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In today's fast-paced digital landscape, organizations are increasingly embracing multi-cloud environments and cloud-native architectures to drive innovation and deliver seamless customer experiences. However, the 2024 State of Observability report from Dynatrace reveals that the explosion of data generated by these complex ecosystems is pushing traditional monitoring and analytics approaches to their limits.
Deploying software in Kubernetes is often viewed as a straightforward process—just use kubectl or a GitOps solution like ArgoCD to deploy a YAML file, and you’re all set, right? Unfortunately, Kubernetes deployments can be fraught with challenges beyond the surface level. Numerous hurdles can hinder successful deployments, from resource constraints to external dependencies and monitoring inadequacies.
The surprising and not so surprising benefits of generations in the Z Garbage Collector. By Danny Thomas, JVM Ecosystem Team The latest long term support release of the JDK delivers generational support for the Z Garbage Collector. More than half of our critical streaming video services are now running on JDK 21 with Generational ZGC, so it’s a good time to talk about our experience and the benefits we’ve seen.
Data loss or corruption can be daunting. With MySQL point-in-time recovery , you can restore your database to the moment before the problem occurs. This article delivers a practical roadmap for using backups and binary logs to achieve accurate MySQL recovery, detailed steps for setting up your server, and tips for managing recovery and backups effectively without overwhelming you with complexity.
Scope. To talk about C++’s current safety problems and solutions well, I need to include the context of the broad landscape of security and safety threats facing all software. I chair the ISO C++ standards committee and I work for Microsoft, but these are my personal opinions and I hope they will invite more dialog across programming language and security communities.
When you have an outage caused by a performance issue, you don't want to lose precious time just to install the tools needed to diagnose it. Here is a list of "crisis tools" I recommend installing on your Linux servers by default (if they aren't already), along with the (Ubuntu) package names that they come from: Package Provides Notes procps ps(1), vmstat(8), uptime(1), top(1) basic stats util-linux dmesg(1), lsblk(1), lscpu(1) system log, device info sysstat iostat(1), mpstat
NCache Java Edition with distributed cache technique is a powerful tool that helps Java applications run faster, handle more users, and be more reliable. In today's world, where people expect apps to work quickly and without any problems, knowing how to use NCache Java Edition is very important. It's a key piece of technology for both developers and businesses who want to make sure their apps can give users fast access to data and a smooth experience.
In today’s rapidly evolving landscape, incorporating AI innovation into business strategies is vital, enabling organizations to optimize operations, enhance decision-making processes, and stay competitive. The annual Google Cloud Next conference explores the latest innovations for cloud technology and Google Cloud. This year, Google’s event will take place from April 9 to 11 in Las Vegas.
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In today’s rapidly evolving landscape, incorporating AI innovation into business strategies is vital, enabling organizations to optimize operations, enhance decision-making processes, and stay competitive. The annual Google Cloud Next conference explores the latest innovations for cloud technology and Google Cloud. This year, Google’s event will take place from April 9 to 11 in Las Vegas.
David J. Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding. The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data sc
Choosing between Redis and Memcached hinges on specific application requirements. In this comparison of Redis vs Memcached, we strip away the complexity, focusing on each in-memory data store’s performance, scalability, and unique features. Discover which aligns better with your project’s needs without getting bogged down in technical jargon. Key Takeaways Redis offers complex data structures and additional features for versatile data handling, while Memcached excels in simplicity with a f
TL;DR LLMs and other GenAI models can reproduce significant chunks of training data. Specific prompts seem to “unlock” training data. We have many current and future copyright challenges: training may not infringe copyright, but legal doesn’t mean legitimate—we consider the analogy of MegaFace where surveillance models have been trained on photos of minors, for example, without informed consent.
Sometimes debuggers and profilers are obivously broken, sometimes it's subtle and hard to spot. From my flame graphs page: CPU flame graph (partly broken) (Click for original SVG.) This is pretty common and usually goes unnoticed as the flame graph looks ok at first glance. But there are 15% of samples on the left, above "[unknown]", that are in the wrong place and missing frames.
Performance tuning in Snowflake is optimizing the configuration and SQL queries to improve the efficiency and speed of data operations. It involves adjusting various settings and writing queries to reduce execution time and resource consumption, ultimately leading to cost savings and enhanced user satisfaction.
Overseeing cloud spend and IT resource allocation has always been a priority for CIOs. Yet, in 2023, 82% of cloud decision makers reported that managing cloud spend was their top challenge, according to one source. In response, many organizations are adopting a FinOps strategy. FinOps is an evolving cloud financial management discipline focused on enabling organizations to get maximum business value from their cloud spend.
Evolving from Rule-based Classifier: Machine Learning Powered Auto Remediation in Netflix Data Platform by Binbing Hou , Stephanie Vezich Tamayo , Xiao Chen , Liang Tian , Troy Ristow , Haoyuan Wang , Snehal Chennuru , Pawan Dixit This is the first of the series of our work at Netflix on leveraging data insights and Machine Learning (ML) to improve the operational automation around the performance and cost efficiency of big data jobs.
Thinking about going multi-cloud? A well-planned multi cloud strategy can seriously upgrade your business’s tech game, making you more agile. Instead of being stuck with one cloud provider (and all its limitations), spreading out across several can make your operations more flexible, keep your services up and running smoothly, and even help you manage your costs better.
Uber replaced a legacy architecture built using the WAMP protocol with a new solution that takes advantage of GraphQL subscriptions. The main drivers for creating a new architecture were challenges around reliability, scalability, observability/debugibility, as well as technical debt impeding the team’s ability to maintain the existing solution.
PostgreSQL extensions are great! Simply by adding an extension, one transforms what is an otherwise vanilla general-purpose database management system into one capable of processing data requirements in a highly optimized fashion. Some extensions, like pg_repack, simplify and enhance existing features already, while other extensions, such as PostGIS and pgvector, add completely new capabilities.
The cybersecurity landscape necessitates continual adaptation and exploration of novel defensive strategies to counter the evolving threats posed by malicious actors. Machine learning ( ML ) has emerged as a powerful tool for bolstering cybersecurity, offering innovative approaches to anomaly detection, intrusion prevention, and threat identification.
The business process observability challenge Increasingly dynamic business conditions demand business agility; reacting to a supply chain disruption and optimizing order fulfillment are simple but illustrative examples. Business agility requires real-time visibility into process health and performance, measured by business Key Performance Indicators (KPIs) that are shared between business stakeholders and the supporting IT operations teams.
eBPF is a crazy technology – like putting JavaScript into the Linux kernel – and getting it accepted had so far been an untold story of strategy and ingenuity. The eBPF documentary, published late last year, tells this story by interviewing key players from 2014 including myself, and touches on new developments including Windows. (If you are new to eBPF, it is the name of a kernel execution engine that runs a variety of new programs in a performant and safe sandbox in the kernel, lik
Mastering Hybrid Cloud Strategy Are you looking to leverage the best private and public cloud worlds to propel your business forward? A hybrid cloud strategy could be your answer. This approach allows companies to combine the security and control of private clouds with public clouds’ scalability and innovation potential. This article will explore hybrid cloud benefits and steps to craft a plan that aligns with your unique business challenges.
I’ve had a ham radio license since the late 1960s and observed the transition from vacuum tubes (remember them?) to transistors firsthand. Because we’re allowed to operate high power transmitters (1500 watt output), tubes hang on in our world a lot longer than elsewhere. There’s a good reason: tubes are ideal high power devices for people who don’t always know what they’re doing, people who are just smart enough to be dangerous.
What makes a great user experience? There are probably as many answers to this question as there are users because we are talking about very subjective and personal feelings and observations.
Building scalable systems using microservices architecture is a strategic approach to developing complex applications. Microservices allow teams to deploy and scale parts of their application independently, improving agility and reducing the complexity of updates and scaling. This step-by-step guide outlines the process of creating a microservices-based system, complete with detailed examples. 1.
As organizations continue to modernize their technology stacks, many turn to Kubernetes , an open source container orchestration system for automating software deployment, scaling, and management. In fact, more than half of organizations use Kubernetes in production. While Kubernetes is often considered the operating system of the cloud, the scale and complexity of Kubernetes cluster deployments are creating new challenges for IT teams.
An inside look at the Tallaght District Heating Scheme, where Heat Works is using recycled heat from an AWS data center to warm a community in Dublin, Ireland.
ScaleGrid is thrilled to announce the latest updates across our platform, reflecting our commitment to performance, security, and usability. Our recent updates span several versions, introducing key improvements and bug fixes to ensure our clients’ databases run smoother, faster, and more securely. Updates Across the Board Improved Database Resilience and Security Our most recent updates have focused on improving database resilience and security across various platforms.
System testing involves analyzing the behavior and functionality of a fully integrated application. It is the third of the four levels of testing, performed after unit and integration testing but before user acceptance testing. A QA team member will usually do the assessing, or occasionally the task will fall to other team members such as product or project managers.
PostgreSQL configuration file parameters are very important when managing a PostgreSQL database, and this blog post will discuss the importance of backing those files up. The following are the primary configuration files of the PostgreSQL database:postgresql.conf: One of the most important configuration files for the PostgreSQL database is postgresql.conf file.
Knowledge graphs are a giant web of information where elements and ideas are linked to show how they are related in the real world. This is beyond databases that just store information. Knowledge graphs also store the connections between information. This makes knowledge graphs very useful in various fields.
Modern enterprises today use a myriad of enterprise Software-as-a-service (SaaS) applications and productivity suites to run business operations, such as Microsoft 365, Google Workspace, Salesforce, Slack, Zendesk, Zoom, GitHub, and many more. Overseeing SaaS security and monitoring audit logs across multiple SaaS applications is complex, which often involves building and maintaining dedicated integrations for each application that can retrieve audit logs.
After years of development and testing, Google has added Interaction to Next Paint (INP) to its trifecta of Core Web Vitals – the performance metrics that are a key ingredient in its search ranking algorithm. INP replaces First Input Delay (FID) as the Vitals responsiveness metric. Not sure what INP means or why it matters? No worries – that's what this post is for. :) What is INP?
Expedia made flight search faster by up to 52% (page usable time) by applying a range of optimizations to web and mobile applications. To support these improvements, the company improved the observability of its applications. Expedia Flights web application has been migrated to Micro Frontend Architecture (MFA) to allow flexibility, reusability, and better optimization.
If you are just starting out in the world of Kubernetes operators, like me, preparing the environment for their installation should be something we do with not much difficulty. This blog will quickly guide you in setting the minimal environment. Kubernetes operators are invaluable for automating complex database operations, tasks that Kubernetes does not handle directly.
Editor's Note: The following is an article written for and published in DZone's 2024 Trend Report, The Modern DevOps Lifecycle: Shifting CI/CD and Application Architectures. Forbes estimates that cloud budgets will break all previous records as businesses will spend over $1 trillion on cloud computing infrastructure in 2024. Since most application releases depend on cloud infrastructure, having good continuous integration and continuous delivery (CI/CD) pipelines and end-to-end observability bec
Values are the fabric of who we are, what we stand for as a company, and how we deliver what we promise to ourselves and our stakeholders. Studies show that purpose matters now more than ever to individuals, and core values serve as the key to creating a thriving business environment. Since taking on the role of Chief People Office at Dynatrace in the summer of 2022, my key focus has been developing and continually evolving an outstanding, globally cohesive employee experience to support and str
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