The Netflix TechBlog

MARCH 4, 2024

In this blog post, we present our project on Auto Remediation, which integrates the currently used rule-based classifier with an ML service and aims to automatically remediate failed jobs without human intervention. the retry success probability) and compute cost efficiency (i.e., Multi-objective optimizations.

Tuning 210

Tuning Efficiency Big Data Engineering 210

Dynatrace

JANUARY 23, 2024

At this year’s Perform, we are thrilled to have our three strategic cloud partners, Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP), returning as both sponsors and presenters to share their expertise about cloud modernization and observability of generative AI models.

Cloud 214

Cloud Artificial Intelligence Performance AWS 214

Dynatrace

JANUARY 18, 2024

DevOps tools , security response systems , search technologies, and more have all benefited from AI technology’s progress. Automation and analysis features, in particular, have boosted operational efficiency and performance by tracking and responding to complex or information-dense situations. The post What is explainable AI?

Artificial Intelligence 214

Artificial Intelligence Healthcare Government Technology 214

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 Computing System Congestion Management Using Exponential Smoothing Forecasting by James Brady, State of Nevada.

Efficiency 100

Efficiency Artificial Intelligence Scalability Performance 100

Dynatrace

MARCH 29, 2024

At every organization, the digital landscape is evolving rapidly, presenting IT operations teams with unique challenges. As a result, organizations are turning to AI to automate tasks—from code development to incident response—to reduce manual effort and human error, and to boost workforce efficiency.

Artificial Intelligence 185

Artificial Intelligence DevOps Strategy Open Source 185

Dynatrace

FEBRUARY 1, 2024

The complex interconnections in cloud-based systems make it crucial to always have a topological overview to understand dependencies. Customers can now see all data required on the level of data centers and hosts in context, providing a comprehensive overview of how each one affects overall system health.

Infrastructure 183

Infrastructure Metrics Network Monitoring 183

Dynatrace

FEBRUARY 1, 2024

Business and technology leaders are increasing their investments in AI to achieve business goals and improve operational efficiency. The first use case Reitbauer presented outlines a developer who hears from the database team that a problem might be occurring with the database.

Artificial Intelligence 188

Artificial Intelligence Analytics Efficiency Database 188

Dynatrace

AUGUST 28, 2023

Let’s shift our focus to the backend systems and business processes, the behind-the-scenes heroes of end-to-end customer experience. These retail-business processes must work together efficiently to orchestrate customer satisfaction: Inventory management ensures you can anticipate and meet dynamic customer demand.

Retail 205

Retail Logistics Innovation Analytics 205

Dynatrace

OCTOBER 10, 2023

In this blog post, we’ll delve deeper into these categories to gain a comprehensive understanding of their significance and the challenges they present. Process Improvements (50%) The allocation for process improvements is devoted to automation and continuous improvement SREs help to ensure that systems are scalable, reliable, and efficient.

Engineering 229

Engineering DevOps Innovation Strategy 229

Scalegrid

JANUARY 11, 2024

Continuous cloud monitoring enables real-time detection and response to incidents, with best practices highlighting the importance of assessing cloud service providers, adopting layered security, and leveraging automation for efficient scanning and monitoring. Nevertheless, this integration can present certain challenges to organizations.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

The Netflix TechBlog

NOVEMBER 11, 2022

We present a systematic overview of the unexpected streaming behaviors together with a set of model-based and data-driven anomaly detection strategies to identify them. Streaming Platforms Commercial streaming platforms shown in Figure 1 mainly rely on Digital Rights Management (DRM) systems.

C++ 312

C++ Metrics Tuning Strategy 312

DZone

DECEMBER 28, 2020

The system could work efficiently with a specific number of concurrent users; however, it may get dysfunctional with extra loads during peak traffic. With rising competition in the digital world and the requirement to be present in the top rank of the category, makes performance tests crucial for companies.

Performance Testing 220

Performance Testing Testing Tools Testing Performance 220

Dynatrace

AUGUST 25, 2023

Program staff depend on the reliable functioning of critical program systems and infrastructure to provide the best service delivery to the communities and citizens HHS serves, from newborn infants to persons requiring health services to our oldest citizens. Both can result in lost productivity for IT teams and staff in the field.

Government 206

Government Infrastructure Programming Cloud 206

The Netflix TechBlog

NOVEMBER 14, 2023

In this context, managing the data, especially when it arrives late, can present a substantial challenge! By the end of this series, we hope you will gain an understanding of how Psyberg transformed our data processing, making our pipelines more efficient, accurate, and timely. Let’s dive in! What is late-arriving data?

Data Engineering 264

Data Engineering Engineering Processing Games 264

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. GenAI is prone to erratic behavior due to unforeseen data scenarios or underlying system issues.

Cache 206

Cache Azure Infrastructure Monitoring 206

Dynatrace

MARCH 27, 2024

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. Import teams It is necessary to get ownership team information into the system and keep it updated.

Best Practices 201

Best Practices Azure Database Code 201

Scalegrid

JANUARY 25, 2024

Understanding Redis Performance Indicators Redis is designed to handle high traffic and low latency with its in-memory data store and efficient data structures. Evaluating factors like hit rate, which assesses cache efficiency level, or tracking key evictions from the cache are also essential elements during the Redis monitoring process.

Metrics 130

Metrics Monitoring Latency Cache 130

Dynatrace

JULY 6, 2022

Ultimately, IT automation can deliver consistency, efficiency, and better business outcomes for modern enterprises. Automating IT practices without integrated AIOps presents several challenges. IT automation tools can achieve enterprise-wide efficiency. By tuning workflows, you can increase their efficiency and effectiveness.

Artificial Intelligence 191

Artificial Intelligence Tuning Strategy Big Data 191

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 217

Analytics Storage Retail Monitoring 217

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. SRE applies DevOps principles to developing systems and software that help increase site reliability and performance.

Engineering 256

Engineering DevOps Government Latency 256

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. This is achieved by more efficiently spacing the ladder points, especially in the high-bitrate region. Shown below are rate versus quality examples for a couple of titles from our HDR catalog.

Open Source 252

Open Source Software Engineering Internet Internet 252

Dynatrace

MAY 2, 2024

At this year’s RSA conference, taking place in San Francisco from May 6-9, presenters will explore ideas such as redefining security in the age of AI. As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. ’ and ‘How compliant are we?

Artificial Intelligence 155

Artificial Intelligence Cloud Best Practices DevOps 155

Dynatrace

JANUARY 16, 2020

In part one, we began our discussion about intellectual debt by pointing out how machine learning systems contribute to the widening gap between what works and our understanding of why it works. Part two added a few simple examples of how intellectual debt might accrue, highlighting the subtle but real drag on efficiency.

Cloud 156

Cloud Artificial Intelligence Virtualization Efficiency 156

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 183

Analytics Storage Retail Monitoring 183

Scalegrid

FEBRUARY 8, 2024

A distributed storage system is foundational in today’s data-driven landscape, ensuring data spread over multiple servers is reliable, accessible, and manageable. This guide delves into how these systems work, the challenges they solve, and their essential role in businesses and technology.

Storage 130

Storage Systems Big Data Azure 130

Scalegrid

DECEMBER 14, 2023

For example, if there’s some trouble connecting due to networking problems or excessive load requests from customers present on the server’s side, that might result in a resolution-related delay causing a subsequent timeout problem. Careful consideration must be given before making changes.

Java 130

Java Network Servers Database 130

Dynatrace

APRIL 25, 2023

Observability is essential to ensure the reliability, security and quality of any software system. Observability is typically achieved by collecting three types of data from a system, metrics, logs and traces. It helps developers and operators identify and troubleshoot issues, optimize performance and improve user experience.

Serverless 210

Serverless Lambda Azure AWS 210

Scalegrid

JANUARY 9, 2024

As more and more enterprises incorporate cloud-based systems, ensuring their security becomes a key concern. This presents enterprises with a wide range of options that cater specifically to their needs within this new framework created by multiple trusted cloud service providers.

Strategy 130

Strategy Cloud Best Practices Government 130

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

AUGUST 5, 2022

A message queue is a form of middleware used in software development to enable communications between services, programs, and dissimilar components, such as operating systems and communication protocols. A message queue enables the smooth flow of information to make complex systems work.

Monitoring 202

Monitoring Serverless Programming Speed 202

Dynatrace

AUGUST 5, 2022

A message queue is a form of middleware used in software development to enable communications between services, programs, and dissimilar components, such as operating systems and communication protocols. A message queue enables the smooth flow of information to make complex systems work.

Monitoring 201

Monitoring Serverless Programming Speed 201

Dynatrace

NOVEMBER 11, 2021

Despite the fact that more than 80% of organizations now employ multicloud architecture, “hyperscaler” clouds such as AWS, Google Cloud and Microsoft Azure present monitoring and management issues for cloud practitioners. AWS re:Invent 2021: Modernizing for cloud-native environments.

AWS 215

AWS Cloud Lambda Azure 215

Dynatrace

MAY 24, 2021

With three sessions delivered around the globe and all but two presentations delivered live, it was great to set attendance records, and this is a testament to the strength of our partners and the community they create. Recognizing the immense contribution of our partners is truly one of the highlights of our year.

Programming 236

Programming Cloud Virtualization Technology 236

Dynatrace

JULY 25, 2022

Automate cloud operations and trigger remediation workflow to enhance efficiency. For example, performance degradations, improper functionality, or lack of availability (that is, problems that represent anomalies in baseline system performance). The Dynatrace problem-detection-and-analysis advantage. Log Viewer. Log Events.

AWS 220

AWS Transportation Network Traffic 220

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. SRE applies DevOps principles to developing systems and software that help increase site reliability and performance.

Engineering 178

Engineering DevOps Government Latency 178

The Netflix TechBlog

MARCH 5, 2019

As a micro-service owner, a Netflix engineer is responsible for its innovation as well as its operation, which includes making sure the service is reliable, secure, efficient and performant. In the last section, we will attempt to feed your curiosity by presenting a set of opportunities that will drive our next wave of impact for Netflix.

Infrastructure 182

Infrastructure Cloud Scalability AWS 182

DZone

MAY 3, 2019

Bugs can be present at any stage during SDLC (software development lifecycle), or at the design, development, or user-acceptance testing phase. A good management system ensures that most bugs are found and fixed well before it enters production.

Testing 124

Testing Programming Software Software 124