The Netflix TechBlog

NOVEMBER 9, 2021

by Liwei Guo , Ashwin Kumar Gopi Valliammal , Raymond Tam , Chris Pham , Agata Opalach , Weibo Ni AV1 is the first high-efficiency video codec format with a royalty-free license from Alliance of Open Media (AOMedia), made possible by wide-ranging industry commitment of expertise and resources.

Media 246

Media Open Source Efficiency Software Engineering 246

Dynatrace

DECEMBER 18, 2023

This challenge has given rise to the discipline of observability engineering, which concentrates on the details of telemetry data to fine-tune observability use cases. Kubernetes-based efficient power level exporter (Kepler) is a Prometheus exporter that uses ML models to estimate the energy consumption of Kubernetes pods.

Metrics 172

Metrics Engineering Energy Tuning 172

Dynatrace

JULY 18, 2023

However, scaling up software development requires more tools along the software product lifecycle, which must be configured promptly and efficiently. Efficient environment configuration at scale One of software engineers’ most significant challenges is managing the numerous tools and technologies required for the software product lifecycle.

Best Practices 183

Best Practices Code Infrastructure Latency 183

The Netflix TechBlog

JUNE 7, 2021

The attributed flow data drives various use cases within Netflix like network monitoring and network usage forecasting available via Lumen dashboards and machine learning based network segmentation. The data is also used by security and other partner teams for insight and incident analysis.

Network 325

Network Transportation AWS Cloud 325

Dynatrace

MAY 12, 2022

To stay tuned, keep an eye on our release notes. Fixed showing a warning message on the Kubernetes settings page, if Kubernetes events are enabled, while Log Monitoring v2 is disabled. (K8S-2150). User action properties are now properly displayed on the mobile waterfall (user action analysis). (RUM-5423). Application Security.

Tuning 185

Tuning Metrics Cloud Mobile 185

Dynatrace

SEPTEMBER 28, 2021

Deployment frequency measures both long-term and short-term efficiency. For example, by measuring deployment frequency daily or weekly, you can determine how efficiently your team is responding to process changes. This metric gauges the stability and efficiency of your DevOps processes. It takes more than four.

DevOps 193

DevOps Metrics Traffic Efficiency 193

Dynatrace

FEBRUARY 8, 2021

Putting logs into context with metrics, traces, and the broader application topology enables and improves how companies manage their cloud architectures, platforms and infrastructure, optimizing applications and remediate incidents in a highly efficient way. Now, Dynatrace applies Davis, its AI engine, to monitor the new log sources.

Cloud 256

Cloud Azure Analytics AWS 256

Dynatrace

MARCH 25, 2022

Like most IT professionals, Harikrishnan and the Parker team’s cybersecurity engineer Tom Hood have multiple requirements to manage, from implementing digital transformation and ensuring operational efficiency to securing IT systems. Efficiency. More than 60% of survey respondents reported losing more than $100,000 to downtime.

Benchmarking 166

Benchmarking Efficiency DevOps Tuning 166

Percona

MARCH 1, 2023

EXPLAIN ANALYSE is a big boon to query tuning. EXPLAIN without the ANALYSE gives you the server’s estimated analysis of the performance of your query. Add in INVISIBLE INDEXes, and you can test the efficiency of an index without risking a disastrous rebuild after a delete.

Servers 115

Servers Open Source Tuning C++ 115

Dynatrace

OCTOBER 28, 2021

Once established, chaos engineering becomes an effective way to fine tune service-level indicators and objectives, improve alerting, and build more efficient dashboards, so you know you are collecting all the data you need to accurately observe and analyze your environment. Monitor and record the results. Lack of observability.

Engineering 218

Engineering Entertainment Cloud Infrastructure 218

Dynatrace

JUNE 8, 2021

You’ll learn how to create production SLOs, to continuously improve the performance of services, and I’ll guide you on how to become a champion of your sport by: Creating calculated metrics with the help of multidimensional analysis. The Multi-Dimensional analysis will allow you to extract all types of metrics to detect this.

Metrics 162

Metrics Tuning Programming Systems 162

Percona

DECEMBER 13, 2023

MySQL 8 introduces Error Log Filtering as a mechanism to fine-tune the error log, allowing administrators to focus on the most critical issues. This is particularly beneficial in high-traffic environments where minimizing log noise is crucial for efficient log analysis.

Database 90

Database Open Source Tuning Traffic 90

Dynatrace

JULY 21, 2020

Also, unlike traditional application performance monitoring solutions, Dynatrace accompanies you in transforming your mainframe applications into state-of-the-art business services, thereby significantly reducing license costs and solving the bottleneck of skilled developer resources. Stay tuned! How to participate in the Preview.

Java 175

Java Government Database Programming 175

Dynatrace

JUNE 2, 2020

Dynatrace v2 APIs transform your entire organization by making it as easy as possible to get started with monitoring automation and to solve your business problems with data-driven answers. Many use cases in your software development, delivery, and operations depend on the real-time data that your Dynatrace monitoring environment collects.

Metrics 185

Metrics Scalability Tuning Monitoring 185

Dynatrace

DECEMBER 5, 2023

This growth was spurred by mobile ecosystems with Android and iOS operating systems, where ARM has a unique advantage in energy efficiency while offering high performance. Energy efficiency and carbon footprint outshine x86 architectures The first clear benefit of ARM in the enterprise IT landscape is energy efficiency.

Efficiency 259

Efficiency Architecture Energy Monitoring 259

Dynatrace

MAY 6, 2019

However, for many organizations, back-end technology layers create blind spots in their current approach to monitoring. Beyond just providing code visibility (for DB2 and DL/I as well), our Dynatrace z/OS modules leverage the Dynatrace Davis AI and automated root-cause analysis with zero configuration required. IMS MQ Trigger Monitor.

Java 116

Java Programming Technology Technology 116

Dynatrace

APRIL 20, 2023

Modern organizations ingest petabytes of data daily, but legacy approaches to log analysis and management cannot accommodate this volume of data. Traditional log analysis evaluates logs and enables organizations to mitigate myriad risks and meet compliance regulations. But they struggle to store unstructured data.

Analytics 181

Analytics Infrastructure Storage Efficiency 181

Dynatrace

MAY 5, 2021

Keptn closes the loop of planning, testing, deployment, and analysis in Agile-like environments with the help of quality gates defined by service- and business-level indicators. Monitoring and an increasing level of intelligence will mix business and development in meaningful ways, adding more value to the BizDevOps flow.

Benchmarking 177

Benchmarking Latency Speed Software 177

Adrian Cockcroft

NOVEMBER 26, 2023

SUS101: Sustainability innovation in AWS Global Infrastructure AWS is determined to make the cloud the cleanest and most energy-efficient way to run customers’ infrastructure and business. This includes providing the efficient, resilient services AWS customers expect, while minimizing their environmental footprint.

AWS 52

AWS Energy IoT Best Practices 52

Dynatrace

NOVEMBER 15, 2021

Log monitoring, log analysis, and log analytics are more important than ever as organizations adopt more cloud-native technologies, containers, and microservices-based architectures. “Logging” is the practice of generating and storing logs for later analysis. What is log monitoring? Dynatrace news.

Analytics 202

Analytics Monitoring Artificial Intelligence DevOps 202

Dynatrace

OCTOBER 23, 2023

Communicating security insights efficiently across teams in your organization isn’t easy Security management is a complex and challenging task; effectively communicating security insights is even more so. The CISO wants to know if the organization is exposed and asks you to provide a risk analysis and plan of action for remediation ASAP.

Efficiency 205

Efficiency Best Practices Tuning Internet 205

The Netflix TechBlog

JUNE 13, 2023

A small percentage of production traffic is redirected to the two new clusters, allowing us to monitor the new version’s performance and compare it against the current version. They enable us to further fine-tune and configure the system, ensuring the new changes are integrated smoothly and seamlessly.

Traffic 279

Traffic Metrics Systems Strategy 279

Dynatrace

MARCH 11, 2021

I took a big-data-analysis approach, which started with another problem visualization. I wanted to understand how I could tune Dynatrace’s problem detection, but to do that I needed to understand the situation first. This is required for understanding how I intend to improve the efficiency of (manual) alert ticket handling.

Tuning 261

Tuning Architecture Monitoring Big Data 261

Dynatrace

SEPTEMBER 29, 2021

For a deeper look into how to gain end-to-end observability into Kubernetes environments, tune into the on-demand webinar Harness the Power of Kubernetes Observability. The “scheduler” determines the placement of new containers so compute resources are used most efficiently. Built-in monitoring. Watch webinar now!

Open Source 295

Open Source Traffic DevOps Cloud 295

KeyCDN

AUGUST 15, 2019

Before you begin tuning your website or application, you must first figure out which metrics matter most to your users and establish some achievable benchmarks. Unlike spike tests, scalability tests involve gradually increasing workload while monitoring the effects on performance. What is Performance Testing?

Testing Tools 55

Testing Tools Best Practices Performance Testing Testing 55

Dynatrace

AUGUST 1, 2022

Unfortunately, you did not have any monitoring or alerting in place, and you stopped checking the system daily because you have lost faith in your idea. Dynatrace’s PVCs extension enables you to make efficient use of your resources. Stay tuned. Two days later, your database runs out of storage in the middle of the night.

Storage 181

Storage Database Network Metrics 181

Dynatrace

FEBRUARY 16, 2023

Three pillars of observability converge with context and business data at the massive scale of Grail The Dynatrace Software Intelligence Platform has always brought the full value of logs, metrics, and traces together with context and user data for AI-powered analysis. But logs are just one pillar of the observability triumvirate.

Analytics 179

Analytics Innovation Metrics Database 179

Dynatrace

MAY 15, 2020

But outdated security practices pose a significant barrier even to the most efficient DevOps initiatives. Dynatrace is the leading Software Intelligence Platform, focused on web-scale cloud monitoring, delivering the richest, most complete data sets in the Application Performance Management market. Showing a list of key processes.

Government 219

Government DevOps Infrastructure Network 219

Dynatrace

FEBRUARY 10, 2021

Lots of data intended to help and aid, but instead results in too much noise and unnecessary alerts due to the lack of intelligent root-cause analysis and transparency. Dynatrace Cloud Automation allows easy analysis of the status and impact a release has on your business or on test results in any environment.

Cloud 162

Cloud DevOps Speed Azure 162

SQL Performance

JANUARY 23, 2020

The queues component of our methodology comes from Performance Monitor counters, which provide a view of system performance from a resource standpoint.". Tom Davidson, Opening Microsoft's Performance-Tuning Toolbox SQL Server Pro Magazine, December 2003. The Top Queries That Weren't.

Tuning 115

Tuning Servers Monitoring Hardware 115

The Netflix TechBlog

JANUARY 10, 2024

Moving away from the use of dedicated instances that were constrained in quantity, we tapped into Netflix’s internal trough created due to autoscaling microservices, leading to significant improvements in computation elasticity as well as resource utilization efficiency. depending on the use case.

Processing 229

Processing Media Latency Innovation 229

Dynatrace

JANUARY 19, 2021

Serverless architectures help developers innovate more efficiently and effectively by removing the burden of managing underlying infrastructure. Other tools in the market for monitoring AWS Lambda traces can’t deliver real end-to-end visibility from the end-user perspective across all?moving potential gaps and blind spots?make

Lambda 202

Lambda Serverless AWS Mobile 202

Percona

OCTOBER 18, 2023

This is where you will fine-tune authentication mechanisms, storage paths, security policies, and memory allocation settings to optimize them for your specific use case(s). This analysis serves as a guide for creating a corresponding schema within the open source database environment you have chosen.

Open Source 89

Open Source Database Hardware Strategy 89

Dynatrace

MAY 27, 2021

In this article, I take a deeper look into continuous delivery (CD), and describe how this phase of the process is the key to achieving greater efficiency in your software development life cycle. As automation improves quality and efficiency, the simplest result — and perhaps the most noticeable — is getting features to users faster.

Best Practices 130

Best Practices DevOps Open Source Cloud 130

Dynatrace

DECEMBER 9, 2020

Confidence for a safe release is provided by more validation of how the changes impact quality, for example, before deploying to production or with impact analysis during blue/green deployments. In these circumstances, Site Reliability Engineering teams face two big challenges: Measuring uptime is not enough anymore.

Metrics 148

Metrics Engineering Google Monitoring 148

The Netflix TechBlog

APRIL 29, 2019

Demand Engineering Demand Engineering is responsible for Regional Failovers , Traffic Distribution, Capacity Operations and Fleet Efficiency of the Netflix cloud. Our Infrastructure Security team leverages Python to help with IAM permission tuning using Repokid. It serves as an entry point into any new analysis.

Open Source 279

Open Source Network Infrastructure Big Data 279

The Netflix TechBlog

JULY 26, 2021

Such a paradigm aspires to assist front-line operations personnel and stakeholders in “running the business”²; performing their tasks through means such as ad hoc analysis, decision-support, and tracking (of tasks, assets, schedules, etc). Trackers are now easy for the team to create, review, change, monitor and discover.

Big Data 253

Big Data Government Analytics Processing 253