and to spot anomalies quickly and mitigate potential threats.

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How To Build Resilient Microservices Using Circuit Breakers and Retries: A Developer’s Guide To Surviving

DZone

Whats up, fellow geeks? Think of the time when you are treated at a busy pizza place. The pizza oven broke down, and with new orders coming in, the entire kitchen is at a standstill. If we take that oven as a flaky, unreliable third-party API, there you go microservices disaster! With retries and circuit breakers at your disposal, you can ensure your system keeps sizzling instead of crashing down.

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How to Safely Upgrade InnoDB Cluster From MySQL 8.0 to 8.4

Percona

In this blog, we continue from where we left off in the previous post, InnoDB Cluster Setup: Building a 3-Node High Availability Architecture, where we demonstrated how to set up a MySQL InnoDB Cluster with three nodes to achieve high availability.

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AI First Puts Humans First

O'Reilly

While I prefer AI native to describe the product development approach centered on AI that were trying to encourage at OReilly, Ive sometimes used the term AI first in my communications with OReilly staff. And so I was alarmed and dismayed to learn that in the press, that term has now come to mean using AI to replace people. Many Silicon Valley investors and entrepreneurs even seem to view putting people out of work as a massive opportunity.

Mobile 116
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What Is Database Normalization

Scalegrid

Database normalization is the process of structuring data in a relational database to eliminate redundancy and enforce data consistency. This approach helps reduce storage waste and supports data integrity. This article explains how normalization works, its importance , and where it fits into database design. Key Takeaways Database normalization reduces data duplication, preserves integrity, and improves performance by organizing data into efficient structures.

Database 130
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Why Core Web Vitals are crucial for optimizing digital experience

Dynatrace

When users land on your website, the digital experience is everything. A slow-loading page, unexpected layout shifts, or unresponsive interactions can frustrate potential customerscausing higher bounce rates, abandoned carts, and low search engine rankings. To combat these issues, Google introduced Core Web Vitals (CWVs): a set of metrics designed to measure and improve the user experience of websites.

Google 227
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Behind the Scenes: Building a Robust Ads Event Processing Pipeline

The Netflix TechBlog

Kinesh Satiya Introduction In a digital advertising platform, a robust feedback system is essential for the lifecycle and success of an ad campaign. This system comprises of diverse sub-systems designed to monitor, measure, and optimize ad campaigns. At Netflix, we embarked on a journey to build a robust event processing platform that not only meets the current demands but also scales for future needs.

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Beyond Code Coverage: A Risk-Driven Revolution in Software Testing With Machine Learning

DZone

Modern systems require more than high code coverage because they are complex and interconnected. Through machine learning development, companies can create advanced tools that link risk-based planning methods to enhance their software testing outcomes. With the focus on the possibility of failure and its effects, risk-based testing provides both improved efficiency and better effectiveness.

Code 147
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New in Percona Everest 1.6.0: Easily Deploy PMM with a Single Helm Command

Percona

Monitoring your databases is critical, especially in Kubernetes environments where visibility and automation are key. Thats why, in Percona Everest 1.6.0, we introduced a highly requested feature: the ability to automatically deploy Percona Monitoring and Management (PMM) as part of the Everest Helm chart using just one flag.

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MCP: What It Is and Why It Matters—Part 1

O'Reilly

1. ELI5: Understanding MCP Imagine you have a single universal plug that fits all your devicesthat’s essentially what the Model Context Protocol (MCP) is for AI. MCP is an open standard (think USB-C for AI integrations ) that allows AI models to connect to many different apps and data sources in a consistent way. In simple terms, MCP lets an AI assistant talk to various software tools using a common language, instead of each tool requiring a different adapter or custom code.

Code 119
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Fixrleak: Fixing Java Resource Leaks with GenAI

Uber Engineering

Goodbye resource leaks! Learn how the FixrLeak framework leverages GenAI and AST-level analysis to automatically detect and fix resource leaks in large-scale Java applications at Uber.

Java 72
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Dynatrace delivers Full-Stack Observability for AI with NVIDIA Blackwell and NVIDIA NIM

Dynatrace

NVIDIA Blackwell systems provide high-performance infrastructure for enterprise AI, and now, thanks to the Dynatrace integration with the NVIDIA Enterprise AI Factory reference design, enterprises can add Dynatrace Full-Stack Observability to NVIDIA Blackwell infrastructure. This magnifies the value of the NVIDIA Blackwell platform by providing real-time performance insights, anomaly detection, and dependency mapping.

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Presentation: Renovate to Innovate: Fundamentals of Transforming Legacy Architecture

InfoQ

Rashmi Venugopal explains the core principles of renovating legacy software architecture. This talk addresses why legacy systems arise, their symptoms (complexity, degraded experience), and offers actionable strategies for modernization. Discover how to adopt an evolutionary approach, implement incremental changes, prioritize deprecation, and design your organization for successful renovation.

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Docker Base Images Demystified: A Practical Guide

DZone

What Is a Docker Base Image? A Docker base image is the foundational layer from which containers are built. Think of it as the starting point for your applications environment. Its a minimal, preconfigured template containing an operating system, runtime tools, libraries, and dependencies. When you write a Dockerfile, the FROM command defines this base image, setting the stage for all subsequent layers.

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The Open Source Ripple Effect: How Valkey Is Redefining the Future of Caching, and Why It Matters

Percona

Open wins again: What Valkeys meteoric rise tells us about the future A product managers perspective on navigating an ecosystem in flux. When Redis Inc. changed its core product license, few anticipated how fast the aftershocks would reshape the caching world.

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An Architecture of Participation for AI?

O'Reilly

About six weeks ago, I sent an email to Satya Nadella complaining about the monolithic winner-takes-all architecture that Silicon Valley seems to envision for AI, contrasting it with the architecture of participation that had driven previous technology revolutions, most notably the internet and open source software. I suspected that Satya might be sympathetic because of past conversations wed had when his book Hit Refresh was published in 2017.

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The Definitive Guide to Long Animation Frames (LoAF)

Speed Curve

With Long Animation Frames (commonly referred to as LoAF, pronounced 'LO-aff') we finally have a way to understand the impact of our code on our visitors' experiences. Long Animation Frame – a frame that took longer then 50ms from its start to when it started painting LoAF allows us to understand how scripts and other tasks affect both hard and soft navigations, as well as how scripts affect interactions.

Code 64
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Go big with Dynatrace: Native support for large log records

Dynatrace

Dynatrace has redefined whats possible in log analytics with support for single log events up to 10 MB , setting a new standard in log observability. This eliminates manual workarounds and allows full-fidelity log ingestion at enterprise scale for customers moving their log management and analytics to Dynatrace. In this blog post, we will examine specific customer examples from different verticals across aviation, retail, cargo, and beyond and examine how theyve increased the simplicity and reli

Retail 187
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Article: Designing Resilient Event-Driven Systems at Scale

InfoQ

Learn how to design resilient event-driven systems that scale. Explore key patterns like shuffle sharding and decoupling queues to handle load spikes and failures. Understand common pitfalls like over-relying on retries and neglecting observability for robust, scalable architectures.

Design 68
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Distributed Consensus: Paxos vs. Raft and Modern Implementations

DZone

Distributed consensus is a fundamental concept in distributed computing that refers to the process by which multiple nodes (servers or computers) in a distributed system agree on a single data value or a sequence of actions, ensuring consistency despite the presence of failures or network partitions. In simpler terms, it's the mechanism that allows independent computers to reach agreement on critical data or operations even when some nodes fail or communication is unreliable.

Network 130
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Freedom and Flexibility: Rethinking Your MongoDB Cloud Strategy Beyond Atlas

Percona

Let’s be honest: Getting MongoDB up and running quickly in the cloud sounds fantastic. Services like MongoDB Atlas promise easy deployment, automated scaling, and hands-off management on AWS, Azure, and GCP. For teams looking to shed operational burdens, the appeal is tempting. Click a few buttons, get a database what’s not to like?

Cloud 102
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MCP: What It Is and Why It Matters—Part 2

O'Reilly

This is the second of four parts in this series. Part 1 can be found here. 4. The architecture of MCP: Clients, Protocol, Servers, and Services How does MCP actually work under the hood? At its core, MCP follows a clientserver architecture , with a twist tailored for AI-to-software communication. Lets break down the roles: MCP servers These are lightweight adapters that run alongside a specific application or service.

Games 81
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Acronis True Image Costs Performance When Not Used

Randon ASCII

Over two years ago I installed Acronis True Image for Crucial in order to migrate my data to a new SSD I had just purchased. It worked. I then left True Image installed just in case, and what harm could that possibly cause. Well, funny you should ask. I recently noticed that whenever I plugged or unplugged my external monitor Explorer.exe would consume a lot of CPU time dozens of seconds of it.

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Simplify SAP Monitoring with PowerConnect and Dynatrace

Dynatrace

SAP systems are used by many of the worlds largest enterprises, powering everything from finance to supply chain operations. However, monitoring SAP systems can be extremely challenging. As the SAP technology stack continues to evolve, it brings powerful innovations but also increased complexity due to the use of hybrid system architectures, massive amounts of data, and increasing adoption of cloud technologies.

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Migrating Uber’s Compute Platform to Kubernetes: A Technical Journey

Uber Engineering

Migrating tech stacks at Ubers scale isnt easy. Learn how we migrated our stateless container orchestration platform to Kubernetes and operate it at a scale of 3 million cores with 1.5 million pod launches daily.

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Scaling Azure Microservices for Holiday Peak Traffic Using Automated CI/CD Pipelines and Cost Optimization

DZone

Scaling microservices for holiday peak traffic is crucial to prevent downtime and ensure a seamless user experience. This guide explores Azure DevOps automation, CI/CD pipelines, and cost-optimization strategies to handle high-demand traffic seamlessly. Manual scaling quickly becomes a bottleneck as organizations deploy dozens, sometimes hundreds, of microservices powered by distinct backend services like Cosmos DB, Event Hubs, App Configuration, and Traffic Manager.

Traffic 130
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Deploying External Read Replica in MySQL InnoDB Cluster

Percona

Innodb Cluster or ClusterSet topologies already have secondary instancesthat can act as a failover for primary or also offload read requests. However, with MySQL 8.4, we now have the feasibility of adding a separate async replica to the cluster for serving various special/ad-hoc queries or some reporting purposes.

Traffic 93
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Vibing at Home

O'Reilly

After a post by Andrej Karpathy went viral, vibe coding became the buzzword of the yearor at least the first quarter. It means programming exclusively with AI, without looking at or touching the code. If it doesnt work, you have the AI try again, perhaps with a modified prompt that explains what went wrong. Simon Willison has an excellent blog post about what vibe coding means, when its appropriate, and how to do it.

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Easy Automated Docker Volume Backups That Are Database Friendly

The Polyglot Developer

I recently picked up a Beelink EQR6 Mini PC to reduce some of the Docker stress on my aging Synology NAS. Since my Synology used the Btrfs filesystem, I never had to worry about file locks and corruption during a backup because that particular file system used copy-on-write (CoW). However, since I decided to use Ubuntu Server on my Mini PC and neglected choosing which filesystem I wanted to use, I ended up with ext4.

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Dynatrace recognized among Europe’s Best Employers in 2025

Dynatrace

Dynatrace has been recognized byFinancial Timesand Statista as one of Europes Best Employers in 2025. Additionally, were honored to be ranked #1 employer in Austria within the IT, Internet, Software and Services sector. This recognition is especially meaningful to us, as Austria is where the Dynatrace journey began. From humble beginnings to becoming an industry leader, one thing has always remained constant: our commitment to our people.

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Flutter App Development Cost in 2025: A Complete Breakdown!

Official Blog - World Web Technology

In 2025, Flutter app development will undoubtedly rule the mobile world. It offers a robust replacement for traditional app frameworks for startups and business giants and is cost-efficient. Flutter with Google support offers accelerated, cross-platform development with native-like performance, becoming the new default for developing slick apps with a limited budget and time frame.