The Netflix TechBlog

DECEMBER 3, 2022

Workflow Definitions Below you can see a typical file structure of a sample workflow package written in SparkSQL. ??? In every sample workflow package there are three workflow definition files that work together to provide flexible functionality. See an example high water mark job from the main workflow definition. -

Best Practices 358

Best Practices Code Testing Data Engineering 358

The Netflix TechBlog

FEBRUARY 16, 2021

However, with our rapid product innovation speed, the whole approach experienced significant challenges: Business Complexity: The existing SKU management solution was designed years ago when the engagement rules were simple?—?three The changes are administered by the regular git pull request flow and guarded by the validation infrastructure.

Mobile 209

Mobile Engineering Infrastructure Scalability 209

High Scalability

JULY 18, 2022

If you have a passion for databases (both SQL and NoSQL), significant experience building, managing, and monitoring infrastructure, databases, and backend services at scale and want to work with a rag-tag team of hardworking, but humble humans, then come check us out! has hours of system design content. InterviewCamp.io

Education 100

Education DevOps Infrastructure Scalability 100

Dynatrace

OCTOBER 4, 2022

A data lakehouse addresses these limitations and introduces an entirely new architectural design. Just a few minutes after installation, you get all the performance metrics and log data you need to monitor IT infrastructure of any complexity—from front end to back end. A schema is a fixed definition to organize data in certain fields.

Artificial Intelligence 275

Artificial Intelligence Analytics Storage Architecture 275

The Netflix TechBlog

FEBRUARY 3, 2021

Instead, the schema gets generated at runtime based on definitions in code. At Netflix we strongly prefer schema-first development because: The schema design is front and center of the developer experience. graphql-java is most popular for implementing schema-first GraphQL APIs in Java, but is designed to be a low level library.

Open Source 246

Open Source Java Architecture Metrics 246

Dynatrace

APRIL 13, 2021

You might have wondered what happens if OneAgent (operating in either full-stack or infrastructure monitoring modes) is disabled in the UI or via the REST API. ” As in the case of regular SaaS services, software updates happen as soon as possible and are designed to go relatively unnoticed in the background. a one-off event).

Processing 256

Processing Monitoring Performance Availability 256

High Scalability

JUNE 10, 2022

If you have a passion for databases (both SQL and NoSQL), significant experience building, managing, and monitoring infrastructure, databases, and backend services at scale and want to work with a rag-tag team of hardworking, but humble humans, then come check us out! has hours of system design content. InterviewCamp.io

Education 100

Education DevOps Infrastructure Scalability 100

Dynatrace

NOVEMBER 8, 2021

G2 Research includes a clear definition of APM in its Grid Report for Application Performance Monitoring for Spring 2021. ” APM vendors originally designed their solutions to quickly identify application performance issues in monolithic on-premises apps. Application performance insights.

Artificial Intelligence 238

Artificial Intelligence Monitoring Infrastructure Cloud 238

Dynatrace

JUNE 14, 2023

“The historical definition of observability is transforming,” Clayton said. Cloud-native apps and infrastructure There is strong traction within the market helping customers to better adopt cloud-native environments with speed and confidence. The recent Dynatrace innovations enable the ability to bring new value to new audiences.

Programming 189

Programming Analytics Innovation Best Practices 189

Dynatrace

OCTOBER 4, 2022

This data lands in its original, raw form without requiring schema definition. Designed to provide a single source of truth for structured data, they offer a way for organizations to simplify data management by centralizing inputs. Data lakehouses typically provide support for data ingestion through a variety of methods.

Artificial Intelligence 218

Artificial Intelligence Storage Analytics Government 218

High Scalability

MAY 4, 2022

If you have a passion for databases (both SQL and NoSQL), significant experience building, managing, and monitoring infrastructure, databases, and backend services at scale and want to work with a rag-tag team of hardworking, but humble humans, then come check us out! has hours of system design content. InterviewCamp.io

Education 100

Education DevOps Infrastructure Scalability 100

Dynatrace

MAY 5, 2021

Today we’re proud to announce the new Dynatrace Operator, designed from the ground up to handle the lifecycle of OneAgent, Kubernetes API monitoring, OneAgent traffic routing, and all future containerized componentry such as the forthcoming extension framework. Other Dynatrace components, like ActiveGate, are deployed separately.

Cloud 232

Cloud Traffic Monitoring Open Source 232

High Scalability

FEBRUARY 1, 2022

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

AUGUST 24, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

OCTOBER 27, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

DECEMBER 9, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

SEPTEMBER 29, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

SEPTEMBER 15, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

JULY 15, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

JUNE 29, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

JUNE 8, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Infrastructure Scalability 100

Dynatrace

APRIL 8, 2021

Most organizations have a grab bag of monitoring tools, each designed for a specific use case. Some may monitor web apps, others might be more focused on infrastructure and Kubernetes, and there might even be a separate monitoring tool for native-mobile apps. Dynatrace supports GDPR compliance by design.

Mobile 170

Mobile Monitoring Analytics Google 170

The Netflix TechBlog

SEPTEMBER 10, 2019

Our A/B tests range across UI, algorithms, messaging, marketing, operations, and infrastructure changes. Challenges with Pre-existing Infrastructure Netflix’s well-known experimentation culture was fueled by our previous infrastructure: an optimized framework that scaled to the wide variety of use cases across Netflix.

Metrics 215

Metrics Architecture Infrastructure Innovation 215

High Scalability

MARCH 18, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

MARCH 18, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. All in under 48 hours. InterviewCamp.io

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

MAY 18, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

APRIL 7, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. InterviewCamp.io Try out their platform.

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

OCTOBER 24, 2022

Cloud Infrastructure Services -- An analysis of potentially anti-competitive practices by Professor Frédéric Jenny. What some consider infrastructure or platform is just another cloud service. Here are a few useful resources for exploring this argument: Maintaining monopolies with the cloud by Cory Doctorow.

Cloud 187

Cloud Hardware Infrastructure Innovation 187

The Netflix TechBlog

JANUARY 10, 2024

Since then, the video pipeline has undergone substantial improvements and broad expansions: Starting with Standard Dynamic Range (SDR) at Standard-Definitions , we expanded the encoding pipeline to 4K and High Dynamic Range (HDR) which enabled support for our premium offering.

Processing 229

Processing Media Latency Innovation 229

High Scalability

MARCH 18, 2021

As Kinsta’s DevOps Engineer, you will be instrumental in making sure that our infrastructure is always on the bleeding edge of technology, remaining stable and high-performing at all times. has hours of system design content. They also do live system design discussions every week. All in under 48 hours. InterviewCamp.io

Education 100

Education DevOps AWS Scalability 100

Percona

JULY 19, 2023

I have two: bundle.yaml – deploys Custom Resource Definitions, Service Account, and the Deployment of the Operator argo-test.yaml – deploys the PostgreSQL Custom Resource manifest that Operator will process There are some changes that you would need to make to ensure that ArgoCD works with Percona Operator.

Servers 78

Servers Best Practices DevOps Open Source 78

The Netflix TechBlog

APRIL 12, 2022

The Studio Search platform was designed to take a portion of the federated graph, a subgraph rooted at an entity of interest, and make it searchable. We’re currently exploring options for treating these indices and their pipelines as declarative infrastructure managed within the application that consumes them.

Engineering 263

Engineering Architecture Java Infrastructure 263

Dynatrace

DECEMBER 2, 2021

To get a better handle on this, let’s start with some definitions. SLOs can be a great way for DevOps and infrastructure teams to use data and performance expectations to make decisions, such as whether to release, and where engineers should focus their time. What are SLAs, SLOs, SLIs, and error budgets? Promote automation.

Metrics 200

Metrics Best Practices DevOps Infrastructure 200

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. In effect, the engineer designs and builds the world wherein the software operates. What: The Modern Stack of ML Infrastructure.

DevOps 137

DevOps Software Engineering Infrastructure Open Source 137

O'Reilly

NOVEMBER 28, 2023

Even with cloud-based foundation models like GPT-4, which eliminate the need to develop your own model or provide your own infrastructure, fine-tuning a model for any particular use case is still a major undertaking. Such policies would be designed to mitigate legal problems and require regulatory compliance. of users and 3.9%

Open Source 106

Open Source Artificial Intelligence Google Infrastructure 106

The Netflix TechBlog

JANUARY 11, 2022

To directly support great decision-making throughout the company, there are a number of data science teams at Netflix that partner directly with Product Managers, engineering teams, and other business units to design, execute, and learn from experiments. see the end of those relationships when members elect to cancel.

Innovation 243

Innovation Metrics Engineering Testing 243

ACM Sigarch

AUGUST 3, 2023

(Editor’s Note: This post was submitted as a rebuttal to Andrew Chien’s July 24 SIGARCH Blog Post ) The recent post “ Why Embodied Carbon is a poor Architecture Design metric, and Operational Carbon remains an important Problem ” by Prof. Throughout, we adopt the Greenhouse Gas Protocol scope definition as used in Prof.

Energy 98

Energy Architecture Hardware Metrics 98