Dynatrace

MAY 13, 2020

Host clock is unsynchronized, and you realize this only after losing the data on an unsynchronized Hadoop node? Let the Davis AI causation engine analyze additional metrics. Additional data means better visibility and an ability to act proactively. Looking for ways to solve some of your infrastructure-related problems?

Infrastructure 195

Infrastructure Metrics Monitoring Software Engineering 195

The Netflix TechBlog

JANUARY 11, 2022

Here we describe the role of Experimentation and A/B testing within the larger Data Science and Engineering organization at Netflix, including how our platform investments support running tests at scale while enabling innovation. Curious to learn more about other Data Science and Engineering functions at Netflix?

Innovation 245

Innovation Metrics Engineering Testing 245

Dynatrace

MAY 6, 2024

Problem remediation is too time-consuming According to the DevOps Automation Pulse Survey 2023 , on average, a software engineer takes nine hours to remediate a problem within a production application. Challenges organizations face in using observability and security data to drive automation. In-context topology identification.

DevOps 306

DevOps Software Engineering Games Java 306

Dynatrace

JANUARY 23, 2024

AI data analysis can help development teams release software faster and at higher quality. So how can organizations ensure data quality, reliability, and freshness for AI-driven answers and insights? And how can they take advantage of AI without incurring skyrocketing costs to store, manage, and query data?

Performance 246

Performance DevOps Innovation Artificial Intelligence 246

DZone

MARCH 14, 2023

Site Reliability Engineering (SRE) is a systematic and data-driven approach to improving the reliability, scalability, and efficiency of systems. It combines principles of software engineering, operations, and quality assurance to ensure that systems meet performance goals and business objectives.

Engineering 246

Engineering Software Engineering Scalability Efficiency 246

O'Reilly

OCTOBER 19, 2021

As with many burgeoning fields and disciplines, we don’t yet have a shared canonical infrastructure stack or best practices for developing and deploying data-intensive applications. Why: Data Makes It Different. All ML projects are software projects. The new category is often called MLOps.

DevOps 145

DevOps Software Engineering Open Source Infrastructure 145

Dynatrace

NOVEMBER 7, 2023

Platform engineering is on the rise. According to leading analyst firm Gartner, “80% of software engineering organizations will establish platform teams as internal providers of reusable services, components, and tools for application delivery…” by 2026. Automation, automation, automation.

Engineering 306

Engineering DevOps Best Practices Infrastructure 306

Dynatrace

MARCH 6, 2024

Platform engineering creates and manages a shared infrastructure and set of tools, such as internal developer platforms (IDPs) , to enable software developers to build, deploy, and operate applications more efficiently. The Dynatrace Operator automatically ingests all observability data from OpenTelemetry and Prometheus.

Engineering 264

Engineering Development DevOps Infrastructure 264

Dynatrace

NOVEMBER 22, 2021

These resources generate vast amounts of data in various locations, including containers, which can be virtual and ephemeral, thus more difficult to monitor. EC2 is Amazon’s Infrastructure-as-a-service (IaaS) compute platform designed to handle any workload at scale. AWS: A service for everything. Amazon EC2. Amazon Fargate.

Best Practices 246

Best Practices AWS Monitoring Serverless 246

The Morning Paper

JULY 7, 2019

Software engineering for machine learning: a case study Amershi et al., More specifically, we’ll be looking at the results of an internal study with over 500 participants designed to figure out how product development and software engineering is changing at Microsoft with the rise of AI and ML. ICSE’19.

Software Engineering 92

Software Engineering Engineering Software Software 92

Dynatrace

JUNE 4, 2024

Build an umbrella for Development and Operations In modern software engineering, the discipline of platform engineering delivers DevSecOps practices to developers to bridge the gaps between development, security, and operations and enhance the developer experience. However, other data formats, like logs, can also be employed.

Metrics 297

Metrics Engineering Code Tuning 297

Dynatrace

FEBRUARY 12, 2024

Check out the following use cases to learn how to drive innovation from development to production efficiently and securely with platform engineering observability. When organizations cross-validate with observability, security, and synthetic data, evaluation times shrink from days to minutes.

Engineering 246

Engineering Development Infrastructure Cloud 246

High Scalability

JANUARY 11, 2022

from a client it performs two parallel operations: i) persisting the action in the data store ii) publish the action in a streaming data store for a pub-sub model. User Feed Service, Media Counter Service) read the actions from the streaming data store and performs their specific tasks. Data Models. Graph Data Models.

Design 334

Design Media Storage Logistics 334

Dynatrace

AUGUST 3, 2022

In today’s complex, data-driven world, many security vulnerabilities and attacks can jeopardize an organization’s data. To ensure the safety of their customers, employees, and business data, organizations must have a strategy to protect against zero-day vulnerabilities. Application logs are a good data source for this method.

Java 261

Java Traffic Benchmarking Strategy 261

The Netflix TechBlog

DECEMBER 3, 2019

Netflix applies data science to hundreds of use cases across the company, including optimizing content delivery and video encoding. Data scientists at Netflix relish our culture that empowers them to work autonomously and use their judgment to solve problems independently. How could we improve the quality of life for data scientists?

Open Source 135

Open Source AWS Infrastructure Energy 135

Dynatrace

NOVEMBER 6, 2023

Cloud complexity and data proliferation are two of the most significant challenges that IT teams are facing today. Computing environments are scaling to new heights, resulting in more data that makes pinpointing root causes and vulnerabilities even more challenging. Why is developer observability important for engineers?

Development 290

Development DevOps Programming Cloud 290

Dynatrace

MAY 31, 2023

How site reliability engineering affects organizations’ bottom line SRE applies the disciplines of software engineering to infrastructure management, both on-premises and in the cloud. However, cloud complexity has made software delivery challenging. But the transition to SRE maturity is not always easy.

Best Practices 246

Best Practices DevOps Latency Metrics 246

Dynatrace

APRIL 22, 2024

In response to the scale and complexity of modern cloud-native technology, organizations are increasingly reliant on automation to properly manage their infrastructure and workflows. Operations automation: The operations section addresses the level of automation organizations use in maintaining and managing existing software.

DevOps 246

DevOps Artificial Intelligence Government Innovation 246

Dynatrace

DECEMBER 5, 2022

DevOps is a widely practiced set of procedures and tools for streamlining the development, release, and updating of software. In their most basic form, DevOps procedures can result in complicated processes, data silos, and fragmented responsibilities. DevOps orchestration in practice. Get started with DevOps orchestration.

DevOps 264

DevOps Virtualization Best Practices Innovation 264

The Netflix TechBlog

NOVEMBER 22, 2019

Netflix shares how Amazon EC2 Auto Scaling allows its infrastructure to automatically adapt to changing traffic patterns in order to keep its audience entertained and its costs on target. Technology advancements in content creation and consumption have also increased its data footprint. Wednesday?—?December

AWS 38

AWS Entertainment Open Source Benchmarking 38

The Netflix TechBlog

JUNE 6, 2022

This approach has also allowed us to build strong relationships with central engineering teams at Netflix (Data Platform, Developer Tools, Cloud Infrastructure, IAM Product Engineering) that will continue to serve as central points of leverage for security in the long term.

Software Engineering 176

Software Engineering Scalability Education Engineering 176

The Netflix TechBlog

NOVEMBER 29, 2023

A vital aspect of such development is subjective testing with HDR encodes in order to generate training data. Fixed-ladder HDR encodes have been fully replaced by optimized ones, reducing storage footprint and Internet data usage — and most importantly, improving the video quality for our members. Krasula, A. Choudhury, S. Malfait, A.

Open Source 260

Open Source Software Engineering Internet Internet 260

Dynatrace

AUGUST 21, 2023

OpenTelemetry provides a standard way to instrument and collect telemetry data so you can get normalized data from different monitoring solutions. This uniform approach to collecting data helps you make sense of these different viewpoints so you can tell just what happened and what to do about it.

Open Source 246

Open Source Analytics Lambda Metrics 246

The Netflix TechBlog

FEBRUARY 1, 2022

If you want to practice, focus on medium-difficulty real-world problems you might encounter in a software engineering role. Several of our backend engineering teams are searching for our next stunning colleagues. We recommend against interview coding practice puzzle-type exercises, as we don’t ask those types of questions.

Engineering 208

Engineering Games Entertainment Innovation 208

The Netflix TechBlog

SEPTEMBER 13, 2021

During our initial consultations, it was clear that developers preferred prioritizing product work over security or infrastructure improvements. The automation of the infrastructure setup, combined with reducing risk enough to streamline security review saves developers days, if not weeks, on each application.

Internet 227

Internet Internet Cloud Traffic 227

Dynatrace

JANUARY 19, 2021

Serverless architectures help developers innovate more efficiently and effectively by removing the burden of managing underlying infrastructure. – Robert Trueman, Head of Software Engineering at CDL. high-fidelity data,?which and other data sources?to to access this data and?to Davis data units.

Lambda 264

Lambda Serverless AWS Mobile 264

High Scalability

JANUARY 8, 2019

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. InMemory.Net provides a Dot Net native in memory database for analysing large amounts of data. Scalyr is a lightning-fast log management and operational data platform.

Java 137

Java Metrics Software Engineering DevOps 137

The Netflix TechBlog

OCTOBER 27, 2021

The Metaflow GUI allows data scientists to monitor their workflows in real-time, track experiments, and see detailed logs and results for every executed task. link] Metaflow is a full-stack framework for data science that we started developing at Netflix over four years ago and which we open-sourced in 2019.

Open Source 230

Open Source Monitoring Scalability Code 230

High Scalability

APRIL 16, 2019

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Join Etleap , an Amazon Redshift ETL tool to learn the latest trends in designing a modern analytics infrastructure. Who's Hiring? Make your job search O (1), not O ( n ).

Analytics 26

Analytics Java Metrics Software Engineering 26

High Scalability

APRIL 10, 2019

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Join Etleap , an Amazon Redshift ETL tool to learn the latest trends in designing a modern analytics infrastructure. Who's Hiring? Make your job search O (1), not O ( n ).

Analytics 26

Analytics Java Metrics Software Engineering 26

High Scalability

JUNE 19, 2018

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Datadog is a cloud-scale monitoring platform that combines infrastructure metrics, distributed traces, and logs all in one place. Who's Hiring? Apply here. Need excellent people?

Metrics 125

Metrics Software Engineering Engineering Infrastructure 125

High Scalability

DECEMBER 11, 2018

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. InMemory.Net provides a Dot Net native in memory database for analysing large amounts of data. Scalyr is a lightning-fast log management and operational data platform.

Java 125

Java Metrics Software Engineering DevOps 125

High Scalability

FEBRUARY 19, 2019

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Join Etleap , an Amazon Redshift ETL tool to learn the latest trends in designing a modern analytics infrastructure. Who's Hiring? Make your job search O (1), not O ( n ).

Software 125

Software Software Analytics Infrastructure 125

High Scalability

FEBRUARY 5, 2019

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Shape the future of software in your industry. Upcoming topics include infrastructure and application monitoring, AI/ML platforms, and more. Who's Hiring? Apply here.

Software 122

Software Software Infrastructure Engineering 122

Dynatrace

JANUARY 18, 2023

However, getting reliable answers from observability data so teams can automate more processes to ensure speed, quality, and reliability can be challenging. According to recent Dynatrace research , organizations expect to make software updates 58% more frequently in the coming year.

DevOps 246

DevOps Best Practices Innovation Strategy 246

The Netflix TechBlog

APRIL 26, 2022

ML algorithms can be only as good as the data that we provide to it. This post will focus on the large volume of high-quality data stored in Axion?—?our Figure 1: Netflix ML Architecture Fact: A fact is data about our members or videos. An example of data about members is the video they had watched or added to their My List.

Storage 195

Storage Design Scalability Latency 195

High Scalability

MARCH 19, 2019

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Join Etleap , an Amazon Redshift ETL tool to learn the latest trends in designing a modern analytics infrastructure. Who's Hiring? Make your job search O (1), not O ( n ).

Software 122

Software Software Analytics Infrastructure 122