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

Scalegrid

FEBRUARY 6, 2025

RabbitMQ is designed for flexible routing and message reliability, while Kafka handles high-throughput event streaming and real-time data processing. This article outlines the key differences in architecture, performance, and use cases to help determine the best fit for your workload. What is RabbitMQ? What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 147

The Netflix TechBlog

NOVEMBER 12, 2024

By: Rajiv Shringi , Oleksii Tkachuk , Kartik Sathyanarayanan Introduction In our previous blog post, we introduced Netflix’s TimeSeries Abstraction , a distributed service designed to store and query large volumes of temporal event data with low millisecond latencies. Today, we’re excited to present the Distributed Counter Abstraction.

Latency 251

Latency Cache Infrastructure Strategy 251

DZone

FEBRUARY 6, 2025

We have developed a microservices architecture platform that encounters sporadic system failures when faced with heavy traffic events. System resilience stands as the key requirement for e-commerce platforms during scaling operations to keep services operational and deliver performance excellence to users.

Engineering 173

Engineering Traffic Architecture Network 173

Dynatrace

APRIL 2, 2025

Streamlining site reliability at scale can be daunting, particularly with large-scale AWS environments and architecture that rely on hundredsor even thousandsof Amazon EC2 instances. This step-by-step guide will show you how to configure your architecture to trigger guardians whenever EC2 tags are updated.

AWS 147

AWS Efficiency Architecture DevOps 147

Dynatrace

NOVEMBER 30, 2022

The volume of data and events grows in tandem with the rising complexity of IT infrastructure. While SNMP allows you to query monitored devices for performance information, SNMP traps are used to proactively report certain types of events. These can range from routine state transition events to critical problem reports.

Network 246

Network Infrastructure Metrics Monitoring 246

The Netflix TechBlog

FEBRUARY 14, 2025

Architecture Overview The first pivotal step in managing impressions begins with the creation of a Source-of-Truth (SOT) dataset. Collecting Raw Impression Events As Netflix members explore our platform, their interactions with the user interface spark a vast array of raw events.

Tuning 166

Tuning Latency Efficiency Storage 166

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

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 85

Software Architecture Architecture Software Software 85

DZone

FEBRUARY 24, 2023

This is widely used to build event-driven systems or decouple services on AWS. Amazon SQS (Simple Queue Service) is a message queue service that enables application components to communicate with each other by exchanging messages.

Architecture 243

Architecture AWS Scalability Systems 243

DZone

JULY 23, 2024

An architectural pattern named Event Sourcing is gaining more and more recognition from developers who aim for strong and scalable systems. This article is aimed at software architects, system developers, and project managers who might be contemplating or are already engaged in integrating Event Sourcing into their systems.

Systems 130

Systems Scalability Architecture Technology 130

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

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 165

Tuning Efficiency Latency Strategy 165

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

Dynatrace

MARCH 25, 2025

Or maybe you want to correlate an event with other events in your system. Its a tool you can use in any environment or architecture, instantly showing you the innermost workings of your code wherever and whenever you need it. Maybe you want to focus on a specific service, endpoint, user, or use case.

Benchmarking 147

Benchmarking Code Open Source Engineering 147

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

Scalegrid

AUGUST 16, 2021

Data-driven applications span a wide breadth of complexity, from simple microservices to real-time event-driven systems under significant load. Modern application architectures such as the JAMstack enforce the separation […]. Guest post by Ben Hagan from PolyScale.ai

Cache 279

Cache DevOps Architecture Systems 279

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

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? Sample GraphQL query To keep the index up to date, events are used to trigger a reindexing operation for individual entities when they change. however, application events are also supported when necessary.

Engineering 271

Engineering Architecture Java Infrastructure 271

Dynatrace

OCTOBER 14, 2020

We want to share how Dynatrace helped us identify and fix memory leaks in one of the most central and critical components within Keptn: our event broker. For that reason, we started a simple load-test scenario where we flooded our event-based system with 100 cloud-events per minute. It happened in June 2020. Can we fix it?

Cloud 302

Cloud Development Open Source Monitoring 302

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

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

Dynatrace

FEBRUARY 8, 2021

Also, these modern, cloud-native architectures produce an immense volume, velocity, and variety of data. Logs and events play an essential role in this mix; they include critical information which can’t be found anywhere else, like details on transactions, processes, users and environment changes.

Cloud 264

Cloud Azure Analytics Open Source 264

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

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

Dynatrace

MARCH 13, 2025

OpenTelemetry Astronomy Shop demo application architecture diagram. docker compose up --no-build If you use ARM architecture (for example, a MacBook with Apple silicon), remove the --no-build option to build the images locally. If you select one of the GetProduct spans, you can see the detailed span event showing the reason.

Open Source 147

Open Source Metrics Architecture Infrastructure 147

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. As teams begin collecting and working with observability data, they are also realizing its benefits to the business, not just IT.

Metrics 363

Metrics Open Source Monitoring Cloud 363

DZone

OCTOBER 23, 2023

Reference data sources don’t always require ACID transaction capabilities, rather need support for fast read queries often based on simple data access patterns, and event-driven architecture to ensure the target systems remain up-to-date.

AWS 275

AWS Performance Database Architecture 275

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. Instead, you receive an AI-generated summary as an affected deployment architecture diagram. Confirm the AI-detected root cause and review the deployment context.

Infrastructure 264

Infrastructure Cloud Speed Architecture 264

DZone

JANUARY 8, 2024

Load balancing is a critical component in cloud architectures for various reasons. Additionally, load balancers enhance high availability and reliability by redirecting traffic to healthy servers in the event of a server failure, minimizing downtime, and ensuring accessibility. What Is Load Balancing?

Azure 287

Azure Scalability Traffic Performance 287

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

FEBRUARY 4, 2025

Additionally, predictions based on historical data are reactive, solely relying on past information to anticipate future events, and can’t prevent all new or emerging issues. Automatic root cause detection Modern, complex, and distributed environments generate a substantial number of events.

Retail 130

Retail Metrics Engineering Efficiency 130

Dynatrace

JANUARY 17, 2023

Kubernetes teams lack simple, consistent, vendor-agnostic architectures for analyzing observability signals across teams. Kubernetes workload pages offer resource analysis, lists of services, pods, events, and logs. The same page provides further analysis with workload logs and events.

Analytics 321

Analytics Metrics Open Source Java 321

Dynatrace

JANUARY 4, 2024

Traditional analytics and AI systems rely on statistical models to correlate events with possible causes. Causal AI is a different approach that goes beyond event correlations to understand the underlying reasons for trends and patterns. It uses fault-tree analysis to identify the component events that cause outcomes at a higher level.

Government 263

Government Analytics Benchmarking Storage 263

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

JULY 9, 2020

Autonomous Cloud Enablement (ACE) and Keptn – the Event-Driven Autonomous Cloud Control Plane – are helping our Dynatrace customers to automate their delivery and operations processes. This is now where Keptn, our Event-Driven Control Plane for Autonomous Cloud Control Plane, comes into the picture! Dynatrace news.

Cloud 261

Cloud DevOps Architecture Azure 261

Dynatrace

JULY 18, 2024

With this enhancement, Dynatrace can respond to any event and execute synthetic monitors within your workflows to assess the impact of events on user experience. You can also provide a list of monitors, tags, or applications in the incoming event and extract the list using the expression , which allows you to build a generic Workflows.

Monitoring 278

Monitoring DevOps Infrastructure Games 278