The Netflix TechBlog

APRIL 12, 2022

In a federated graph architecture, how can we answer such a query given that each entity is served by its own service? Architecture Putting this all together, below you can see a simplified view of the architecture. This was done using graphql-java. Data Mesh streams are schematized with Avro.

Engineering 272

Engineering Architecture Java Infrastructure 272

Dynatrace

OCTOBER 4, 2022

For IT infrastructure managers and site reliability engineers, or SREs , logs provide a treasure trove of data. These traditional approaches to log monitoring and log analytics thwart IT teams’ goal to address infrastructure performance problems, security threats, and user experience issues. Cost-effective architecture.

Analytics 228

Analytics Storage Infrastructure Metrics 228

Dynatrace

MAY 9, 2022

Cloud migration enables IT teams to enlist public cloud infrastructure so an organization can innovate without getting bogged down in managing all aspects of IT infrastructure as it scales. They need ways to monitor infrastructure, even if it’s no longer on premises. Right-sizing infrastructure. Repurchase.

Strategy 205

Strategy Cloud Infrastructure Metrics 205

Dynatrace

MAY 2, 2024

Additionally, blind spots in cloud architecture are making it increasingly difficult for organizations to balance application performance with a robust security posture. Whether multicloud or hybrid , public or private, cloud-native architecture offers flexibility and agility to help organizations deliver software faster.

Artificial Intelligence 236

Artificial Intelligence Cloud Best Practices DevOps 236

The Netflix TechBlog

SEPTEMBER 8, 2020

We tried a few iterations of what this new service should look like, and eventually settled on a modern architecture that aimed to give more control of the API experience to the client teams. service with a composable JavaScript API that made downstream microservice calls, replacing the old Java API. Java…Script? It was a Node.js

Latency 242

Latency Cache Java Traffic 242

Dynatrace

MARCH 6, 2024

This is particularly vital for securing observability solutions like Dynatrace® Kubernetes infrastructure observability, application observability, and Application Security. Ensuring immutability—coupled with thorough scanning and strict verification—is crucial for any container entering Kubernetes clusters.

Cloud 219

Cloud Monitoring Java Internet 219

Dynatrace

JANUARY 17, 2023

Kubernetes teams lack simple, consistent, vendor-agnostic architectures for analyzing observability signals across teams. OpenTelemetry SDKs are available for most contemporary programming languages, such as C++, Go, Java, JavaScript, and Python (see [link] for the full list). Choosing where and how to collect data is overwhelming.

Analytics 287

Analytics Metrics Open Source Java 287

Dynatrace

MAY 5, 2021

Both Kubernetes monitoring and routing capabilities now use a containerized architecture and are managed by the new Dynatrace Operator. Only Dynatrace provides this level of of infrastructure and application observability in one comprehensive solution. More ActiveGate capabilities will be available as Kubernetes pods later this year.

Cloud 230

Cloud Traffic Monitoring Open Source 230

Dynatrace

APRIL 13, 2023

Log auditing—and its investigative partner, log forensics—are becoming essential practices for securing cloud-native applications and infrastructure. As organizations adopt more cloud-native technologies, observability data—telemetry from applications and infrastructure, including logs, metrics, and traces—and security data are converging.

Java 192

Java Analytics Infrastructure Cloud 192

Dynatrace

JUNE 13, 2022

They can develop software applications rapidly and gain access to extensible cloud resources without having to sink costs into IT plumbing or managing this infrastructure themselves. Spring4Shell: Detect and mitigate new zero-day vulnerabilities in the Java Spring Framework – blog. DevSecOps: Security by design. Read more now.

Open Source 228

Open Source DevOps Java Innovation 228

InfoQ

APRIL 18, 2023

The company provides a comprehensive insight into its architecture, designed to manage real-time messages at scale. It highlights the unique challenges posed by delivering real-time messages across different time zones and regions and how Slack's engineers designed the infrastructure to handle them. By Eran Stiller

Architecture 103

Architecture Design Infrastructure Engineering 103

Dynatrace

APRIL 21, 2022

As organizations adopt microservices architecture with cloud-native technologies such as Microsoft Azure , many quickly notice an increase in operational complexity. The Azure Well-Architected Framework is a set of guiding tenets organizations can use to evaluate architecture and implement designs that will scale over time.

Azure 195

Azure Monitoring Virtualization Metrics 195

The Netflix TechBlog

SEPTEMBER 13, 2021

Adding to the complexity, many of the checklist items themselves had a variety of different options to fulfill them (“new apps do this , but legacy apps do that”; “Java apps should use this approach , but Ruby apps should try one of these four things”… yes, there were flowcharts inside checklists.

Internet 228

Internet Internet Cloud Traffic 228

Strategic Tech

JULY 21, 2020

Most organisations go through an architecture modernisation effort at some point as their systems drift into a state of intolerable maintenance costs and they diverge too far from modern technological advances. What architecture will be optimal for enabling that business vision? How are we going to deliver the new architecture?

Architecture 98

Architecture Design Software Architecture Strategy 98

Dynatrace

DECEMBER 8, 2020

It identifies the biggest security problems and avoids your team chasing false positives by combining two unique technologies: PurePath distributed tracing and Smartscape , the automatically generated real-time topology map of all components of your containerized microservice architecture, including their interdependencies. Next up: node.js.

Cloud 295

Cloud Open Source Internet Internet 295

Dynatrace

MAY 23, 2022

As a result, while cloud architecture has enabled organizations to develop applications iteratively, it also increased exposure to vulnerabilities. Because of their flexibility, dynamic, ephemeral environments are more difficult to monitor in real time than traditional on-premises infrastructure.

Strategy 230

Strategy Innovation Cloud Serverless 230

Dynatrace

NOVEMBER 20, 2019

At Dynatrace, where we provide a software intelligence platform for hybrid environments (from infrastructure to cloud) we see a growing need to measure how mainframe architecture and the services running on it contribute to the overall performance and availability of applications. Full-stack and cloud-infrastructure monitoring modes.

Availability 32

Availability Hardware Java Tuning 32

Dynatrace

MARCH 1, 2023

As digital transformation accelerates, organizations turn to hybrid and multicloud architectures to innovate, grow, and reduce costs. But the complexity and scale of multicloud architecture invites new enterprise challenges. Protection means securing complex, distributed and high-velocity cloud architectures,” the article continued.

Strategy 219

Strategy Software Software Cloud 219

Dynatrace

DECEMBER 9, 2021

Applications are a common source of security breaches but the prevalence of cloud-native architectures, open source, third-party libraries, and container runtime environments makes the management of modern IT environments complex. Security teams struggle with manual approaches and lack runtime insights.

Social Media 193

Social Media Open Source Cloud Media 193

Dynatrace

FEBRUARY 25, 2021

This has led to the recent release of our new Lambda monitoring extension supporting Node.js, Java, and Python. Distributing accounts across the infrastructure is an architectural decision, as a given account often has similar usage patterns, languages, and sizes for their Lambda functions. file uploaded to AWS Lambda.

Lambda 225

Lambda AWS Monitoring Serverless 225

Dynatrace

OCTOBER 15, 2021

OpenTelemetry reference architecture. Capturing data is critical to understanding how your applications and infrastructure are performing at any given time. Metrics originate from several sources including infrastructure, hosts, and third-party sources. Source: OpenTelemetry Documentation. What is telemetry data?

Open Source 225

Open Source Metrics Cloud Transportation 225

Dynatrace

MAY 1, 2020

Other distributions like Debian and Fedora are available as well, in addition to other software like VMware, NGINX, Docker, and, of course, Java. We anticipate massive growth in the popularity of this architecture in the coming quarters, driven additionally by companies’ push for cost reductions.

Java 133

Java Hardware Metrics Tuning 133

O'Reilly

FEBRUARY 18, 2020

Software architecture, infrastructure, and operations are each changing rapidly. The shift to cloud native design is transforming both software architecture and infrastructure and operations. Also: infrastructure and operations is trending up, while DevOps is trending down. Coincidence?

Software Architecture 135

Software Architecture DevOps Data Engineering Architecture 135

Dynatrace

APRIL 11, 2023

Cloud application security remains challenging because organizations lack end-to-end visibility into cloud architecture. As organizations migrate applications to the cloud, they must balance the agility that microservices architecture brings with the complexity and lack of transparency that can also come with it.

Cloud 193

Cloud DevOps Open Source Retail 193

Dynatrace

MAY 8, 2023

Consumers expect personalized, proactive, and convenient service, which traditional application architectures often struggle to provide. However, digital transformation requires significant investment in technology infrastructure and processes. Improved customer experience. Competitive advantage.

Strategy 181

Strategy Retail DevOps Education 181

O'Reilly Software

OCTOBER 23, 2018

I should start by saying this section does not offer a treatise on how to do architecture. Vitruvius and the principles of architecture. Architecture begins when someone has a nontrivial problem to be solved. Everyone who goes to architecture school learns his work. It must be beautiful, like Venus, inspiring love.

Strategy 100

Strategy Architecture Technology Technology 100

The Netflix TechBlog

MAY 14, 2021

Managing and operating asynchronous workflows can be difficult without the proper tools and architecture that puts observability, debugging, and tracing at the forefront. Initial offering of Prodicle Distribution backend When we decided to migrate the asynchronous workflow to Java, we landed on these additional requirements: 1.

Traffic 167

Traffic Java Latency Google 167

Dynatrace

JANUARY 12, 2022

In serverless and microservices architectures, messaging systems are often used to build asynchronous service-to-service communication. Start your free trial today for best-in-class APM, infrastructure monitoring, and AIOps, all in a single solution. Finally, you can configure and activate them there. New to Dynatrace?

Analytics 193

Analytics Systems DevOps Healthcare 193

The Netflix TechBlog

MARCH 10, 2023

No matter whether you use in-house deployments or hosted solutions, you can quickly stand up an Elasticsearch cluster, and start integrating it from your application using one of the clients provided based on your programming language (Elasticsearch has a rich set of languages it supports; Java, Python, .Net, Net, Ruby, Perl etc.).

Strategy 265

Strategy Cache Storage Analytics 265

Dynatrace

JULY 18, 2022

The OpenTelemetry project was created to address the growing need for artificial intelligence-enabled IT operations — or AIOps — as organizations broaden their technology horizons beyond on-premises infrastructure and into multiple clouds. The other option is semi-automatic instrumentation.

Artificial Intelligence 200

Artificial Intelligence Open Source Analytics Monitoring 200

The Netflix TechBlog

JULY 26, 2021

Netflix is known for its loosely coupled microservice architecture and with a global studio footprint, surfacing and connecting the data from microservices into a studio data catalog in real time has become more important than ever. CDC events can also be sent to Data Mesh via a Java Client Producer Library.

Big Data 257

Big Data Government Processing Analytics 257

Dynatrace

AUGUST 7, 2023

Learn more about securing modern applications and infrastructure and how to integrate security analytics into your DevSecOps initiative with the following resources. Spring4Shell: Detect and mitigate new zero-day vulnerabilities in the Java Spring Framework – blog Spring4Shell vulnerabilities expose Java Spring Framework apps to exploitation.

DevOps 192

DevOps Analytics Best Practices Java 192

All Things Distributed

FEBRUARY 18, 2013

Today Amazon Web Services launched AWS OpsWorks , a flexible application management solution with automation tools that enable you to model and control your applications and their supporting infrastructure. Elastic Beanstalk supports the most common web architectures, application containers, and frameworks. Operational Control â??

AWS 145

AWS Cloud Architecture Infrastructure 145

High Scalability

JULY 20, 2018

That’s mapping applications to the specific architectural choices. The third wing of the architecture piece is the “domain specific system-on-chip.” crabbone : This is the prism through which Java programmers view the world. Some say MRAM will never work in automotive. They never question this belief.

Internet 121

Internet Internet Scalability Automotive 121

The Netflix TechBlog

OCTOBER 16, 2019

By Ammar Khaku Introduction In a microservice architecture such as Netflix’s, propagating datasets from a single source to multiple downstream destinations can be challenging. Without infrastructure-level support, every team ends up building their own point solution to varying degrees of success. and in many cases drives?—?system

Cache 192

Cache Architecture Metrics Java 192

Dynatrace

AUGUST 8, 2019

At Dynatrace, where we provide a software intelligence platform for hybrid environments (from infrastructure to cloud) we see a growing need to measure how mainframe architecture and the services running on it contribute to the overall performance and availability of applications. Full-stack and cloud-infrastructure monitoring modes.

Availability 25

Availability Hardware Java Tuning 25

Dynatrace

JANUARY 28, 2021

For today’s highly dynamic and exceedingly complex production environments, performance problems that are evident at the service level (for example, slow response times or failed requests) are often the result of underlying (cloud) infrastructure issues. Unlock extended end-to-end traceability for OpenTelemetry-instrumented Go applications.

Traffic 171

Traffic Open Source Servers Cloud 171