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Migrating Critical Traffic At Scale with No Downtime — Part 1 Shyam Gala , Javier Fernandez-Ivern , Anup Rokkam Pratap , Devang Shah Hundreds of millions of customers tune into Netflix every day, expecting an uninterrupted and immersive streaming experience. Behind the scenes, a myriad of systems and services are involved in orchestrating the product experience.
In today's world, the need for highly available and fault-tolerant systems is more important than ever. Furthermore, with the increased adoption of microservices and containerization , the need for a reliable infrastructure that can automatically detect and recover from failures has become critical. Kubernetes , an open-source container orchestration platform, and Prometheus, a popular monitoring and alerting toolkit, are two tools that can be used to implement such a self-healing infrastructure
With the launch of ChatGPT, an AI chatbot developed by OpenAI, in November 2022, large language models (LLMs) and generative AI have become a global sensation, making their way to the top of boardroom agendas and household discussions worldwide. GPT (generative pre-trained transformer) technology and the LLM-based AI systems that drive it have huge implications and potential advantages for many tasks, from improving customer service to increasing employee productivity.
I have seen many Linux Performance engineers looking at the “IOWait” portion of CPU usage as something to indicate whenever the system is I/O-bound. In this blog post, I will explain why this approach is unreliable and what better indicators you can use. Let’s start by running a little experiment – generating heavy I/O usage on the system: sysbench --threads=8 --time=0 --max-requests=0 fileio --file-num=1 --file-total-size=10G --file-io-mode=sync --file-extra-flags=direct
So many bad takes — What is there to learn from the Prime Video microservices to monolith story Excerpt from Serverless First deck first published in 2019 The Prime Video team published this story: Scaling up the audio/video monitoring service and reducing costs by 90% , and the internet piled in with opinions and bad takes, mostly missing the point.
By Chris Wolfe , Joey Schorr , and Victor Roldán Betancort Introduction The authorization team at Netflix recently sponsored work to add Attribute Based Access Control (ABAC) support to AuthZed’s open source Google Zanzibar inspired authorization system, SpiceDB. Netflix required attribute support in SpiceDB to support core Netflix application identity constructs.
What Is Istio Ambient Service Mesh? Istio, an open-source and widely used service mesh, is used to manage network and security for cloud-native applications. In September 2022, Istio project released ambient mesh — a modified and sidecar-less data plane for Istio developed for enterprises that want to deploy mTLS and other security features first, and seek to deploy an advanced network later.
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What Is Istio Ambient Service Mesh? Istio, an open-source and widely used service mesh, is used to manage network and security for cloud-native applications. In September 2022, Istio project released ambient mesh — a modified and sidecar-less data plane for Istio developed for enterprises that want to deploy mTLS and other security features first, and seek to deploy an advanced network later.
Keeping pace with modern digital transformation requires ensuring that applications are responsive, resilient, and always available amid increased complexity. As a result, site reliability has emerged as a critical success metric for many organizations. Site reliability engineering (SRE) has recently become a critical discipline in recent years as the world has shifted in favor of web-based interactions.
Given the increasing popularity of ChatGPT in solving questions of humankind, I decided to take a better look at the current state of AI. At the same time that I see database engineers relying on the tool, sites such as StackOverflow are banning ChatGPT. As the question comes from time to time, is my profession at risk of being extinct due to AI? As my mentor said when I started working in the tech area, the answer is: it depends.
It’s hard to ignore the discussion around the Open Letter arguing for a pause in the development of advanced AI systems. Are they dangerous? Will they destroy humanity? Will they condemn all but a few of us to boring, impoverished lives? If these are indeed the dangers we face, pausing AI development for six months is certainly a weak and ineffective preventive.
A horizontally scalable exabyte-scale blob storage system which operates out of multiple regions, Magic Pocket is used to store all of Dropbox’s data. Adopting SMR technology and erasure codes, the system has extremely high durability guarantees but is cheaper than operating in the cloud.
For the season finale of Now Go Build, I traveled to Arizona, to see first-hand how autonomous trucking has the potential to revolutionize the global supply chain.
Kubernetes has become the de facto standard for container orchestration, enabling organizations to build, deploy, and scale modern applications with efficiency and agility. As more organizations adopt Kubernetes, the need for proper security and management of sensitive data within these environments becomes paramount. One crucial aspect of ensuring a secure Kubernetes infrastructure is the effective management of secrets, such as API keys, passwords, and tokens.
An integral and celebrated part of the event agenda is the Dynatrace Partner Awards, allowing us to recognize our partner organizations and individuals for their contributions and success over the last year. Never short of outstanding achievements, the awards span from Cloud Innovator of the Year to Special Recognition for Excellence. Below we’ve recapped all the winners from around the globe.
Historically MySQL is great in horizontal READ scale. The scaling, in that case, is offered by the different number of Replica nodes, no matter if using standard asynchronous replication or synchronous replication. However, those solutions do not offer the same level of scaling for writes operation. Why? Because the solutions still rely on writing in one single node that works as Primary.
We all love building greenfield projects. 1 But inevitably, starting a new project involves lots of meetings with business stakeholders to hash out initial requirements and canonical data models. Those are…not so fun. When one of those meetings occurs after a carb-heavy lunch, it’s easy for your mind to drift away…back to those university lectures about entity design.
It's easier to make a fast website than it is to keep a website fast. If you've invested countless hours in speeding up your pages, but you're not using performance budgets to prevent regressions, you could be at risk of wasting all your efforts. In this post we'll cover how to: Use performance budgets to fight regressions Understand the difference between performance budgets and performance goals Identify which metrics to track Validate your metrics to make sure they're measuring what you think
In today's fast-paced software development landscape, microservices have emerged as a popular architectural pattern. But what exactly are microservices? In a nutshell, microservices are a way of structuring an application as a collection of loosely coupled, fine-grained services that communicate through lightweight protocols. This architectural style enables teams to develop and deploy services independently, offering flexibility and scalability to the software development process.
“Move fast and break things.” How many times have you heard that? Know what? No one likes that. No one likes breaking things. It’s more like: “Move fast and break things— only because you don’t know how to avoid it. ” Granted, as a soundbite, that is nowhere near as catchy. But progressive delivery is essentially the solution to that problem: it enables you to move fast and avoid breaking things.
Disaster recovery is not optional for businesses operating in the digital age. With the ever-increasing reliance on data, system outages or data loss can be catastrophic, causing significant business disruptions and financial losses. With multi-cloud or multi-regional PostgreSQL deployments, the complexity of managing disaster recovery only amplifies.
Since the year-end mini-update , progress has continued on cppfront. (If you don’t know what this personal project is, please see the CppCon 2022 talk on YouTube.) This update covers Acknowledgments, and highlights of what’s new in the compiler and language since last time, including: simple, mathematically safe, and efficient chained comparisons named break and continue “simple and safe” starts with. main user-defined type , including unifying all special member functions as o
Today at Google I/O 2023, it was announced that Interaction to Next Paint (INP) is no longer an experimental metric. INP will replace First Input Delay (FID) as a Core Web Vital in March of 2024. It's been three years since the Core Web Vitals initiative was kicked off in May 2020. In that time, we've seen people's interest in performance dramatically increase, especially in the world of SEO.
If you are a user of Percona Monitoring and Management and noticed any typo or inaccurate information in its documentation, you can easily correct it yourself in the repository following detailed instructions in README.md. But if you are not experienced in open source contributions, you may still feel uneasy about following those steps. This post is for you!
In today's hyperconnected digital landscape, secure internal networks have become a cornerstone of corporate infrastructure. This crucial aspect of operations is often bolstered by robust VPN technologies, such as OpenVPN. As a leading solution in the realm of VPN , OpenVPN's architecture plays a critical role in enhancing corporate network security and connectivity.
Dynatrace is proud to provide deep monitoring support for Azure Linux as a container host operating system (OS) platform for Azure Kubernetes Services (AKS) to enable customers to operate efficiently and innovate faster. This integration is a result of our collaboration with Microsoft to better serve our Azure customers across the Microsoft portfolio.
As a database administrator, have you ever been in a situation when your database confronted a brute force attack? A brute force attack can be launched against a user account in MySQL. MySQL replies with success or error based on supplied credentials, and the time required for the verification is almost the same in either case. Hence, an attacker can launch a brute force attack against a MySQL user account at a rapid rate and can try many different passwords.
Melissa Logan, managing director of Data on Kubernetes (DoK), led one of the best panels I’ve been to at a conference at Kubecon EU in Amsterdam about challenges with and the state of the art of running databases on Kubernetes. This panel united the Data on Kubernetes Community Operator SIG and Kubernetes Storage SIG to discuss key features of Kubernetes database operators.
Most organizations prefer to deploy containerized applications into K8s because of its scalability and flexibility. But as the number of microservices increased and application pods are distributed across multiple clusters and cloud providers, managing and scaling them has become complex. While scaling, it is harder to configure complex communication logic between microservices.
We have released Dynatrace version 1.267. To learn what’s new, have a look at the release notes. The post Dynatrace SaaS release notes version 1.267 appeared first on Dynatrace news.
Default settings can help you get started quickly – but they can also cost you performance and a higher cloud bill at the end of the month. Want to save money on your AWS RDS bill? I’ll show you some MySQL settings to tune to get better performance, and cost savings, with AWS RDS. Recently I was engaged in a MySQL Performance Audit for a customer to help troubleshoot performance issues that led to downtime during periods of high traffic on their AWS RDS MySQL instances.
Get information on - What is Portability Testing in Software Testing?, follow Kovair Blog for the latest information and updates on software development and information technology.
The ultimate state for any team is self-determination: they lead their own discovery of work, self-prioritize that work, self-organize their roles and self-direct the delivery. Self-determination requires meta awareness. The team knows the problem space - the motivations of different actors (buyers, users, influencers), the guiding policies (regulatory and commercial preference), the tech in place, and so forth.
Percona has started to participate in Data on Kubernetes (DoK) meetings about Kubernetes Operators. These meetings are an initiative of DoK meetups that spotlight DoK case studies. In this blog post series, I will summarize the topics covered in each meeting. On May 23, very interesting topics were discussed on the agenda. Let’s begin to summarize it.
I have coded many applications, both client and web, over my career, and I understand the importance of building a well-developed application from the ground up. Therefore, I found it important to write a piece based on my understanding of time series data versus relational data as someone with a unique understanding of both. Relational Data The main objective of relational data is to maintain an accurate representation of the current state of the world with respect to its objects and the relati
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