The Netflix TechBlog

FEBRUARY 14, 2025

Highlighting NewReleases For new content, impression history helps us monitor initial user interactions and adjust our merchandising efforts accordingly. Analytical Insights Additionally, impression history offers insightful information for addressing a number of platform-related analytics queries.

Tuning 166

Tuning Latency Efficiency Storage 166

Dynatrace

APRIL 26, 2022

Digital experience monitoring (DEM) allows an organization to optimize customer experiences by taking into account the context surrounding digital experience metrics. What is digital experience monitoring? Primary digital experience monitoring tools.

Monitoring 246

Monitoring Social Media IoT Metrics 246

Dynatrace

NOVEMBER 3, 2021

This trend is prompting advances in both observability and monitoring. But exactly what are the differences between observability vs. monitoring? Monitoring and observability provide a two-pronged approach. To get a better understanding of observability vs monitoring, we’ll explore the differences between the two.

Monitoring 264

Monitoring Metrics DevOps Scalability 264

Dynatrace

SEPTEMBER 18, 2020

Save hours of bug hunting with out-of-the-box WSO2 API Manager monitoring. The Dynatrace Software Intelligence Platform gives you a complete Infrastructure Monitoring solution for monitoring cloud platforms and virtual infrastructure, along with log monitoring and AIOps. High latency or lack of responses.

Infrastructure 263

Infrastructure Latency Metrics Cloud 263

Dynatrace

DECEMBER 27, 2022

In what follows, we explore some of these best practices and guidance for implementing service-level objectives in your monitored environment. Dynatrace provides a centralized approach for establishing, instrumenting, and implementing SLOs that uses full-stack observability , topology mapping, and AI-driven analytics. Reliability.

Software 306

Software Software Benchmarking Latency 306

Dynatrace

NOVEMBER 28, 2022

The new Amazon capability enables customers to improve the startup latency of their functions from several seconds to as low as sub-second (up to 10 times faster) at P99 (the 99th latency percentile). This can cause latency outliers and may lead to a poor end-user experience for latency-sensitive applications.

Lambda 246

Lambda AWS Serverless Latency 246

Dynatrace

DECEMBER 13, 2023

As a result, organizations need to monitor mobile app performance metrics that are meaningful and actionable by gaining adequate observability of mobile app performance. Closely monitoring mobile app performance will help ensure customer interactions via mobile apps are meeting the expectations of the customers. Proactive monitoring.

Best Practices 246

Best Practices Mobile Metrics Performance 246

Dynatrace

APRIL 6, 2022

Comprehensive observability is also essential for digital experience monitoring (DEM). Observability can identify the baseline user experience and allow teams to improve it by optimizing page load times or reducing latency. With improved diagnostic and analytic capabilities, DevOps teams can spend less time troubleshooting.

DevOps 303

DevOps Innovation Infrastructure Cloud 303

Scalegrid

JANUARY 21, 2025

In todays data-driven world, the ability to effectively monitor and manage data is of paramount importance. With its widespread use in modern application architectures, understanding the ins and outs of Redis monitoring is essential for any tech professional. Redis, a powerful in-memory data store, is no exception.

Strategy 130

Strategy Monitoring Latency DevOps 130

Dynatrace

JULY 22, 2024

Unlike traditional monitoring, which focuses on watching individual metrics for system health indicators with no overall context, observability goes deeper , analyzing telemetry data for a comprehensive view of the system’s internal state in context of the wider system. There are three main types of telemetry data: Metrics.

Latency 264

Latency Best Practices Metrics Open Source 264

Dynatrace

AUGUST 27, 2024

Effectively assessing and mitigating these external risks requires robust vendor due diligence and continuous monitoring of their cybersecurity posture. By combining technical best practices with DORA technical specifications, Dynatrace creates technical checks to monitor your organization’s security posture.

Best Practices 290

Best Practices Government DevOps Analytics 290

Dynatrace

OCTOBER 1, 2021

Although some people may think of observability as a buzzword for sophisticated application performance monitoring (APM) , there are a few key distinctions to keep in mind when comparing observability and monitoring. What is the difference between monitoring and observability? Is observability really monitoring by another name?

Metrics 363

Metrics Open Source Monitoring Cloud 363

Dynatrace

OCTOBER 23, 2023

Lastly, monitoring and maintaining system health within a virtual environment, which includes efficient troubleshooting and issue resolution, can pose a significant challenge for IT teams. Start monitoring Hyper-V Navigate to the Dynatrace Hub and activate the Microsoft Hyper-V Extension. What’s next?

Efficiency 264

Efficiency Virtualization Hardware Performance 264

Scalegrid

DECEMBER 21, 2023

In today’s data-driven world, the ability to effectively monitor and manage data is of paramount importance. With its widespread use in modern application architectures, understanding the ins and outs of Redis® monitoring is essential for any tech professional. Redis®, a powerful in-memory data store, is no exception.

Strategy 130

Strategy Monitoring Latency DevOps 130

Dynatrace

APRIL 7, 2023

Customers can use AWS Lambda Response Streaming to improve performance for latency-sensitive applications and return larger payload sizes. Customers can use response streaming to achieve the following: Improve Time to First Byte (TTFB) performance for latency-sensitive applications. Return larger payload sizes. How does Dynatrace help?

Lambda 246

Lambda AWS Serverless Latency 246

Dynatrace

DECEMBER 4, 2023

Data quality and drift: Monitoring the quality and characteristics of training and runtime data to detect significant changes that might impact model accuracy. Utilizing an additional OpenTelemetry SDK layer, this data seamlessly flows into the Dynatrace environment, offering advanced analytics and a holistic view of the AI deployment stack.

Open Source 279

Open Source Metrics Java Latency 279

Highly Scalable

MAY 1, 2012

Statistical analysis and mining of huge multi-terabyte data sets is a common task nowadays, especially in the areas like web analytics and Internet advertising. This approach often leads to heavyweight high-latency analytical processes and poor applicability to realtime use cases. Case Study. Case Study.

Analytics 191

Analytics Traffic Big Data Efficiency 191

Dynatrace

APRIL 8, 2024

In summary, the Dynatrace platform enables banks to do the following: Capture any data type: logs, metrics, traces, topology, behavior, code, metadata, network, security, web, and real-user monitoring data, and business events. Maximize performance for high-frequency and low-latency trading strategies. Automated issue resolution.

Analytics 246

Analytics Infrastructure Efficiency Technology 246

Dynatrace

JANUARY 31, 2024

Data observability involves monitoring and managing the internal state of data systems to gain insight into the data pipeline, understand how data evolves, and identify any issues that could compromise data integrity or reliability. Solution : Like the freshness example, Dynatrace can monitor the record count over time.

DevOps 272

DevOps Analytics Airlines Metrics 272

Dynatrace

OCTOBER 4, 2022

The result is a framework that offers a single source of truth and enables companies to make the most of advanced analytics capabilities simultaneously. The performance of these queries needs to be at a level where they can support ad-hoc analytics use cases. Data lakehouses deliver the query response with minimal latency.

Artificial Intelligence 246

Artificial Intelligence Storage Analytics Government 246

Dynatrace

SEPTEMBER 13, 2023

This is where unified observability and Dynatrace Automations can help by leveraging causal AI and analytics to drive intelligent automation across your multicloud ecosystem. The Dynatrace platform approach to managing your cloud initiatives provides insights and answers to not just see what could go wrong but what could go right.

AWS 305

AWS Efficiency Azure Cloud 305

Dynatrace

JANUARY 31, 2024

Bringing together metrics, logs, traces, problem analytics, and root-cause information in dashboards and notebooks, Dynatrace offers an end-to-end unified operational view of cloud applications. Managing regressions and model drift is crucial when deploying and monitoring machine learning models in operation, especially as new data comes in.

Cache 276

Cache Azure Infrastructure Monitoring 276

Dynatrace

APRIL 25, 2023

Higher latency and cold start issues due to the initialization time of the functions. Connect Dynatrace to your cloud-vendor to gather relevant infrastructure monitoring data, which gives you essential health insights. Enable faster development and deployment cycles by abstracting away the infrastructure complexity.

Serverless 246

Serverless Lambda Azure AWS 246

VoltDB

NOVEMBER 20, 2024

This proximity reduces latency and enables real-time decision-making. Today, most manufacturers use IIoT solutions to track and monitor their equipment and production environments, while edge computing primarily serves high-priority applications that require minimal delay.

IoT 52

IoT Energy Latency Automotive 52

Dynatrace

JUNE 25, 2021

How is monitoring different from observability? Already in the 2000s, service-oriented architectures (SOA) became popular, and operations teams discovered the need to understand how transactions traverse through all tiers and how these tiers contributed to the execution time and latency. Observability vs. monitoring.

Open Source 279

Open Source Monitoring Google Systems 279

Dynatrace

DECEMBER 15, 2022

The roles and responsibilities of ITOps team members include the following: A system administrator configures servers, installs applications, monitors the health of the system, and fixes and upgrades hardware. This includes response time, accuracy, speed, throughput, uptime, CPU utilization, and latency. Functionality. Performance.

Artificial Intelligence 246

Artificial Intelligence DevOps Hardware Virtualization 246

Dynatrace

DECEMBER 22, 2019

At Dynatrace, we’re constantly improving our AWS monitoring capabilities. Monitor and understand additional AWS services. Supporting services include every service that isn’t available with out-of-the-box Dynatrace monitoring. The additional services you can now monitor out of the box with Dynatrace are listed below.

AWS 200

AWS Metrics IoT Storage 200

The Netflix TechBlog

OCTOBER 8, 2024

Rajiv Shringi Vinay Chella Kaidan Fullerton Oleksii Tkachuk Joey Lynch Introduction As Netflix continues to expand and diversify into various sectors like Video on Demand and Gaming , the ability to ingest and store vast amounts of temporal data — often reaching petabytes — with millisecond access latency has become increasingly vital.

Latency 239

Latency Storage Traffic Tuning 239

Dynatrace

MAY 5, 2021

For example, improving latency by as little as 0.1 latency is the number one reason consumers abandon mobile sites. Monitoring and an increasing level of intelligence will mix business and development in meaningful ways, adding more value to the BizDevOps flow. Meanwhile, in the U.S.,

Benchmarking 246

Benchmarking Latency Speed Software 246

Dynatrace

JULY 6, 2020

In addition to providing AI-powered full-stack monitoring capabilities , Dynatrace has long featured broad support for Azure Services and intuitive, native integration with extensions for using OneAgent on Azure. Azure HDInsight supports a broad range of use cases including data warehousing, machine learning, and IoT analytics.

Azure 227

Azure Cloud Big Data Virtualization 227

Dynatrace

MAY 17, 2023

The next level of observability: OneAgent In the first two parts of our series, we used OpenTelemetry to manually instrument our application and send the telemetry data straight to the Dynatrace analytics back end. OneAgent is the native telemetry data collector and monitoring solution of Dynatrace.

Metrics 243

Metrics Database Monitoring Network 243

Dynatrace

FEBRUARY 2, 2022

service availability with <50ms latency for an application with no revenue impact. Establish the relevant service level indicators (SLIs) that need to be monitored, the process for remediating any issues, the relevant tools required, and timeframes for resolution. Continuous and automated release validation is the answer.

DevOps 246

DevOps Metrics Best Practices Latency 246

CSS Wizardry

OCTOBER 27, 2018

To make things worse, they’re also usually unsure whose responsibility performance measuring and monitoring is. For this, we need to turn to Real User Monitoring (RUM). How: RUM tooling, analytics, monitoring. When something is everyone’s responsibility, it normally becomes no one’s responsibility.

Performance Testing 211

Performance Testing Testing Performance Strategy 211

Dynatrace

DECEMBER 22, 2019

At Dynatrace, we’re constantly improving our AWS monitoring capabilities. Monitor and understand additional AWS services. Supporting services include every service that isn’t available with out-of-the-box Dynatrace monitoring. The additional services you can now monitor out of the box with Dynatrace are listed below.

AWS 182

AWS Metrics IoT Storage 182

The Netflix TechBlog

JANUARY 10, 2024

This architecture shift greatly reduced the processing latency and increased system resiliency. We expanded pipeline support to serve our studio/content-development use cases, which had different latency and resiliency requirements as compared to the traditional streaming use case. divide the input video into small chunks 2.

Processing 238

Processing Media Latency Innovation 238

The Morning Paper

SEPTEMBER 10, 2019

Procella: unifying serving and analytical data at YouTube Chattopadhyay et al., Broadly, these can be categorized as: reporting and dashboarding, embedded statistics in pages, time-series monitoring, and ad-hoc analysis. Oh, and in additional to low latency, “ we require access to fresh data.” VLDB’19.

Analytics 75

Analytics Latency Cache Google 75

The Netflix TechBlog

OCTOBER 19, 2020

If we had an ID for each streaming session then distributed tracing could easily reconstruct session failure by providing service topology, retry and error tags, and latency measurements for all service calls. Additionally, it became easy to provide deep links to different monitoring and deployment systems in Edgar due to consistent tagging.

Infrastructure 238

Infrastructure Transportation Storage Open Source 238