Dynatrace

FEBRUARY 1, 2024

From generating new code and boosting developer productivity to finding the root cause of performance issues with ease, the benefits of AI are numerous. Performance analytics Dynatrace hypermodal AI empowers development teams to dig deep into database statements and remediate issues quickly. The first risk is not adopting AI at all.

Artificial Intelligence 185

Artificial Intelligence Analytics Efficiency Database 185

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. This blog post explores how AI observability enables organizations to predict and control costs, performance, and data reliability.

Cache 204

Cache Azure Infrastructure Monitoring 204

Scalegrid

MARCH 14, 2024

The public cloud’s ability to scale efficiently enables ‘cloudbursting’ when demand spikes without requiring businesses to overprovision their own infrastructures. Tailoring resource allocation efficiently ensures faster application performance in alignment with organizational demands.

Strategy 130

Strategy Cloud Artificial Intelligence Infrastructure 130

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. With the new extension framework, thanks to our API-first approach, there are no operations to be performed in the web UI. Events and alerts. SNMP observability.

Metrics 244

Metrics Network Infrastructure Traffic 244

Dynatrace

APRIL 30, 2021

As organizations develop more applications and microservices, they are discovering they also need to run more performance tests in the same amount of time or less to meet service-level objectives (SLOs) that fulfill service-level agreements (SLAs). Current challenges with performance testing.

Engineering 199

Engineering Testing Performance Performance Testing 199

Dynatrace

OCTOBER 4, 2022

For IT infrastructure managers and site reliability engineers, or SREs , logs provide a treasure trove of data. Logs assist operations, security, and development teams in ensuring the reliability and performance of application environments. In most data storage models, indexing engines enable faster access to query logs.

Analytics 220

Analytics Storage Infrastructure Metrics 220

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.

Efficiency 147

Efficiency Storage Database Scalability 147

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

DECEMBER 6, 2022

DevOps and site reliability engineering (SRE) teams aim to deliver software faster and with higher quality. But, manual steps — such as reviewing test results and addressing production issues resulting from performance, resiliency, security, or functional issues — often hinder these efforts. Automation presents a solution.

DevOps 218

DevOps Metrics Engineering Speed 218

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. Dynatrace news. Developers want to write high-quality code and deploy it quickly.

Open Source 187

Open Source DevOps Cloud Metrics 187

The Netflix TechBlog

NOVEMBER 14, 2023

By Abhinaya Shetty , Bharath Mummadisetty At Netflix, our Membership and Finance Data Engineering team harnesses diverse data related to plans, pricing, membership life cycle, and revenue to fuel analytics, power various dashboards, and make data-informed decisions. It also becomes inefficient as the data scale increases.

Data Engineering 264

Data Engineering Engineering Processing Games 264

Dynatrace

FEBRUARY 20, 2024

Monitoring myriad tools and the accompanying data silos make it increasingly difficult for enterprises to optimize application performance and availability. Making waves was the theme of this year’s Perform conference. For the latest news and insights from the Dynatrace Perform 2024 conference, check out our guide.

Monitoring 152

Monitoring Education Technology Technology 152

Dynatrace

SEPTEMBER 7, 2022

Today, delivering data to Kinesis Data Firehose — a real-time streaming mechanism that scales and delivers rich data to a Dynatrace instance — gives IT pros access to additional contextual data for your environments. In a hybrid cloud ecosystem, digital assets can reside anywhere in the cloud and on premises. Why Dynatrace?

Traffic 215

Traffic AWS Network Cloud 215

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. This drives precise answers in real-time about performance issues and anomalies across the full stack.

Performance 235

Performance Analytics Mobile Innovation 235

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. This Kubernetes survey shows how organizations actually use Kubernetes in production.

Open Source 342

Open Source Java Operating System Programming 342

The Netflix TechBlog

NOVEMBER 9, 2021

This allows us to present the content exactly as creatively envisioned on devices and plans which support such high resolution and frame-rate playback. The Client and UI Engineering team built a certification test with these streams to analyze both the device logs as well as the pictures rendered on the screen. Some titles (e.g.,

Media 246

Media Open Source Efficiency Software Engineering 246

Alex Podelko

AUGUST 18, 2019

First, I’d like to elaborate on “It may be less need for simple load testing due to increased scale and sophistication of systems” I meant that the traditional way – testing the system before deploying in production using production-type workload – is not the only way anymore.

Performance Testing 243

Performance Testing Testing Performance Testing Tools 243

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. Simplified data analysis presented in topological context. Monitor Cisco and any other devices. Are users able to reach my applications?” ” What’s next.

Network 210

Network Infrastructure Virtualization Metrics 210

Dynatrace

FEBRUARY 15, 2023

Ensuring observability across these environments requires access to data at a massive scale. With the Dynatrace Query Language (DQL), teams can perform these analyses by asking questions that weren’t possible in the past. The same data model fuels Davis, the causational AI engine at the core of the Dynatrace platform.

Analytics 229

Analytics Social Media Metrics Efficiency 229

Scalegrid

DECEMBER 21, 2023

Buckle up as we delve into the world of Redis® monitoring, exploring the most important Redis® metrics, discussing essential tools, and even peering into the future of Redis® performance management. Key Takeaways Redis® monitoring is essential for safeguarding performance, reliability, and security.

Strategy 130

Strategy Monitoring Latency DevOps 130

Scalegrid

JANUARY 12, 2024

Simply put, it’s the set of computational tasks that cloud systems perform, such as hosting databases, enabling collaboration tools, or running compute-intensive algorithms. One interesting trend that is currently emerging at a large scale involves the deployment of identical workloads across different parties or organizations.

Cloud 130

Cloud Virtualization Storage Efficiency 130

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. So, how can Davis handle this problem?

Games 172

Games Metrics Monitoring Cloud 172

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

Percona

FEBRUARY 24, 2023

Let’s take a look at how to get the benefits you need while spending less, based on the recommendations presented by Dani Guzmán Burgos, our Percona Monitoring and Management (PMM) Tech Lead, on this webinar (now available on demand) hosted in November last year. Over-provisioned instances may lead to unnecessary infrastructure costs.

Cloud 116

Cloud Serverless AWS Storage 116

Brendan Gregg

JULY 4, 2021

It's an exciting time for developments in computer performance, not just for the BPF technology (which I often [write about]) but also for processors with 3D stacking and cloud vendor CPUs (e.g., This was a chance to talk about other things I've been working on, such as the present and future of hardware performance.

Performance 140

Performance Latency Hardware Storage 140

The Netflix TechBlog

JANUARY 25, 2023

The databases we pick should be able to scale horizontally. One of the key initiatives at Netflix, Media Search Platform, now uses Marken to store annotations and perform various searches explained below. Different types of search queries are supported using the Elasticsearch as a backend search engine.

Scalability 283

Scalability Latency Media Architecture 283

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. Although Kubernetes simplifies application development while increasing resource utilization, it is a complex system that presents its own challenges.

Virtualization 133

Virtualization DevOps Infrastructure Cloud 133

Dynatrace

OCTOBER 14, 2021

Here, we’ll discuss the AIOps landscape as it stands today and present an alternative approach that truly integrates artificial intelligence into the DevOps process. These systems are often difficult to scale because the underlying ML engine doesn’t provide continuous, real-time insight into the precise root cause of issues.

Artificial Intelligence 212

Artificial Intelligence DevOps Innovation Metrics 212

Dynatrace

FEBRUARY 14, 2022

As a guest keynote speaker at Dynatrace Perform 2022 , Tegmark set the stage for AI as the ultimate technology for game-changers. But at the scale of AGI, a reactive trial-and-error approach can be costly and potentially catastrophic. billion years of cosmic history and the potential of the human race to influence the next 13.8

Artificial Intelligence 215

Artificial Intelligence Games Technology Technology 215

Alex Podelko

DECEMBER 19, 2019

Even when I took out the sessions that don’t directly cover the topics of my primary interests as well as mainframe-specific presentations, I ended up with 21 sessions in 2.5 ITIL Version 4 Capacity and Performance Management in an Agile Container World by Chris Molloy, IBM. Meeting of the Minds: Performance Engineering.

Efficiency 100

Efficiency Artificial Intelligence Scalability Performance 100

Dynatrace

APRIL 15, 2022

At Dynatrace Perform 2022 , David Catanoso, acting director of cloud and edge solutions at the U.S. As a result, VA had to rapidly scale its on-premises Citrix environment. ” Since then, VA solved many cloud performance problems and kept its complex hybrid environment running without interrupting remote work.

Cloud 176

Cloud Infrastructure Innovation Monitoring 176

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

Dynatrace

JUNE 10, 2020

Having been named as a Leader in the 2020 Gartner APM Magic Quadrant for the 10 th consecutive time proves that Dynatrace is the best-of-breed application performance monitoring tool available. Our Davis AI causation engine can easily detect root causes that are related to service slowdowns or increases in failures.

Infrastructure 160

Infrastructure Availability Monitoring Processing 160

The Netflix TechBlog

OCTOBER 27, 2021

It allows data scientists to define ML workflows, test them locally, scale-out to the cloud, and deploy to production in idiomatic Python code. It makes it easy for data scientists to express even complex machine learning applications in idiomatic Python, test them locally, or scale them out in the cloud?—?all

Open Source 222

Open Source Monitoring Scalability Code 222

Dynatrace

FEBRUARY 14, 2022

As a guest keynote speaker at Dynatrace Perform 2022 , Tegmark set the stage for AI as the ultimate technology for game-changers. But at the scale of AGI, a reactive trial-and-error approach can be costly and potentially catastrophic. billion years of cosmic history and the potential of the human race to influence the next 13.8

Artificial Intelligence 202

Artificial Intelligence Games Technology Technology 202

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