The Netflix TechBlog

NOVEMBER 29, 2023

As noted in an earlier blog post , we began developing an HDR variant of VMAF; let’s call it HDR-VMAF. We present two sets. On the other hand, the optimized ladder presents a sharper increase in quality with increasing bitrate. This is achieved by more efficiently spacing the ladder points, especially in the high-bitrate region.

Open Source 252

Open Source Software Engineering Internet Internet 252

Dynatrace

MARCH 27, 2024

Secondly, knowing who is responsible is essential but not sufficient, especially if you want to automate your triage process. How to efficiently introduce team ownerships Dynatrace provides different ways of associating team ownership with entities and adding desired team metadata, such as contact details, to your environments.

Best Practices 189

Best Practices Azure Database Code 189

Dynatrace

JULY 25, 2022

The DevOps playbook has proven its value for many organizations by improving software development agility, efficiency, and speed. This method known as GitOps would also boost the speed and efficiency of practicing DevOps organizations. These practices can be a boon to infrastructure management, but GitOps presents challenges.

DevOps 214

DevOps Infrastructure Speed Cloud 214

Dynatrace

JULY 6, 2022

At its most basic, automating IT processes works by executing scripts or procedures either on a schedule or in response to particular events, such as checking a file into a code repository. Adding AIOps to automation processes makes the volume of data that applications and multicloud environments generate much less overwhelming.

Artificial Intelligence 178

Artificial Intelligence Tuning Strategy Big Data 178

Testsigma

SEPTEMBER 28, 2021

However, the process of analyzing and selecting the thousands of device, OS, and browser combinations requires time, expertise, and effort too. Test automation is required to perform this whole process efficiently and repeatedly. There are multiple entities that are participating in a single process. When to test?

Efficiency 71

Efficiency Testing Testing Tools Website 71

Dynatrace

AUGUST 5, 2022

DevSecOps presents organizations that are already practicing DevOps with an alternate, more proactive perspective on security. With DevSecOps, organizations can combine security and observability with automation, transforming the SDLC into a quicker, more secure, software release process. Challenges of adopting DevSecOps.

DevOps 196

DevOps Cloud Best Practices Open Source 196

Dynatrace

FEBRUARY 15, 2023

Grail – the foundation of exploratory analytics Grail can already store and process log and business events. This is only possible because of our no-index approach and massive parallel processing capabilities, which enable Dynatrace to offer extra-long data retention (15+ months) at full granularity that is cost-efficient and fast.

Analytics 218

Analytics Social Media Metrics Efficiency 218

The Netflix TechBlog

SEPTEMBER 3, 2021

When we process a request it is often beneficial to know which fields the caller is interested in and which ones they ignore. There are a number of utilities and conventions on how to use this message when it is present in an RPC request. For efficiency, the binary message contains only field number-value pairs.

Design 245

Design Java Efficiency Code 245

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 196

Cache Azure Infrastructure Monitoring 196

Dynatrace

DECEMBER 6, 2022

Automation presents a solution. Observability aims to understand what’s happening across all an organization’s environments and technologies, helping teams detect and resolve issues to keep systems efficient and reliable, and end users happy. Check out the full webinar here! Gain visibility into your existing releases.

DevOps 207

DevOps Metrics Engineering Speed 207

Dynatrace

MAY 12, 2022

Remediation tracking now enables you to view the risk assessment for the process groups affected by a vulnerability. Reintroduced a limit of 100,000 process group instances (last 72h) running on hosts presented on the “Deployment status” page for OneAgents. (APM-370529). New features and enhancements. Dashboards.

Tuning 181

Tuning Metrics Cloud Mobile 181

Scalegrid

JANUARY 25, 2024

This blog post lists the important database metrics to monitor. Effective management of memory stores with policies like LRU/LFU proactive monitoring of the replication process and advanced metrics such as cache hit ratio and persistence indicators are crucial for ensuring data integrity and optimizing Redis’s performance.

Metrics 130

Metrics Monitoring Latency Cache 130

The Netflix TechBlog

AUGUST 17, 2023

The tool provides an efficient way for creatives (photo editors, artwork designers, etc.) With the AVA Discovery View, all the prominent characters of the title and their best possible shots are presented to the creatives. Each algorithm needed a process of evaluation and tuning to get great results in AVA Discovery View.

Media 169

Media Scalability Architecture Strategy 169

The Agile Manager

MAY 31, 2024

I’ve given my share of presentations over the years. I am under no illusions that I am anything more than a marginal presenter. My presentations are information dense, a function of how I learn. But in over 30 years in the tech business, I find tech audiences generally respond to high-content-density presentations.

Blockchain 52

Blockchain Architecture Software Software 52

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering (SRE) is the practice of applying software engineering principles to operations and infrastructure processes to help organizations create highly reliable and scalable software systems. Shift-left using an SRE approach means that reliability is baked into each process, app and code change.

Engineering 246

Engineering DevOps Government Latency 246

Dynatrace

JULY 29, 2022

Log analytics is the process of viewing, interpreting, and querying log data so developers and IT teams can quickly detect and resolve application and system issues. At the same time, log analytics can present challenges as data volumes explode, particularly in traditional environments that lack end-to-end observability solutions.

Analytics 203

Analytics Storage Retail Monitoring 203

The Netflix TechBlog

MARCH 13, 2020

As mentioned in our earlier blog post , Intel and Netflix have been collaborating on the SVT-AV1 encoder and decoder framework since August 2018. The teams have been working closely on SVT-AV1 development, discussing architectural decisions, implementing new tools, and improving compression efficiency.

Open Source 154

Open Source Efficiency C++ Speed 154

Dynatrace

AUGUST 5, 2022

For nonurgent messages, texting is a more efficient approach. In a distributed processing environment, message queuing is similar, although the speed and volume of messages are much greater. A producer creates the message, and a consumer processes it. A given consumer only processes each message once. Watch webinar now!

Monitoring 188

Monitoring Serverless Programming Speed 188

Dynatrace

AUGUST 5, 2022

For nonurgent messages, texting is a more efficient approach. In a distributed processing environment, message queuing is similar, although the speed and volume of messages are much greater. A producer creates the message, and a consumer processes it. A given consumer only processes each message once.

Monitoring 188

Monitoring Serverless Programming Speed 188

Dynatrace

JULY 29, 2022

Log analytics is the process of viewing, interpreting, and querying log data so developers and IT teams can quickly detect and resolve application and system issues. At the same time, log analytics can present challenges as data volumes explode, particularly in traditional environments that lack end-to-end observability solutions.

Analytics 171

Analytics Storage Retail Monitoring 171

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. It’s easy to modify and adjust these dashboards as required, select the most important metrics, or just change the splitting of charts when too much data is presented.

Metrics 240

Metrics Network Infrastructure Traffic 240

Dynatrace

SEPTEMBER 7, 2022

Additional benefits from this new Amazon feature include the following: Customers can reduce operational overhead and easily process VPC Flow Logs by achieving the following: The offering eliminates dependencies on custom integrations. As a result, customers can send their flow logs to Dynatrace directly via Kinesis Data Firehose.

Traffic 204

Traffic AWS Network Cloud 204

Dynatrace

JULY 25, 2022

When it comes to logs and metrics, the Dynatrace platform provides direct access to the log content of all mission-critical processes. Automate cloud operations and trigger remediation workflow to enhance efficiency. A feature that enables you to present log data in a filterable table that is easy to work with. Why Dynatrace?

AWS 207

AWS Transportation Network Traffic 207

The Netflix TechBlog

SEPTEMBER 2, 2020

Edgar helps Netflix teams troubleshoot distributed systems efficiently with the help of a summarized presentation of request tracing, logs, analysis, and metadata. When a problem occurs, we put on our detective hats and start our mystery-solving process by gathering evidence. What is Edgar?

Latency 296

Latency Transportation Engineering Traffic 296

Dynatrace

MAY 15, 2020

But outdated security practices pose a significant barrier even to the most efficient DevOps initiatives. Think of Smartscape as the visualization of ‘Observability’ across Applications, Services, Processes, Hosts, and Datacenters. Challenge: Monitoring processes for anomalous behavior.

Government 215

Government DevOps Infrastructure Network 215

Dynatrace

SEPTEMBER 28, 2020

I wanted to present as much information as possible. This is where the consolidated API, which I presented in my last post , comes into play. Getting the problem status of all environments has to be efficient. Websockets allows efficient data push via multicast to browsers and D3.js Lightweight architecture. js framework.

Storage 198

Storage Architecture Tuning Efficiency 198

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. Next-gen Infrastructure Monitoring.

Performance 224

Performance Analytics Mobile Innovation 224

Dynatrace

JANUARY 16, 2020

Part two added a few simple examples of how intellectual debt might accrue, highlighting the subtle but real drag on efficiency. We concluded by suggesting that the fuzziness of machine learning systems presents a fundamental problem for autonomous IT operations. appeared first on Dynatrace blog. Ready for more?

Cloud 154

Cloud Artificial Intelligence Virtualization Efficiency 154

Dynatrace

APRIL 25, 2023

In this blog post, we will discuss some of these challenges and how to overcome them. Observability challenges in serverless applications can be therefore categorized into: Data collection : how to collect metrics, logs and traces from serverless functions efficiently, reliably, and consistently? What are serverless applications?

Serverless 196

Serverless Lambda Azure AWS 196

Dynatrace

MAY 3, 2021

To mitigate security risks, comply with regulations, and align with good governance requires a coordinated effort among people, processes, and technology. While DevOps processes streamline the software development life cycle and improve time to value for developers and stability for operations, they often bypass security risks.

Code 152

Code DevOps Speed Government 152

Dynatrace

MARCH 11, 2021

It’s been a while since my last blog article on managing Dynatrace Managed at scale. During the implementation of the real-time visualization I presented in part three , I had an idea for another visualization; I wanted to visualize the number of detected problems globally, for a longer timeframe. Dynatrace news. Problem type analysis.

Tuning 260

Tuning Architecture Monitoring Big Data 260

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering (SRE) is the practice of applying software engineering principles to operations and infrastructure processes to help organizations create highly reliable and scalable software systems. Shift-left using an SRE approach means that reliability is baked into each process, app and code change.

Engineering 167

Engineering DevOps Government Latency 167

The Netflix TechBlog

DECEMBER 21, 2020

There are several benefits of such optimizations like saving on storage, faster query time, cheaper downstream processing, and an increase in developer productivity by removing additional ETLs written only for query performance improvement. Then deep dive into the merging use case of AutoOptimize and share some results and benefits.

Storage 203

Storage Latency Efficiency Data Engineering 203

Dynatrace

OCTOBER 14, 2021

Gartner defines AIOps as the combination of “big data and machine learning to automate IT operations processes, including event correlation, anomaly detection, and causality determination.” AIOps is often presented as a way to reduce the noise of countless alerts, but it can and should be more than that. What is AIOps?

Artificial Intelligence 201

Artificial Intelligence DevOps Innovation Metrics 201

Dynatrace

APRIL 30, 2021

How can organizations address this process bottleneck and run more tests in less time? Large quantities of unstructured monitoring data can slow down the process even further. To do so, teams can integrate performance testing as a self-service into the development process. Four ways you can turbocharge performance testing.

Engineering 190

Engineering Testing Performance Performance Testing 190

Dynatrace

MAY 26, 2021

This blog dives into what we learned by listening to experts in the field and the key takeaways we gathered from the talks. After all, it’s key to sample and store traces efficiently while not missing out on important events. The SDK is what the operator uses to gather and process telemetry data. We second that.

AWS 201

AWS Strategy Storage Metrics 201

Dynatrace

APRIL 6, 2022

Cloud environments present IT complexity challenges that don’t exist in on-premises data centers. Full-stack observability eliminates this common challenge by allowing IT teams to integrate runtime application security more effectively into DevSecOps processes. appeared first on Dynatrace blog. Watch webinar now!

DevOps 222

DevOps Innovation Infrastructure Analytics 222