Dynatrace

NOVEMBER 6, 2023

As organizations see an increasingly high number of compute locations, assessing health and finding root causes of emerging problems across heavily distributed workloads, at scale, has become a daunting task. Observability on edge devices presents unique challenges compared to traditional data-center or cloud-based environments.

Retail 263

Retail Analytics Storage Metrics 263

Dynatrace

NOVEMBER 6, 2023

Dynatrace recently announced the availability of its latest core innovations for customers running the Dynatrace® platform on Microsoft Azure, including Grail. With Grail, organizations can obtain precise answers to their questions – even for questions they haven’t thought of yet.

Azure 184

Azure Analytics Artificial Intelligence Innovation 184

The Netflix TechBlog

NOVEMBER 29, 2023

We present two sets. On the other hand, the optimized ladder presents a sharper increase in quality with increasing bitrate. Join us and be a part of the amazing team that brought you this tech-blog; open positions: Software Engineer, Cloud Gaming Software Engineer, Live Streaming References [1] L. The first set (Fig.

Open Source 252

Open Source Software Engineering Internet Internet 252

Dynatrace

FEBRUARY 1, 2024

Hypermodal AI combines predictive, causal, and generative AI so that organizations can not only predict behavior and identify root causes but also effortlessly store, query, and access their data using natural language and at a massive scale. After updating the query to ask for log data, the engineer was able to identify attack attempts.

Artificial Intelligence 190

Artificial Intelligence Analytics Efficiency Database 190

The Netflix TechBlog

APRIL 27, 2023

Ruchir Jha , Brian Harrington , Yingwu Zhao TL;DR Streaming alert evaluation scales much better than the traditional approach of polling time-series databases. Engineers want their alerting system to be realtime, reliable, and actionable. It allows us to overcome high dimensionality/cardinality limitations of the time-series database.

Storage 288

Storage Cache Metrics Database 288

Dynatrace

JANUARY 16, 2023

The rapid adoption is driven—and challenged by—an ever-growing ecosystem of Kubernetes technologies that add advanced platform features, such as security, microservice communications, observability, scaling, resource utilization, and so on. In 2022, Kubernetes became the key platform for moving workloads to the public cloud.

Open Source 346

Open Source Java Operating System Programming 346

Dynatrace

NOVEMBER 29, 2023

Dynatrace has received the ISV Partner of the Year Award for Austria , presented by Amazon Web Services, Inc. Since first launching Grail on AWS in the fall of 2022, we have since expanded the Dynatrace platform on AWS into new SaaS regions like Brazil and Mumbai.

AWS 193

AWS FinTech Lambda Innovation 193

Dynatrace

DECEMBER 6, 2022

DevOps and site reliability engineering (SRE) teams aim to deliver software faster and with higher quality. Automation presents a solution. This approach was presented virtually in the on-demand observability clinic, Getting Started with Observability-Driven DevOps and SRE Automation. Check out the full webinar here!

DevOps 223

DevOps Metrics Engineering Speed 223

Dynatrace

MAY 8, 2023

However, while open ecosystems offer benefits such as increased flexibility, faster development, and improved collaboration, they also present new observability challenges. Teams are committed to specific tools and platforms with which they are comfortable and familiar. There, the Davis AI engine monitors this data in context.

Open Source 212

Open Source Strategy Lambda Metrics 212

Dynatrace

OCTOBER 4, 2022

For IT infrastructure managers and site reliability engineers, or SREs , logs provide a treasure trove of data. But on their own, logs present just another data silo as IT professionals attempt to troubleshoot and remediate problems. In most data storage models, indexing engines enable faster access to query logs.

Analytics 226

Analytics Storage Infrastructure Metrics 226

Dynatrace

JANUARY 31, 2024

While off-the-shelf models assist many organizations in initiating their journeys with generative AI (GenAI), scaling AI for enterprise use presents formidable challenges. The converted data is transmitted to a search platform that searches for relevant data related to the query.

Cache 208

Cache Azure Infrastructure Monitoring 208

Dynatrace

SEPTEMBER 7, 2022

Dynatrace and the Dynatrace Intelligent Observability Platform have added support for the newly introduced Amazon VPC Flow Logs to Amazon Kinesis Data Firehose. This support enables customers to define specific endpoint delivery of real-time streaming data to platforms such as Dynatrace. Dynatrace news. What is VPC Flow Logs?

Traffic 220

Traffic AWS Network Cloud 220

Dynatrace

MARCH 22, 2021

As a Network Engineer, you need to ensure the operational functionality, availability, efficiency, backup/recovery, and security of your company’s network. All functionality that we add to the Dynatrace platform starts with an API endpoint, so it becomes natural to automate that functionality in large-scale environments.

Metrics 245

Metrics Network Infrastructure Traffic 245

Dynatrace

APRIL 18, 2022

When it comes to site reliability engineering (SRE) initiatives adopting DevOps practices, developers and operations teams frequently find themselves at odds with one another. The process is error-prone, manual, and doesn’t scale. It simply reaches out to monitoring platforms like Dynatrace to extract the necessary SLOs.

Open Source 192

Open Source DevOps Cloud Metrics 192

Scalegrid

JANUARY 5, 2024

Despite initial investment costs, DBMS presents long-term savings and improved efficiency through automated processes, efficient query optimizations, and scalability, contributing to enhanced decision-making and end-user productivity. By implementing data abstraction techniques, these challenges can be addressed more effectively.

Efficiency 147

Efficiency Storage Database Scalability 147

Dynatrace

FEBRUARY 13, 2020

Across both his day one and day two mainstage presentations, Steve Tack, SVP of Product Management, described some of the investments we’re making to continue to differentiate the Dynatrace Software Intelligence Platform. Dynatrace news. Kubernetes has become the preferred orchestration layer for these environments.

Performance 241

Performance Analytics Mobile Innovation 241

Dynatrace

NOVEMBER 24, 2021

Constantly monitoring infrastructure health state and making ongoing optimizations are essential for Ops teams, SREs (site-reliability engineers), and IT admins. Would you like to access all your monitoring data on a single platform? Simplified data analysis presented in topological context. Start monitoring in minutes.

Network 215

Network Infrastructure Virtualization Metrics 215

Dynatrace

FEBRUARY 15, 2023

Ensuring observability across these environments requires access to data at a massive scale. Introducing Traces on Grail A distributed trace follows a transaction on its journey through every service, cloud platform, and host in your environment. Grail solves this scalability issue!

Analytics 234

Analytics Social Media Metrics Efficiency 234

The Netflix TechBlog

JANUARY 25, 2023

Our team, Asset Management Platform, decided to create a generic service called Marken which allows any microservice at Netflix to annotate their entity. Our team, Asset Management Platform, owns a different service that has a json based DSL to describe the schema of a media asset. So the amount of data stored can be large.

Scalability 283

Scalability Latency Media Architecture 283

The Netflix TechBlog

OCTOBER 27, 2021

Open-Sourcing a Monitoring GUI for Metaflow, Netflix’s ML Platform tl;dr Today, we are open-sourcing a long-awaited GUI for Metaflow. It allows data scientists to define ML workflows, test them locally, scale-out to the cloud, and deploy to production in idiomatic Python code. all using their favorite IDEs and terminals.

Open Source 222

Open Source Monitoring Scalability Code 222

Dynatrace

FEBRUARY 20, 2024

Further, according to recent Dynatrace research, the average multicloud environment spans 12 different platforms and services. That’s where Dynatrace can help, combining observability and continuous runtime application security with its Davis AI to provide answers and intelligent automation from data at a massive scale.

Monitoring 155

Monitoring Education Technology Technology 155

Scalegrid

JANUARY 12, 2024

Effective cloud workload management hinges on strategic resource allocation, load balancing, and automation, which together ensure optimal performance, efficiency, and cost-effectiveness across various cloud services and platforms. Storage is a critical aspect to consider when working with cloud workloads.

Cloud 130

Cloud Virtualization Storage Efficiency 130

Dynatrace

MAY 31, 2021

Since Kubernetes emerged in 2014, it has become a popular solution for scaling, managing, and automating the deployments of containerized applications in distributed environments. There’s no doubt it will be the orchestration platform of choice for many enterprises as they grow their apps over the coming years.

Virtualization 133

Virtualization DevOps Infrastructure Cloud 133

Dynatrace

OCTOBER 14, 2021

” It’s an accurate description of most AIOps tools and platforms on the market, but it excludes key capabilities that are essential for a comprehensive, modern AIOps solution. AIOps is often presented as a way to reduce the noise of countless alerts, but it can and should be more than that. Two approaches to AIOps.

Artificial Intelligence 217

Artificial Intelligence DevOps Innovation Metrics 217

The Netflix TechBlog

NOVEMBER 9, 2021

AV1 playback on TV platforms relies on hardware solutions, which generally take longer to be deployed. Enabling Netflix AV1 Streaming on TVs Launching a new streaming format on TV platforms is not an easy job. Challenge 3: How do we roll out AV1 encoding at Netflix scale? Video encoding is essentially a search problem?—?the

Media 246

Media Open Source Efficiency Software Engineering 246

Dynatrace

MAY 6, 2021

At Perform 2021 , Dynatrace lead data scientist Thomas Natschläger gave a deep dive into the Dynatrace AI engine, Davis. The underlying assumption of the Davis AI engine is that not every one of these individual metrics, timeseries, and unexpected fluctuations are important. Custom alerting at scale, from static to auto-adaptive.

Games 176

Games Metrics Monitoring Cloud 176

The Netflix TechBlog

JUNE 15, 2022

By Alex Hutter , Falguni Jhaveri , and Senthil Sayeebaba In a previous post , we described the indexing architecture of Studio Search and how we scaled the architecture by building a config-driven self-service platform that allowed teams in Content Engineering to spin up search indices easily. Below are a couple of examples.

Engineering 183

Engineering Architecture Availability Tuning 183

Alex Russell

MARCH 9, 2024

Like Platform Adjacency Theory and The Core Web Platform Loop , this post started [1] as a set of framing devices that I've been sketching on whiteboards for the best part of a decade. In industrial-scale engineering projects like browsers headcount is destiny , but it isn't the whole story.

Benchmarking 59

Benchmarking Strategy Internet Internet 59

The Netflix TechBlog

MARCH 5, 2019

Netflix’s engineering culture is predicated on Freedom & Responsibility, the idea that everyone (and every team) at Netflix is entrusted with a core responsibility and they are free to operate with freedom to satisfy their mission. All these micro-services are currently operated in AWS cloud infrastructure.

Infrastructure 182

Infrastructure Cloud Scalability AWS 182

The Netflix TechBlog

SEPTEMBER 29, 2022

Timestone: Netflix’s High-Throughput, Low-Latency Priority Queueing System with Built-in Support for Non-Parallelizable Workloads by Kostas Christidis Introduction Timestone is a high-throughput, low-latency priority queueing system we built in-house to support the needs of Cosmos , our media encoding platform. Over the past 2.5

Latency 212

Latency Systems Media Serverless 212

The Netflix TechBlog

AUGUST 28, 2020

In this blog post, we present benefits of applying the above-mentioned optimizations to standard dynamic range (SDR) 10-bit and 4K streams (some titles are also HFR). The encodes are decoded and scaled to a 4K canvas prior to extracting the cutouts. The 8-bit stream profiles go up to 1080p resolution.

Network 330

Network Storage Innovation Mobile 330

Dynatrace

MAY 17, 2022

Dynatrace Cloud Native Full Stack injection for Kubernetes, now officially released, provides unparalleled flexibility and scale for onboarding teams to AI-powered observability. Node autoscaling is one of the reasons Kubernetes has become such a popular platform for running applications. Dynatrace news. A look to the future.

Availability 321

Availability Scalability Cloud Metrics 321

Scalegrid

DECEMBER 21, 2023

With a properly set up system in place, performance metrics can be tracked effectively which will ensure optimal functionality within your platform. It provides detailed information about memory utilization as well as presenting visual representations of CPU consumption with little effort required from users.

Strategy 130

Strategy Monitoring Latency DevOps 130

Dynatrace

NOVEMBER 24, 2022

The key topic Michael brought to Amplify was around the opportunity the changing economic and technological landscape presents, explaining that observability shouldn’t be seen as a bolt-on but instead be seen as a built-in element to an intelligent platform. This series of challenges present an opportunity for advancement.

Innovation 161

Innovation Virtualization Programming Energy 161

Smashing Magazine

NOVEMBER 8, 2021

I work at Shopify, an all-in-one commerce platform to start, run, and grow a business. Enabling dynamic commerce requires close integration between server and client, an optimized streaming and data fetch strategy, and a production platform that operates at scale. Commerce At Shopify Scale: Hydrogen Powered By Oxygen.

Cache 135

Cache Best Practices Strategy Servers 135

The Netflix TechBlog

NOVEMBER 22, 2019

by Shefali Vyas Dalal AWS re:Invent is a couple weeks away and our engineers & leaders are thrilled to be in attendance yet again this year! In this session, we deep-dive into how Amazon EC2 Auto Scaling works to simplify continuous fleet management and automatic scaling with changing load.

AWS 100

AWS Entertainment Open Source Benchmarking 100

The Netflix TechBlog

NOVEMBER 22, 2019

by Shefali Vyas Dalal AWS re:Invent is a couple weeks away and our engineers & leaders are thrilled to be in attendance yet again this year! In this session, we deep-dive into how Amazon EC2 Auto Scaling works to simplify continuous fleet management and automatic scaling with changing load.

AWS 100

AWS Entertainment Open Source Benchmarking 100