Dynatrace

OCTOBER 29, 2024

Using Dynatrace, BPX automated outage handling and achieved greater operational efficiency, saving more than 300 developer hours and reducing user-reported incidents by 90%, which resulted in time savings, error reduction, and increased scalability to adjust workloads in response to system demands. Watch video Want to go deeper?

Innovation 288

Innovation Cloud Strategy AWS 288

Dynatrace

JANUARY 21, 2025

Maintaining reliability and scalability requires a good grasp of resource management; predicting future demands helps prevent resource shortages, avoid over-provisioning, and maintain cost efficiency. This ensures optimal resource utilization and cost efficiency.

Traffic 262

Traffic Metrics Analytics Monitoring 262

Dynatrace

NOVEMBER 4, 2024

Monitor and optimize business processes with real-time visibility into process KPIs and detailed analytics for each step to improve customer satisfaction, increase operational efficiency, and reduce cost. Simplified and enhanced analytics efficiency. Reduced storage and query overhead for business use cases.

Analytics 241

Analytics Airlines Metrics Monitoring 241

The Netflix TechBlog

JULY 12, 2019

Gatekeeper is the system at Netflix responsible for evaluating the “liveness” of videos and assets on the site. Gatekeeper accomplishes its prescribed task by aggregating data from multiple upstream systems, applying some business logic, then producing an output detailing the status of each video in each country.

Cache 184

Cache Architecture Latency Engineering 184

DZone

OCTOBER 19, 2023

Virtual threads are a lightweight and efficient alternative to traditional platform threads, designed to simplify concurrent programming and enhance the performance of Java applications. In this Java 21 tutorial, we dive into virtual threads, a game-changing feature for developers.

Virtualization 273

Virtualization Java Performance Games 273

DZone

FEBRUARY 5, 2025

Through optimization methods, companies can present value propositions that engaged users will be able to navigate with minimal hiccups Lazy Loading: Efficient Content Delivery Lazy loading is a front-end optimization concept that loads front-end sources such as images, videos, iframes, and others on a website when the page is loaded.

Performance 165

Performance Website Efficiency Processing 165

Dynatrace

JANUARY 26, 2021

This allows teams to sidestep much of the cost and time associated with managing hardware, platforms, and operating systems on-premises, while also gaining the flexibility to scale rapidly and efficiently. REST APIs, authentication, databases, email, and video processing all have a home on serverless platforms.

Serverless 246

Serverless Efficiency Lambda AWS 246

The Netflix TechBlog

NOVEMBER 2, 2021

Moorthy and Zhi Li Introduction Measuring video quality at scale is an essential component of the Netflix streaming pipeline. Perceptual quality measurements are used to drive video encoding optimizations , perform video codec comparisons , carry out A/B testing and optimize streaming QoE decisions to mention a few.

Media 178

Media Innovation Metrics Latency 178

The Netflix TechBlog

MARCH 28, 2025

These insights have shaped the design of our foundation model, enabling a transition from maintaining numerous small, specialized models to building a scalable, efficient system. At inference time, when multi-step decoding is needed, we can deploy KV caching to efficiently reuse past computations and maintain lowlatency.

Tuning 165

Tuning Efficiency Latency Strategy 165

Dynatrace

OCTOBER 16, 2024

An example of this is shown in the video above, where we incorporated network-related metrics into the Kubernetes cluster dashboard. This efficient method allows you to easily browse and identify the appropriate metrics; adding them to your notebooks and dashboards requires just a single click.

Social Media 263

Social Media Metrics Network Analytics 263

The Netflix TechBlog

AUGUST 28, 2020

As the number of 4K titles in our catalog continues to grow and more devices support the premium features, we expect these video streams to have an increasing impact on our members and the network. Mbps, is for a 4K animation title episode which can be very efficiently encoded. shot-optimized encoding and 4K VMAF model ?

Network 336

Network Storage Innovation Mobile 336

The Netflix TechBlog

JANUARY 2, 2025

These UA campaigns typically feature static creatives, launch trailers, and game review videos on platforms like Google, Meta, and TikTok. Leveraging technologies like Assistive Speech Recognition (ASR), we seek to make the transcription part of the process more efficient for our linguists.

Analytics 190

Analytics Engineering Games Entertainment 190

Adrian Cockcroft

MAY 6, 2023

This is only one of many microservices that make up the Prime Video application. A real-time user experience analytics engine for live video, that looked at all users rather than a subsample. His first edition in 2015 was foundational, and he updated it in 2021 with a second edition. Finally, what were they building?

Serverless 145

Serverless Lambda Best Practices Traffic 145

The Netflix TechBlog

FEBRUARY 13, 2023

We have been leveraging machine learning (ML) models to personalize artwork and to help our creatives create promotional content efficiently. In addition, we provide a unified library that enables ML practitioners to seamlessly access video, audio, image, and various text-based assets.

Media 297

Media Storage Infrastructure Systems 297

Dynatrace

MAY 7, 2024

which offers a range of updates: HTTP/2 support: Fluentbit now supports HTTP/2, enabling efficient data transmission with Gzip compression for OpenTelemetry data, enhancing pipeline performance. If you’d like to learn more about the updates, don’t miss Henrik’s video: Fluent Bit 3.0 What’s new in Fluent Bit 3.0

Best Practices 279

Best Practices IoT Metrics Storage 279

The Netflix TechBlog

NOVEMBER 11, 2022

Each title is promoted with a custom set of artworks and video assets in support of helping each title find their audience of fans. Our goal is to empower creators with innovative tools that support them in effectively and efficiently create the best media possible.

Media 246

Media Virtualization Efficiency Innovation 246

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 Software Engineering Efficiency 246

The Netflix TechBlog

SEPTEMBER 24, 2021

After content ingestion, inspection and encoding, the packaging step encapsulates encoded video and audio in codec agnostic container formats and provides features such as audio video synchronization, random access and DRM protection. Packaging has always been an important step in media processing.

Cloud 242

Cloud Media Storage Cache 242

The Netflix TechBlog

MAY 1, 2019

Most conversations about streaming quality focus on video. We’re really proud of the improvements we’ve brought to the video experience, but the focus on those makes it easy to overlook the importance of sound , and sound is every bit as important to entertainment as video. is the story nearly as thrilling and emotional?

Engineering 274

Engineering Network Media Entertainment 274

The Netflix TechBlog

DECEMBER 14, 2023

Data Processing Patterns Lee Woodridge and Pallavi Phadnis, Data Engineers at Netflix, talk about how you can apply different processing strategies for your batch pipelines by implementing generic abstractions to help scale, be more efficient, handle late-arriving data, and be more fault tolerant. In this video, Sr.

Data Engineering 265

Data Engineering Engineering Software Engineering Best Practices 265

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. By providing our tool to multiple sets of users, we are able to leverage our cost more efficiently. by Elizabeth Carretto Everyone loves Unsolved Mysteries. What is Edgar?

Latency 298

Latency Transportation Engineering Traffic 298

The Netflix TechBlog

NOVEMBER 8, 2023

A sizzle reel is a montage of video clips from different titles strung together into a seamless A/V asset that gets members excited about upcoming launches (for example, our Emmys nominations or holiday collections). An example of a title’s video clips layout. Enter the creation of Dynamic Sizzles.

Processing 203

Processing Media Games Efficiency 203

Dynatrace

FEBRUARY 4, 2025

Scale with confidence: Leverage AI for instant insights and preventive operations Using Dynatrace, Operations, SRE, and DevOps teams can scale efficiently while maintaining software quality and ensuring security and reliability. Easily set up automated remediation with the new Simple Workflows.

Analytics 130

Analytics Efficiency DevOps Innovation 130

Dynatrace

JUNE 1, 2023

This SLO highlights the importance of a smooth and efficient checkout experience. for the workout video playback feature. The ApDex SLO ensures that users have a positive experience when watching workout videos within the fitness app. Fitness app : The fitness app should maintain a success rate of 98% for workout video playback.

Latency 245

Latency Website Traffic DevOps 245

DZone

JUNE 7, 2019

It's easy for modern, distributed, high-scale applications to hide database performance and efficiency problems. Optimizing performance of such complex systems at scale requires some skill, but more importantly it requires a sound strategy and good observability, because you can't optimize what you can't measure.

Efficiency 124

Efficiency Database Performance Strategy 124

The Netflix TechBlog

APRIL 17, 2019

What does this example have to do with software development and video encoding? Intel and Netflix announced their collaboration on a software video encoder implementation called SVT-AV1 on April 8, 2019. The first successful digital video standard was MPEG-2, which truly enabled digital transmission of video.

Open Source 167

Open Source Scalability Speed Efficiency 167

Dynatrace

NOVEMBER 20, 2023

The first goal is to demonstrate how generative AI can bring key business value and efficiency for organizations. While technologies have enabled new productivity and efficiencies, customer expectations have grown exponentially, cyberthreat risks continue to mount, and the pace of business has sped up.

AWS 277

AWS Artificial Intelligence Cloud Analytics 277

The Netflix TechBlog

FEBRUARY 5, 2020

AV1 is a high performance, royalty-free video codec that provides 20% improved compression efficiency over our VP9† encodes. Our support for AV1 represents Netflix’s continued investment in delivering the most efficient and highest quality video streams. AV1-libaom compression efficiency as measured against VP9-libvpx.

Open Source 167

Open Source Media Mobile Hardware 167

The Netflix TechBlog

FEBRUARY 5, 2020

AV1 is a high performance, royalty-free video codec that provides 20% improved compression efficiency over our VP9† encodes. Our support for AV1 represents Netflix’s continued investment in delivering the most efficient and highest quality video streams. AV1-libaom compression efficiency as measured against VP9-libvpx.

Open Source 167

Open Source Media Mobile Hardware 167

Dynatrace

DECEMBER 21, 2023

Business processes are important because they improve the efficiency, consistency, and quality of the business outcome. Business process monitoring helps organizations: Increase efficiency by identifying and addressing bottlenecks or inefficiencies that may slow down a business process. Reduce costs.

Processing 264

Processing Monitoring Retail Analytics 264

The Netflix TechBlog

SEPTEMBER 18, 2020

They are continuously innovating compression algorithms to efficiently send high quality audio and video files to our customers over the internet. I focus on improving experimentation methodology to test how well the newest files are working: do they need less bits to stream while providing a higher video quality? benefit more?

Analytics 230

Analytics Education Innovation Engineering 230

Dynatrace

JUNE 6, 2024

Watch the latest video from Inside Dynatrace Apps, and see a live demo of the Dynatrace Apps VS Code extension. Now it’s your turn Are you interested in learning more?

Code 279

Code Development Best Practices Efficiency 279

Dynatrace

MARCH 21, 2024

Enhances business insight and efficiency with real-time data Organizations can focus on what is important with deep insights on user sessions, top devices, OS versions, and behavioral analytics for iOS, Android, and hybrid apps. Check out the three-part mobile monitoring video series to learn more about Dynatrace mobile app monitoring.

Mobile 245

Mobile Monitoring Analytics IoT 245

Dynatrace

SEPTEMBER 8, 2023

As you follow along in the video, you’ll notice the ability to determine the day of the week for each transaction and visualize the data in a user-friendly bar chart. This alert serves as a valuable tool in maintaining operational efficiency, ensuring business continuity, and delivering optimal customer experiences.

Database 290

Database Artificial Intelligence Metrics Monitoring 290

The Netflix TechBlog

MARCH 5, 2024

More than half of our critical streaming video services are now running on JDK 21 with Generational ZGC, so it’s a good time to talk about our experience and the benefits we’ve seen. We have several frameworks that periodically refresh large amounts of on-heap data to avoid external service calls for efficiency.

Latency 237

Latency Java Tuning Efficiency 237

Dynatrace

DECEMBER 8, 2022

DevOps platform engineers are responsible for cloud platform availability and performance, as well as the efficiency of virtual bandwidth, routers, switches, virtual private networks, firewalls, and network management. DevOps engineer tools can help ease the pressure as environment complexity grows.

DevOps 246

DevOps Engineering Testing Open Source 246

Dynatrace

JUNE 21, 2024

This allows ITOps to measure each user journey’s effectiveness and efficiency. Enhance visibility with video-like recordings Session replays (also called session recordings) show you exactly what the user saw when interacting with your application.

Best Practices 264

Best Practices Monitoring Metrics Transportation 264