The Netflix TechBlog

JUNE 14, 2023

By Jennifer Shin , Tejas Shikhare , Will Emmanuel In 2022, a major change was made to Netflix’s iOS and Android applications. So, we relied on higher-level metrics-based testing: AB Testing and Sticky Canaries. To determine customer impact, we could compare various metrics such as error rates, latencies, and time to render.

Traffic 357

Traffic Latency Metrics Cache 357

Dynatrace

NOVEMBER 29, 2022

Today, AWS Compute Optimizer has expanded its metric ingest beyond Cloudwatch, which will be announced at the Amazon re:Invent 2022 conference in Las Vegas November 28-December 2. Now offering a native integration with the AWS offering, Dynatrace can dynamically send memory metrics on monitored EC2 instances across AWS environments.

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AWS Metrics Cloud Programming 246

Dynatrace

OCTOBER 4, 2022

Limited data availability constrains value creation. While all these measures address the mounting economic pressure to reduce the costs of data storage, they have two major shortcomings: they restrict data availability, and they don’t create value. Even in cases where all data is available, new challenges can arise.

Analytics 264

Analytics Artificial Intelligence Storage Serverless 264

Dynatrace

FEBRUARY 16, 2023

The short answer: The three pillars of observability—logs, metrics, and traces—converging on a data lakehouse. To solve this problem, Dynatrace launched Grail, its causational data lakehouse , in 2022. Now, that same full-spectrum value is available at the massive scale of the Dynatrace Grail data lakehouse.

Analytics 246

Analytics Innovation Metrics Database 246

Dynatrace

JANUARY 20, 2022

Starting with April 2022, Dynatrace is retiring TLS 1.0 Apache Spark pool metrics are replaced with new ones. See Available metrics. New request attributes are now available: DL/I DB/LTERM name. General Availability (Build 1.233.94). General Availability (Build 1.233.94). Dynatrace news.

Lambda 245

Lambda AWS Metrics Azure 245

Dynatrace

SEPTEMBER 13, 2023

Listen, learn, improve, and repeat The latest update to the Citrix monitoring extension is now available. Effortlessly monitor your Citrix environment with Dynatrace The Citrix monitoring process now employs two methods to collect metrics and provide complete Citrix performance observability.

Monitoring 246

Monitoring Healthcare Infrastructure Metrics 246

Dynatrace

JUNE 30, 2022

While every business is unique, four common starting-point service-level objectives include the following: Availability. Step 3: Correlate performance metrics with user experience. In practice, this means leveraging key metrics such as availability and engagement. Is the service typically available to users?

Metrics 246

Metrics Games Monitoring Engineering 246

Dynatrace

SEPTEMBER 21, 2022

The 2022 State of SRE Report surveyed 450 SREs across a variety of organizations about how they view SRE today and where they see it evolving as a discipline. If we’re spending a ton of time in post-mortems, it’s because we’re not spending enough time ensuring availability of applications,” he said. “I Want to learn more?

Artificial Intelligence 264

Artificial Intelligence Benchmarking DevOps Engineering 264

Dynatrace

SEPTEMBER 7, 2022

Today, Dynatrace is recognized as a Leader in the 2022 Gartner Magic Quadrant for Application Performance Monitoring and Observability.¹ automating ingestion of logs, metrics, and traces and continuous dependency mapping with precise context across hybrid and multicloud environments. Why Dynatrace?

Traffic 246

Traffic AWS Network Cloud 246

Dynatrace

FEBRUARY 7, 2022

Starting with April 2022, Dynatrace is retiring TLS 1.0 General Availability (Build 1.234.107). General Availability (Build 1.234.107). Improved error message when attempting to create a service metric with key in wrong format. (APM-343455). Dynatrace news. Dynatrace SaaS release notes version 1.234. Announcements.

Infrastructure 246

Infrastructure Metrics Database Availability 246

Dynatrace

MAY 3, 2022

The ideal end user experience is friction-free: users can access available and functional applications how, when, and where they want. 65% of businesses report that 40% of their customers now engage with them through mobile devices , and 70% of digital businesses will require IT and Ops to report digital metrics by 2025.

Mobile 242

Mobile Monitoring Benchmarking Best Practices 242

Dynatrace

JULY 10, 2023

Dynatrace also named a Gartner Customers’ Choice Customers also named Dynatrace a Customers’ Choice in the latest Gartner® Peer Insights™ Voice of the Customer: Application Performance Monitoring report, from November 2022. In these two reports, Dynatrace is the only provider to be recognized as a Leader and as a Customers’ Choice.

Monitoring 246

Monitoring Retail Performance Government 246

The Netflix TechBlog

JUNE 1, 2023

By Jose Fernandez , Ed Barker , Hank Jacobs Introduction In November 2022, we introduced a brand new tier —  Basic with ads. We informed our engineering and business partners, including customer support, about the experiment and ramped up traffic incrementally while monitoring the success and error metrics through Lumen dashboards.

Traffic 349

Traffic Best Practices Systems Testing 349

Dynatrace

AUGUST 8, 2022

the newly released mobile app available on Android and iOS , uses Davis AIOps to push alert notifications directly to your phone and significantly reduce the incident response times. Now every second matters for the Site Reliability Engineering Team as it affects Mean Time to Resolution (MTTR) metrics! Dynatrace 3.0, An issue occurs.

Mobile 264

Mobile Infrastructure DevOps Monitoring 264

Dynatrace

MAY 27, 2022

At Dynatrace Perform 2022 , David Walker, a Lockheed Martin Fellow, and William Swofford, a full-stack engineer at Lockheed Martin, discuss how to create a self-diagnosing and self-healing IT server environment using this AIOps combination for auto-baselining, auto-remediation, monitoring as code, and more.

Artificial Intelligence 246

Artificial Intelligence Innovation Servers Database 246

Dynatrace

FEBRUARY 17, 2022

As of April 2022, Dynatrace is retiring TLS 1.0 General Availability (Build 1.235.121). General Availability (Build 1.235.121). Resolved an issue where metric data would be incorrectly or only partially displayed when a metric was ingested with a monitored entity dimension. (APM-352822). Dynatrace news.

Government 246

Government Metrics Monitoring Cloud 246

Dynatrace

FEBRUARY 2, 2023

In October 2022, Dynatrace and Microsoft extended their deep integration to include metrics and topology from Azure Monitor. Dynatrace and Microsoft have teamed up to enable organizations to utilize the AI-powered Dynatrace platform from Azure.

Azure 246

Azure Cloud Monitoring Metrics 246

Dynatrace

NOVEMBER 1, 2022

DevOps and ITOps teams rely on incident management metrics such as mean time to repair (MTTR). These metrics help to keep a network system up and running?, Other such metrics include uptime, downtime, number of incidents, time between incidents, and time to respond to and resolve an issue. So, what is MTTR?

DevOps 276

DevOps Artificial Intelligence Metrics Network 276

Dynatrace

OCTOBER 6, 2022

The demo has been in active development since the summer of 2022 with Dynatrace as one of its leading contributors. Jaeger and Prometheus backends for displaying the collected traces and metrics, but you can easily configure alternative backends. is the custom metrics ingest endpoint that is used by the collector to export metrics.

Open Source 244

Open Source Metrics Tuning Technology 244

Dynatrace

APRIL 21, 2022

Starting with April 2022, Dynatrace is retiring TLS 1.0 You can create custom log metrics for smarter and faster troubleshooting, and you will be able to understand log data in the context of your full stack, including real user impacts. The display name is now required in metric metadata. General Availability (Build 1.239.178).

Azure 246

Azure Metrics AWS Monitoring 246

Dynatrace

JUNE 8, 2022

Easily send Azure logs and metrics to Dynatrace, adding to the Dynatrace platform’s extensive observability data, and extending advanced AIOps with code-level analysis to your complete Azure, hybrid, or multicloud environment. The new Azure integration is available through the Azure Marketplace or directly with us.

Azure 246

Azure Cloud Virtualization Innovation 246

Dynatrace

FEBRUARY 28, 2024

To that end, in 2022, Dynatrace released Grail , the auto-indexing, schema-on-read data lakehouse, along with Notebooks and Dashboards. Start by asking yourself what’s there, whether it’s logs, metrics, or traces. Once you double down on the type, you want to figure out, or browse, which metric is relevant.

Analytics 246

Analytics Metrics Media Monitoring 246

Dynatrace

JULY 6, 2022

Organizations that have achieved SRE maturity have a better handle on the state of their infrastructure, the ability to tie reliability metrics more tightly to business objectives, and the means to ensure a consistent and responsive customer experience. Dynatrace’s 2022 State of SRE Report surveyed 450 SREs across the globe.

Best Practices 246

Best Practices Open Source Tuning Infrastructure 246

Dynatrace

APRIL 20, 2022

kitchen ordering portal available). We wanted to expand and provide business process metrics (# of total orders per restaurant, orders canceled ratios, time per order, ingredients in or out of stock …) to quickly react to any issues and also get automatically alerted on anomalies. So – what was missing? Why did we go to Dynatrace?

Metrics 246

Metrics Mobile Internet Internet 246

CSS Wizardry

JULY 23, 2023

I am available to help you find and fix your site-speed issues through performance audits , training and workshops , consultancy , and more. Web Vitals I still feel that site owners who are serious about web performance should augment Core Web Vitals with their own custom metrics (e.g. You should get in touch.

Engineering 246

Engineering Google Speed Mobile 246

Dynatrace

APRIL 18, 2022

One particular use case for Austrian banking software developer Raiffeisen involves using Keptn to automate the production release and readiness validation of all its products using scoring metrics. Bringing SLOs back into development also gives developers production-stage feedback on critical metrics that may later impact business SLOs.

Open Source 246

Open Source DevOps Cloud Metrics 246

Dynatrace

APRIL 22, 2022

At Dynatrace Perform 2022 , Technology Services Manager Thomas Janik and AWS Monitoring SME Matt Gault, both from American Family, explain how they boosted their cloud operations to increase resilience. Step 1: Automate AWS metrics ingestion with Dynatrace. 01 for every 1,000 metrics. It only costs about $.01

Cloud 242

Cloud Lambda Serverless AWS 242

Dynatrace

OCTOBER 30, 2023

Gartner® predicts that by 2026, 40% of log telemetry will be processed through a telemetry pipeline product, up from less than 10% in 2022.* In a unified strategy, logs are not limited to applications but encompass infrastructure, business events, and custom metrics. October 21, 2022. and/or its affiliates in the U.S.

Best Practices 290

Best Practices Analytics Artificial Intelligence Infrastructure 290

Dynatrace

SEPTEMBER 21, 2023

The cloud now has a greater carbon footprint than the airline industry,” wrote anthropologist Steven Gonzalez Monserrate in a 2022 article from MIT. “A The app’s advanced algorithms and real-time data analytics translate utilization metrics into their CO2 equivalent (CO2e). These metrics include CPU, memory, disk, and network I/O.

Energy 264

Energy Cloud Airlines Strategy 264

Dynatrace

DECEMBER 6, 2022

Observability is the ability to measure a system’s current state based on the data it generates, such as logs, metrics, and traces. Many organizations often start with the service availability and performance SLOs. The collected set of metrics are queries for some timeframe. The role of observability within DevOps.

DevOps 246

DevOps Metrics Engineering Speed 246

Percona

JUNE 22, 2023

To make data count and to ensure cloud computing is unabated, companies and organizations must have highly available databases. This guide provides an overview of what high availability means, the components involved, how to measure high availability, and how to achieve it. How does high availability work?

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Availability Database Open Source Hardware 132

Dynatrace

FEBRUARY 16, 2023

According to the 2022 Global CIO Report , 71% of CIOs from large organizations said all this data is beyond humans’ ability to manage. We start with data types—logs, metrics, traces, routes. IT teams can resort to playing defense, fighting daily fires rather than focusing on more important tasks, like innovation.

Artificial Intelligence 246

Artificial Intelligence Analytics Cloud Innovation 246

Dynatrace

FEBRUARY 15, 2023

According to the Global CIO Report 2022 , 71% of CIOs say the explosion of data produced by cloud-native technology stacks is beyond human abilities to manage manually. Lack of data: In many cases, available data may not be enough to make informed decisions due to data silos, distribution, or negligence. What’s next?

Cloud 244

Cloud DevOps Code Open Source 244

Dynatrace

MAY 21, 2023

The good news is, there are metrics available a few days before the attack was detected and Ludo Clinic has also ingested three months of application and access logs into Grail. This means we’ll investigate the spike in failed logins we saw earlier in the metrics graph. Indeed, there’s a spike on 8 February.

Analytics 246

Analytics Metrics Cloud Systems 246

The Netflix TechBlog

NOVEMBER 29, 2023

HDR was launched at Netflix in 2016 and the number of titles available in HDR has been growing ever since. We A/B tested HDR-DO encodes in production in Q3-Q4 2021, followed by improving the ladder generation algorithm further in early 2022. We started backfilling HDR-DO encodes for existing titles from Q2 2022.

Open Source 260

Open Source Software Engineering Internet Internet 260

Dynatrace

DECEMBER 16, 2022

According to the “ 2022 Dynatrace CIO Report ”, nearly 60% of chief information officers say the increasing complexity of their technology stack could soon overload their teams without a more automated approach to IT operations. Don’t put resources into building a platform that is available off the shelf.

Innovation 246

Innovation Software Software Cloud 246

Dynatrace

JUNE 6, 2023

This ease of deployment has led to mass adoption, with nearly 80% of organizations now using container technology for applications in production, according to the CNCF 2022 Annual Survey. This key feature helps in maintaining availability and reduces the need for manual intervention. Extensibility and technology ecosystem.

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Open Source Storage Analytics Innovation 246