Dynatrace

AUGUST 17, 2021

This method of structuring, developing, and operating complex, multi-function software as a collection of smaller independent services is known as microservice architecture. ” it helps to understand the monolithic architectures that preceded them. Understanding monolithic architectures.

Architecture 246

Architecture Software Software Development 246

Dynatrace

AUGUST 17, 2021

This method of structuring, developing, and operating complex, multi-function software as a collection of smaller independent services is known as microservice architecture. ” it helps to understand the monolithic architectures that preceded them. Understanding monolithic architectures.

Architecture 245

Architecture Software Software Development 245

The Netflix TechBlog

AUGUST 1, 2022

A Data Movement and Processing Platform @ Netflix By Bo Lei , Guilherme Pires , James Shao , Kasturi Chatterjee , Sujay Jain , Vlad Sydorenko Background Realtime processing technologies (A.K.A stream processing) is one of the key factors that enable Netflix to maintain its leading position in the competition of entertaining our users.

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Processing Transportation Entertainment Tuning 273

DZone

NOVEMBER 16, 2023

This article is intended for data scientists, AI researchers, machine learning engineers, and advanced practitioners in the field of artificial intelligence who have a solid grounding in machine learning concepts, natural language processing , and deep learning architectures.

Artificial Intelligence 264

Artificial Intelligence Architecture Network Engineering 264

DZone

AUGUST 28, 2023

As their story unfolds, and with the relentless additions of new features and modifications to existing ones, this once sleek application has grown into a complex, intertwined system. Fortunately, the concept of Architectural Observability steps in to help.

Architecture 246

Architecture Retail Software Architecture Infrastructure 246

DZone

AUGUST 13, 2024

Our company uses artificial intelligence (AI) and machine learning to streamline the comparison and purchasing process for car insurance and car loans. To avoid extensive maintenance, we adopted JuiceFS, a distributed file system with high performance. As our data grew, we had problems with AWS Redshift which was slow and expensive.

Artificial Intelligence 226

Artificial Intelligence Architecture AWS Storage 226

Dynatrace

DECEMBER 5, 2023

Without observability, the benefits of ARM are lost Over the last decade and a half, a new wave of computer architecture has overtaken the world. ARM architecture, based on a processor type optimized for cloud and hyperscale computing, has become the most prevalent on the planet, with billions of ARM devices currently in use.

Efficiency 272

Efficiency Architecture Energy Monitoring 272

Dynatrace

JULY 7, 2022

Many organizations are taking a microservices approach to IT architecture. However, in some cases, an organization may be better suited to another architecture approach. Therefore, it’s critical to weigh the advantages of microservices against its potential issues, other architecture approaches, and your unique business needs.

Architecture 207

Architecture Serverless Azure Programming 207

DZone

NOVEMBER 7, 2023

In the labyrinth of data-driven architectures, the challenge of data integration—fusing data from disparate sources into a coherent, usable form — stands as one of the cornerstones. However, it would be a mistake to dismiss batch processing as an antiquated approach. Systems were not equipped to handle multiple tasks simultaneously.

Processing 189

Processing Architecture Technology Technology 189

Dynatrace

JULY 14, 2022

As federal agencies implement zero trust (ZT) as directed by the White House “Executive Order on Improving the Nation’s Cybersecurity,” there’s growing concern that zero trust architecture and great user experiences can’t coexist. Then, the system told me to call a number to set it up manually.

Government 218

Government Architecture Best Practices Virtualization 218

Dynatrace

MAY 23, 2022

As a result, organizations are weighing microservices vs. monolithic architecture to improve software delivery speed and quality. Traditional monolithic architectures are built around the concept of large applications that are self-contained, independent, and incorporate myriad capabilities. What is monolithic architecture?

Architecture 201

Architecture DevOps Monitoring Programming 201

Scalegrid

MAY 13, 2020

Greenplum Database is a massively parallel processing (MPP) SQL database that is built and based on PostgreSQL. In this blog post, we explain what Greenplum is, and break down the Greenplum architecture, advantages, major use cases, and how to get started. The Greenplum Architecture. The Greenplum Architecture.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Dynatrace

JULY 24, 2024

A zero trust architecture (ZTA) model comprises seven pillars to enhance the security posture of all organizations, from government agencies to private sector enterprises. ZTA is a set of system design principles with a security model in mind. A DevSecOps framework. Software risk management.

Government 197

Government Architecture Analytics Strategy 197

Dynatrace

JANUARY 12, 2022

Messaging systems can significantly improve the reliability, performance, and scalability of the communication processes between applications and services. In serverless and microservices architectures, messaging systems are often used to build asynchronous service-to-service communication. Dynatrace news.

Analytics 193

Analytics Systems DevOps Healthcare 193

DZone

JANUARY 31, 2024

The reality of the startup is that engineering teams are often at a crossroads when it comes to choosing the foundational architecture for their software applications. The allure of a microservice architecture is understandable in today's tech state of affairs, where scalability, flexibility, and independence are highly valued.

Architecture 289

Architecture Scalability Design Engineering 289

The Netflix TechBlog

SEPTEMBER 29, 2022

Timestone: Netflix’s High-Throughput, Low-Latency Priority Queueing System with Built-in Support for Non-Parallelizable Workloads by Kostas Christidis Introduction Timestone is a high-throughput, low-latency priority queueing system we built in-house to support the needs of Cosmos , our media encoding platform. Over the past 2.5

Latency 222

Latency Systems Media Serverless 222

DZone

MARCH 5, 2024

Building scalable systems using microservices architecture is a strategic approach to developing complex applications. This step-by-step guide outlines the process of creating a microservices-based system, complete with detailed examples.

Strategy 291

Strategy Scalability Architecture Systems 291

DZone

MAY 15, 2023

In today's fast-paced software development landscape, microservices have emerged as a popular architectural pattern. This architectural style enables teams to develop and deploy services independently, offering flexibility and scalability to the software development process. But what exactly are microservices?

Best Practices 312

Best Practices Architecture Scalability Software 312

DZone

SEPTEMBER 16, 2024

This data is then sent to centralized observability platforms where it can be analyzed to gain valuable insights into system performance, identify issues, and optimize operations. By efficiently capturing, processing, and transmitting logs, metrics, and traces, observability agents provide a comprehensive view of system health and behavior.

Architecture 162

Architecture Network Infrastructure Metrics 162

Dynatrace

NOVEMBER 22, 2022

The nirvana state of system uptime at peak loads is known as “five-nines availability.” In its pursuit, IT teams hover over system performance dashboards hoping their preparations will deliver five nines—or even four nines—availability. How can IT teams deliver system availability under peak loads that will satisfy customers?

Infrastructure 189

Infrastructure Availability Systems Retail 189

The Netflix TechBlog

MAY 4, 2023

Behind the scenes, a myriad of systems and services are involved in orchestrating the product experience. These backend systems are consistently being evolved and optimized to meet and exceed customer and product expectations. This blog series will examine the tools, techniques, and strategies we have utilized to achieve this goal.

Traffic 347

Traffic Latency Tuning Systems 347

The Netflix TechBlog

MARCH 14, 2023

Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix. We implemented a batch processing system for users to submit their requests and wait for the system to generate the output. Processing took several hours to complete.

Media 299

Media Innovation Energy Architecture 299

Dynatrace

OCTOBER 1, 2021

As dynamic systems architectures increase in complexity and scale, IT teams face mounting pressure to track and respond to conditions and issues across their multi-cloud environments. Dynatrace news. But what is observability? Why is it important, and what can it actually help organizations achieve? What is observability?

Metrics 363

Metrics Open Source Monitoring Cloud 363

Dynatrace

NOVEMBER 10, 2022

To take full advantage of the scalability, flexibility, and resilience of cloud platforms, organizations need to build or rearchitect applications around a cloud-native architecture. So, what is cloud-native architecture, exactly? What is cloud-native architecture? The principles of cloud-native architecture.

Cloud 162

Cloud Architecture Serverless Infrastructure 162

Dynatrace

OCTOBER 7, 2021

To get a better understanding of AWS serverless, we’ll first explore the basics of serverless architectures, review AWS serverless offerings, and explore common use cases. Serverless architecture: A primer. Serverless architecture shifts application hosting functions away from local servers onto those managed by providers.

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Serverless AWS Lambda Storage 287

Scalegrid

FEBRUARY 8, 2024

A distributed storage system is foundational in today’s data-driven landscape, ensuring data spread over multiple servers is reliable, accessible, and manageable. This guide delves into how these systems work, the challenges they solve, and their essential role in businesses and technology.

Storage 130

Storage Systems Big Data Azure 130

DZone

DECEMBER 20, 2023

Observability platforms are akin to the immune system. Just like immune cells are everywhere in human bodies, an observability platform patrols every corner of your devices, components, and architectures, identifying any potential threats and proactively mitigating them. This is based on two reasons:

Speed 277

Speed Architecture Systems Processing 277

DZone

FEBRUARY 29, 2024

In the vibrant world of microservices and event-driven architectures, messaging queues have emerged as a critical component, enabling asynchronous communication, decoupling systems, and unlocking scalability. However, with a vibrant landscape of options, choosing the optimal queue can feel like navigating a complex maze.

Scalability 263

Scalability Architecture Processing Systems 263

Dynatrace

OCTOBER 2, 2023

Transforming an application from monolith to microservices-based architecture can be daunting, and knowing where to start can be difficult. Unsurprisingly, organizations are breaking away from monolithic architectures and moving toward event-driven microservices. Migration is time-consuming and involved.

Architecture 239

Architecture Artificial Intelligence Cloud Open Source 239

The Netflix TechBlog

DECEMBER 11, 2020

Our Journey so Far Over the past year, we’ve implemented the core infrastructure pieces necessary for a federated GraphQL architecture as described in our previous post: Studio Edge Architecture The first Domain Graph Service (DGS) on the platform was the former GraphQL monolith that we discussed in our first post (Studio API).

Architecture 256

Architecture Best Practices Engineering Open Source 256

The Netflix TechBlog

SEPTEMBER 24, 2021

By Xiaomei Liu , Rosanna Lee , Cyril Concolato Introduction Behind the scenes of the beloved Netflix streaming service and content, there are many technology innovations in media processing. Packaging has always been an important step in media processing. Uploading and downloading data always come with a penalty, namely latency.

Cloud 242

Cloud Media Storage Cache 242

DZone

OCTOBER 23, 2023

In most financial firms, online transaction processing (OLTP) often relies on static or infrequently updated data, also called reference data.

AWS 275

AWS Performance Database Architecture 275

Dynatrace

OCTOBER 4, 2022

Grail architectural basics. The aforementioned principles have, of course, a major impact on the overall architecture. A data lakehouse addresses these limitations and introduces an entirely new architectural design. Ingest and process with Grail. It’s based on cloud-native architecture and built for the cloud.

Artificial Intelligence 273

Artificial Intelligence Analytics Storage Architecture 273

DZone

JUNE 11, 2020

It's challenging to troubleshoot issues in a distributed database because the information about the system is scattered in different machines. TiDB is an open-source, distributed SQL database that supports Hybrid Transactional/Analytical Processing (HTAP) workloads. Before version 4.0,

Database 246

Database Open Source Analytics Architecture 246

The Netflix TechBlog

JUNE 13, 2023

This is where large-scale system migrations come into play. Replay traffic testing gives us the initial foundation of validation, but as our migration process unfolds, we are met with the need for a carefully controlled migration process. Canaries and sticky canaries are valuable tools in the system migration process.

Traffic 285

Traffic Metrics Systems Strategy 285

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering (SRE) is the practice of applying software engineering principles to operations and infrastructure processes to help organizations create highly reliable and scalable software systems. SRE applies DevOps principles to developing systems and software that help increase site reliability and performance.

Engineering 258

Engineering DevOps Government Latency 258

Dynatrace

JANUARY 26, 2021

Traditional computing models rely on virtual or physical machines, where each instance includes a complete operating system, CPU cycles, and memory. Within this paradigm, it is possible to run entire architectures without touching a traditional virtual server, either locally or in the cloud. The Serverless Process.

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Serverless Efficiency Lambda Azure 245