Dynatrace

NOVEMBER 15, 2022

Business events powered by our new Grail™ data lakehouse and by other Dynatrace platform technologies ensures the real-time precision that business and IT teams need to make data-driven decisions and improve business outcomes. Business events deliver the industry’s broadest, deepest, and easiest access to your critical business data.

Analytics 264

Analytics Mobile Metrics Games 264

The Netflix TechBlog

MARCH 28, 2025

This scenario underscored the need for a new recommender system architecture where member preference learning is centralized, enhancing accessibility and utility across different models. To harness this data effectively, we employ a process of interaction tokenization, ensuring meaningful events are identified and redundancies are minimized.

Tuning 200

Tuning Efficiency Latency Strategy 200

Dynatrace

APRIL 5, 2024

The first part of this blog post briefly explores the integration of SLO events with AI. Consequently, the AI is founded upon the related events, and due to the detection parameters (threshold, period, analysis interval, frequent detection, etc), an issue arose. See the following example with BurnRate formula for Failure rate event.

Efficiency 264

Efficiency Traffic Tuning Metrics 264

DZone

JANUARY 2, 2024

The Publish/Subscribe (Pub/Sub) pattern is a widely-used software architecture paradigm, particularly relevant in the design of distributed, messaging-driven systems. This decoupling is facilitated through a central component known as the message broker or event bus, which manages the delivery of messages.

Architecture 193

Architecture Software Architecture Scalability Design 193

The Netflix TechBlog

MARCH 4, 2025

Part 3: System Strategies and Architecture By: VarunKhaitan With special thanks to my stunning colleagues: Mallika Rao , Esmir Mesic , HugoMarques This blog post is a continuation of Part 2 , where we cleared the ambiguity around title launch observability at Netflix. The response schema for the observability endpoint.

Traffic 180

Traffic Strategy Entertainment Innovation 180

InfoQ

NOVEMBER 1, 2024

At QCon San Francisco 2024, software architecture is front and center, with two tracks dedicated to exploring some of the largest and most complex architectures today. Join senior software practitioners as they provide inspiration and practical lessons for architects seeking to tackle issues at a massive scale. By Artenisa Chatziou

Software Architecture 87

Software Architecture Architecture Software Software 87

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.

Serverless 325

Serverless AWS Lambda Storage 325

Scalegrid

FEBRUARY 24, 2025

This decoupling is crucial in modern architectures where scalability and fault tolerance are paramount. The architecture of RabbitMQ is meticulously designed for complex message routing, enabling dynamic and flexible interactions between producers and consumers.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Scalegrid

MAY 13, 2020

In this blog post, we explain what Greenplum is, and break down the Greenplum architecture, advantages, major use cases, and how to get started. It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

DZone

FEBRUARY 29, 2024

In the world of cloud computing and event-driven applications, efficiency and flexibility are absolute necessities. A proper architecture ensures that there are no bottlenecks in the movement of messages. A smooth flow of messages in an event-driven application is the key to its performance and efficiency.

Efficiency 264

Efficiency AWS Scalability Architecture 264

DZone

JANUARY 8, 2024

Understanding the strengths and applications of these load-balancing services is crucial for architects and administrators seeking to design resilient and responsive solutions in the Azure cloud environment. Load balancing is a critical component in cloud architectures for various reasons. What Is Load Balancing?

Azure 287

Azure Scalability Traffic Performance 287

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. Before jumping into either of those scenarios, have a look at what Strategic Domain-Driven Design can offer you.

Architecture 98

Architecture Design Software Architecture Strategy 98

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. The architects and developers who create the software must design it to be observed. Dynatrace news. Benefits of observability.

Metrics 363

Metrics Open Source Monitoring Cloud 363

Dynatrace

JULY 11, 2023

We’re delighted to share that IBM and Dynatrace have joined forces to bring the Dynatrace Operator, along with the comprehensive capabilities of the Dynatrace platform, to Red Hat OpenShift on the IBM Power architecture (ppc64le). It also detects new containers and injects OneAgent code modules into application pods.

Architecture 189

Architecture Availability Infrastructure Metrics 189

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 278

Architecture Artificial Intelligence Cloud Open Source 278

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. It’s based on cloud-native architecture and built for the cloud. But what does that mean?

Artificial Intelligence 290

Artificial Intelligence Analytics Storage Architecture 290

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 255

Architecture Best Practices Engineering Open Source 255

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? 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. however, application events are also supported when necessary.

Engineering 271

Engineering Architecture Java Infrastructure 271

Dynatrace

OCTOBER 8, 2024

Modern observability has evolved from simple metric telemetry monitoring to encompass a wide range of data, including logs, traces, events, alerts, and resource attributes. The problem feed is designed to prioritize active issues, ensuring they always appear at the top, regardless of how long they’ve been ongoing.

Infrastructure 264

Infrastructure Cloud Speed Architecture 264

Dynatrace

AUGUST 11, 2022

This code is then executed on remote servers in response to an event, such as users interacting with functional web elements. FaaS vs. monolithic architectures. Monolithic architectures were commonplace with legacy, on-premises software solutions. Breaking down the benefits of function as a service. Increased availability.

Development 279

Development Serverless Best Practices Lambda 279

Dynatrace

NOVEMBER 24, 2020

As organizations plan, migrate, transform, and operate their workloads on AWS, it’s vital that they follow a consistent approach to evaluating both the on-premises architecture and the upcoming design for cloud-based architecture. Fully conceptualizing capacity requirements.

AWS 221

AWS Artificial Intelligence Best Practices Lambda 221

All Things Distributed

JULY 14, 2015

In this blog post, I will explain how these three new capabilities empower you to build applications with distributed systems architecture and create responsive, reliable, and high-performance applications using DynamoDB that work at any scale. DynamoDB Streams simplifies and improves this design pattern with a distributed systems approach.

Database 158

Database Lambda AWS IoT 158

The Netflix TechBlog

OCTOBER 8, 2024

In previous blog posts, we introduced the Key-Value Data Abstraction Layer and the Data Gateway Platform , both of which are integral to Netflix’s data architecture. Instead, we focus on addressing the challenge of storing and accessing extremely high-throughput, immutable temporal event data in a low-latency and cost-efficient manner.

Latency 239

Latency Storage Traffic Tuning 239

Dynatrace

APRIL 19, 2024

Bring logic to data with easy-to-build apps As a unified observability and security platform, Dynatrace is designed to be open and customizable from the ground up. Pre-built custom dashboards enable the team to share the hourly billing data with development teams, giving them insights into how architecture and design decisions drive costs.

AWS 264

AWS Analytics Cloud Monitoring 264

Dynatrace

JUNE 10, 2024

Improved compliance A better understanding of data security across multiple applications and environments provides a unified view of events and information. Security analytics vs. SIEM Security information and event management (SIEM) tools are staples of enterprise security. This offers two advantages for compliance.

Analytics 264

Analytics Network Open Source Hardware 264

Dynatrace

FEBRUARY 15, 2023

Grail – the foundation of exploratory analytics Grail can already store and process log and business events. Introducing Metrics on Grail Despite their many advantages, modern cloud-native architectures can result in scalability and fragmentation challenges. Sharing and collaborating with teams is now easier than ever before.

Analytics 264

Analytics Social Media Metrics Design 264

Dynatrace

JULY 24, 2024

As we did with IBM Power , we’re delighted to share that IBM and Dynatrace have joined forces to bring the Dynatrace Operator, along with the comprehensive capabilities of the Dynatrace platform, to Red Hat OpenShift on the IBM Z and LinuxONE architecture (s390x). Dynatrace is designed to scale easily across the entire Kubernetes stack.

Availability 279

Availability Infrastructure Metrics Hardware 279

Dynatrace

DECEMBER 21, 2023

Evaluating these on three levels—data center, host, and application architecture (plus code)—is helpful. Options at each level offer significant potential benefits, especially when complemented by practices that influence the design and purchase decisions made by IT leaders and individual contributors.

Cloud 264

Cloud Energy Best Practices Cache 264

Dynatrace

JANUARY 12, 2021

IT, DevOps, and SRE teams are racing to keep up with the ever-expanding complexity of modern enterprise cloud ecosystems and the business demands they are designed to support. Observability is the new standard of visibility and monitoring for cloud-native architectures. Dynatrace news. Leaders in tech are calling for radical change.

Monitoring 246

Monitoring Artificial Intelligence DevOps Serverless 246

Dynatrace

MAY 24, 2023

Microsoft initially designed the OS for internal use to develop and manage Azure services. The core operating system has a lightweight footprint of only a few hundred MBs when uncompressed, yet it is powerful enough to support various profiles, including x64 or Arm64-based architectures. Why monitor Azure Linux container host for AKS?

Azure 246

Azure Monitoring Operating System Virtualization 246

Dynatrace

NOVEMBER 17, 2023

Dynatrace observability architecture can be classified into three layers: Orchestration (Dynatrace) CI/CD toolset (Jenkins / Chef / Puppet / Bamboo, etc.) Within this workflow, a designated task, powered by JavaScript, initiates the build stage of the pipeline job, commencing a new build.

Innovation 278

Innovation Code Processing Architecture 278

Dynatrace

MAY 3, 2022

To adapt, many are turning to AIOps and other automation technologies to solve the complex issues that accompany cloud-native architecture. The machine-learning approach is designed to find patterns and correlations in data. You can find more sessions from the Perform event are also available at the on-demand watch site.

Cloud 245

Cloud DevOps Architecture Technology 245

Dynatrace

JULY 29, 2024

Security analysts are drowning, with 70% of security events left unexplored , crucial months or even years can pass before breaches are understood. After a security event, many organizations often don’t know for months—or even years—when, why, or how it happened. Discover more insights from the 2024 CISO Report.

Analytics 245

Analytics Government DevOps Efficiency 245

Dynatrace

OCTOBER 4, 2022

It should be open by design to accelerate innovation, enable powerful integration with other tools, and purposefully unify data and analytics. Collecting logs, metrics, events, and trace data is great. Systems automatically generate logs, which record events that took place. Event severity.

Analytics 246

Analytics Software Software Storage 246

The Netflix TechBlog

AUGUST 1, 2022

As the system evolves to solve more and more use cases, we have expanded its scope to handle not only the CDC use cases but also more general data movement and processing use cases such that: Events can be sourced from more generic applications (not only databases). They use different mechanisms to stream events out of the source databases.

Processing 273

Processing Transportation Entertainment Tuning 273

Dynatrace

OCTOBER 9, 2020

Now you can: Understand the actual architecture of your applications in Kubernetes in real-time. Understand the architecture of your applications in Kubernetes in real-time. This sample app is a web-based e-commerce application that consists of a multi-tier microservices architecture, which you can see below.

Design 133

Design Google Architecture Traffic 133

Dynatrace

MAY 26, 2021

In the keynote by Christina Yakomin and Steve Prazenica from Vanguard, the presenters recounted their journey from a monolith with alert-based incident reporting and no positive health signals to an observable microservice architecture. After all, it’s key to sample and store traces efficiently while not missing out on important events.

AWS 246

AWS Strategy Storage Metrics 246