The Netflix TechBlog

NOVEMBER 13, 2023

Music information retrieval There are a few studio use cases where music activity metadata is important, including quality-control (QC) and at-scale multimedia content analysis and tagging. The best model was a CRNN with three convolutional layers, followed by two bi-directional recurrent layers and one fully connected layer.

Architecture 224

Architecture Energy Benchmarking Processing 224

The Netflix TechBlog

SEPTEMBER 29, 2022

Notice the three Cosmos subsystems: Optimus, an API layer mapping external requests to internal business models, Plato, a workflow layer for business rule modeling, and Stratum, the serverless layer for running stateless and computational-intensive functions. We then codify this prefix as a Redis hash tag.

Latency 212

Latency Systems Media Serverless 212

Dynatrace

APRIL 7, 2023

In traditional request-response models, the response needs to be fully generated and buffered before it is returned to the client. In order to read streamed responses, teams will need to either use the AWS SDK and call the new InvokeWithResponseStream API operation or invoke through a Function URL.

Lambda 212

Lambda AWS Serverless Latency 212

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. Edgar uses this infrastructure tagging schema to query and join traces with log data for troubleshooting streaming sessions.

Infrastructure 233

Infrastructure Transportation Storage Open Source 233

The Netflix TechBlog

OCTOBER 27, 2021

Following our culture of freedom and responsibility , Metaflow grants data scientists the freedom to choose the right modeling approach, handle data and features flexibly, and construct workflows easily while ensuring that the resulting project executes responsibly and robustly on the production infrastructure.

Open Source 222

Open Source Monitoring Scalability Code 222

Dynatrace

NOVEMBER 29, 2021

Workloads using multi-threading and multi-processing, or performing many I/O operations, can experience lower execution time and, consequently, even lower costs based on execution time and configured memory size. With Graviton2, you can reduce execution duration. Dynatrace Data explorer. End-to-end visibility.

Lambda 210

Lambda AWS Serverless Metrics 210

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. By automatically feeding these captured metrics into our Smartscape topology model and Davis AI, we eliminate the need for manual maintenance of hundreds of alerts thanks to our true and trusted auto-adaptive baseline engine.

Open Source 253

Open Source Metrics Analytics Tuning 253

Dynatrace

APRIL 8, 2022

Processing plugins parse (normalize), filter, enrich (tagging), format, and buffer log streams. The Dynatrace Operator for Kubernetes includes a native OneAgent DaemonSet that serves as a fantastic log agent. Both approaches automatically add pod name, namespace, container name, tags, labels, and more to each log file.

Metrics 176

Metrics Analytics Software Architecture Open Source 176

Dynatrace

JULY 16, 2021

The Dynatrace Software Intelligence Platform already comes with release analysis, version awareness , and Service Level Objective (SLO) support as part of the Dynatrace Cloud Automation solution , helping DevOps and SRE teams automate the delivery and operational decisions. This enables automatic quality gates.

DevOps 244

DevOps Open Source Cloud Azure 244

Dynatrace

JUNE 19, 2020

So how can your Operations teams automate processes such as CI/CD deployment pipelines, configuration changes of ITSM tools, or the simple generation of a monthly architectural topology report if they’re struggling to find critical information about your highly complex environments? Say you want to get the tags for each process.

Monitoring 150

Monitoring Efficiency Processing Architecture 150

Dynatrace

APRIL 8, 2022

Processing plugins parse (normalize), filter, enrich (tagging), format, and buffer log streams. The Dynatrace Operator for Kubernetes includes a native OneAgent DaemonSet that serves as a fantastic log agent. Both approaches automatically add pod name, namespace, container name, tags, labels, and more to each log file.

Metrics 130

Metrics Analytics Software Architecture Open Source 130

Adrian Cockcroft

APRIL 5, 2023

Carbon measurements are by their nature imprecise and based on estimates and models that include variation. The usual technique for modeling fuzzy systems is Monte Carlo analysis, which computes with distributions rather than precise values. The apportionment model should be identified in the collected data and be a pluggable module.

Energy 52

Energy Metrics Cloud Operating System 52

Dynatrace

APRIL 26, 2022

Gartner estimates that by 2025, 70% of digital business initiatives will require infrastructure and operations (I&O) leaders to include digital experience metrics in their business reporting. With DEM solutions, organizations can operate over on-premise network infrastructure or private or public cloud SaaS or IaaS offerings.

Monitoring 200

Monitoring Social Media IoT Metrics 200

Dynatrace

SEPTEMBER 29, 2021

In this example, new tagging rules are shown. Monitoring as Code GitHub action example to configure tagging rule. Monaco brings DevOps teams a self-service model for establishing monitoring so they can focus more time on building business services, as described in more detail in this blog post.

Software 197

Software Software Open Source DevOps 197

Scalegrid

FEBRUARY 8, 2024

At its core, a distributed storage system comprises three main components: a controller for managing the system’s operations, an internal datastore where information is held, and databases geared towards ensuring scalability, partitioning capabilities, and high availability for all types of data.

Storage 130

Storage Systems Big Data Azure 130

Percona

DECEMBER 15, 2022

This approach to never-ending incrementalism is not optimal for database operations. Structured data has a lot going for it and the relational model works well with most business models. So all but the most devoted to the relational model can see the benefits of having a JSON column, or two, in a row of a table.

Database 91

Database Servers Processing Efficiency 91

Particular Software

MAY 8, 2023

NServiceBus already adds a span when ingesting a message from the queue, at which point we could add any other relevant tags. Any subsequent outgoing operations result in child spans on the incoming message span. Whether in a controller method or a message handler, we could add code like this: Activity.Current?

Systems 52

Systems C++ Azure Metrics 52

Dynatrace

MAY 9, 2019

You’ll find further details about the Dynatrace support model for Pivotal Cloud Foundry full-stack monitoring in Dynatrace Help. The node labels can also be used for tagging and naming rules, as well as Management zones. The OneAgent Operator version 0.3.1 Note that OneAgent Operator version 0.3.1 Cloud Foundry.

Java 100

Java AWS Cloud Monitoring 100

O'Reilly

MAY 25, 2021

GPT-3 is essentially an auto-complete bot whose underlying Machine Learning (ML) model has been trained on vast quantities of text available on the Internet. I’d like to share my thoughts on GPT-3 in terms of risks and countermeasures, and discuss real examples of how I have interacted with the model to support my learning journey.

Social Media 138

Social Media Media Internet Internet 138

Smashing Magazine

APRIL 1, 2020

Unlike a traditional CMS, they offer the ability to create your content model so that you can decide what type of content you want to manage. It allows you to define your content model, integrates third-party authentication and extends the capabilities of its backend (a single-page app built on React). Create model. Contentful.

Open Source 103

Open Source Website Mobile Code 103

Testsigma

APRIL 4, 2022

operator has been used throughout this article to denote inequality. If you are not familiar with this operator, please read it as “ not equal to ”. Logging automation Test design Defining test execution strategy Developing accelerator tools Code review Version controlling & tagging Configuring / Parameterizing.

Testing 95

Testing Open Source IoT Programming 95

Dynatrace

OCTOBER 15, 2021

Span data is a hallmark of tracing — which includes information such as unique identifiers, operation names, timestamps, logs, events, and indexes. This is common in on-premises or hybrid deployments, where time series data and tags are transmitted to the cloud. There are two principal ways to go about this: Local ingestion.

Open Source 216

Open Source Metrics Cloud Transportation 216

Dynatrace

NOVEMBER 23, 2020

While speeding up development processes and reducing complexity does make the lives of Kubernetes operators easier, the inherent abstraction and automation can lead to new types of errors that are difficult to find, troubleshoot, and prevent. Operating system / Instance layer. Cloud provider/infrastructure layer.

Virtualization 160

Virtualization Infrastructure Monitoring Cloud 160

IO River

NOVEMBER 15, 2023

It acts like a shield for web applications, ensuring that only legitimate requests get through.When talking about how and where WAF operates, we refer to the OSI Model. The OSI Model is like a layer cake of how data moves through networks. WAF operates at the application level of this model.

Traffic 52

Traffic Network Logistics Architecture 52

ACM Sigarch

OCTOBER 25, 2019

This can be in the form of hardware support for virtual memory (which isolate processes from each other) or hardware support for virtual machines (which isolate entire operating systems from each other). Tagging—Memory locations are “tagged” with metadata, which can signal things like data types or permission levels.

Hardware 98

Hardware Virtualization Architecture Games 98

The Morning Paper

MAY 27, 2019

Last week we saw the benefits of rethinking memory and pointer models at the hardware level when it came to object storage and compression ( Zippads ). The process model, user-kernel interactions, dynamic linking, and memory management concerns are all in scope, and the protection spans the OS/DBMS boundary. Conceptual model.

C++ 61

C++ Hardware Virtualization Benchmarking 61

IO River

NOVEMBER 2, 2023

It acts like a shield for web applications, ensuring that only legitimate requests get through.When talking about how and where WAF operates, we refer to the OSI Model. The OSI Model is like a layer cake of how data moves through networks. WAF operates at the application level of this model.

Traffic 40

Traffic Network Logistics Architecture 40

Smashing Magazine

AUGUST 3, 2021

Browsers ignore invalid HTML tags and unsupported CSS properties. This means responding to an operational error (those occurring within correctly written programs) falls on us. Responding to an error can be modelled using a decision tree. Why Be Resilient. Resilience is intrinsic to the web. Responding to Errors. Observability.

Network 145

Network Engineering Availability Monitoring 145

Tech News Gather

JUNE 22, 2023

The greater the time commitment to creating an app, the higher the price tag. He is in charge of the company’s commercial and delivery operations and strategic planning and strategy. New and established businesses need to pay close attention to financial matters. Author Bio: Prashant Pujara is the CEO of MultiQoS Technologies.,

Mobile 40

Mobile Strategy Google Speed 40

SQL Performance

APRIL 15, 2020

First, the dreaded "Standard" trace from legacy Profiler has apparently been used as the model for the ADS Profiler XE session for Azure SQL Database , named ADS_Standard_Azure by default. I have logged a request here , and it has already been tagged for a May 2020 release. The XE sessions used for full SQL Server are similar.)

Azure 96

Azure Database Tuning Network 96

The Netflix TechBlog

DECEMBER 10, 2020

In this post we explore how machine learning and statistical modeling can aid creative decision makers in tackling these questions at a global scale. Our approach is rooted in transfer learning , whereby performance on a target task is improved by leveraging model parameters learned on a separate but related source task.

Entertainment 235

Entertainment Architecture Network Open Source 235

Tasktop

JUNE 25, 2020

First, Tasktop CEO and founder Dr. Mik Kersten conceived of the Flow Framework® , a lean and prescriptive blueprint for traditional businesses to operate their software delivery organizations like the digital natives. We, at Tasktop, had the knowledge, experience and technology to help them learn to do that. .

Metrics 52

Metrics Education Innovation Software 52

Enprowess

MAY 24, 2022

Virtual DOM of React refreshes only parts of the page, so it is faster than the conventional full refresh model. Facebook developed React Native for the iOS application, but now, it also supports the Android operating system. It uses HTML tags. It does not use HTML tags. It uses native components as building blocks.

Mobile 52

Mobile Open Source Virtualization Speed 52

Smashing Magazine

OCTOBER 26, 2018

But thanks to the REST API, you can separate the WordPress backend as a sort of model and controller bundled together that handle data manipulation and database interaction, and use REST API Controller to interact with a separate view layer using various API endpoints. Work Around Long Response Times When Using The Default REST API.

Cache 78

Cache Website Speed Database 78

Highly Scalable

JANUARY 31, 2012

All descriptions and code snippets use the standard Hadoop’s MapReduce model with Mappers, Reduces, Combiners, Partitioners, and sorting. There is a software simulator of a digital communication system like WiMAX that passes some volume of random data through the system model and computes error probability of throughput.

C++ 144

C++ Network Ecommerce Processing 144

Alex Russell

JANUARY 30, 2024

For the front end to improve, it must finally learn to operate within the envelope of what's possible on most devices. As inequality grows, averages and "generation" tags can become illusory and misleading. Engineering is the discipline of designing solutions under specific constraints. GHz Cortex-A73 and 4x1.7

Performance 90

Performance Network Mobile Speed 90

IO River

NOVEMBER 2, 2023

But quality comes at a cost, and the very nature of video streaming, with its large file sizes, means CDNs, while offering unparalleled performance, also bring along a significant price tag. Built to handle vast amounts of uniform content efficiently, they can offer competitive pricing models. The result?

Architecture 52

Architecture Performance Internet Internet 52