Dynatrace

MAY 23, 2022

As the pace of business quickens, software development has adapted. As a result, organizations are weighing microservices vs. monolithic architecture to improve software delivery speed and quality. Shifting from monolith to microservices makes it easier to test, develop, and release innovative features more rapidly.

Architecture 263

Architecture DevOps Monitoring Programming 263

Dynatrace

DECEMBER 3, 2024

This blog post will explore these exciting developments and what they mean for organizations. This integration simplifies the process of embedding Dynatrace full-stack observability directly into custom Amazon Machine Images (AMIs). Together, Dynatrace and AWS are paving the way for more robust and agile cloud solutions.

AWS 298

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Dynatrace

JULY 7, 2022

Many organizations are taking a microservices approach to IT architecture. A microservices approach enables DevOps teams to develop an application as a suite of small services. However, in some cases, an organization may be better suited to another architecture approach. What is the monolithic architecture approach?

Architecture 246

Architecture Serverless Azure Programming 246

The Netflix TechBlog

JANUARY 10, 2024

Future blogs will provide deeper dives into each service, sharing insights and lessons learned from this process. The Netflix video processing pipeline went live with the launch of our streaming service in 2007. The Netflix video processing pipeline went live with the launch of our streaming service in 2007.

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Processing Media Latency Innovation 238

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 28, 2022

Early this year, the book Software Architecture Metrics: Case Studies to Improve the Quality of Your Architecture was published. He wrote a chapter that is particularly useful in contexts where the architecture and environment still have many opportunities for improvement. Intro and Problem Statement.

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Processing Software Architecture Architecture Metrics 223

DZone

AUGUST 28, 2023

One of those beautiful complications was the introduction of Agile methodologies, which have become a standard in software development by shifting how we develop software into a more responsive and collaborative process. Fortunately, the concept of Architectural Observability steps in to help.

Architecture 246

Architecture Retail Software Architecture Infrastructure 246

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

Dynatrace

OCTOBER 14, 2020

Today’s story is about how the Keptn development team is using Dynatrace during development and load-testing. We were in the process of developing a new feature and wanted to make sure it could handle the expected load behavior. Conclusion: Dynatrace is always on for us developers. It happened in June 2020.

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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.

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Traffic Strategy Entertainment Innovation 172

Dynatrace

FEBRUARY 25, 2025

This blog post dissects the vulnerability, explains how Struts processes file uploads, details the exploit mechanics, and outlines mitigation strategies. Developers and security professionals should take immediate steps to ensure the security of their Struts-based applications. and later, where the legacy class is fully removed.

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Dynatrace

MARCH 25, 2025

We recently announced Dynatrace Live Debugger , which gives developers unprecedented access to real-time data and runtime behavior insights. This powerful tool can be leveraged across various environments, including production, to enhance development processes and ensure robust application performance.

Benchmarking 147

Benchmarking Code Open Source Engineering 147

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.

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Dynatrace

MARCH 6, 2024

As organizations look to expand DevOps maturity, improve operational efficiency, and increase developer velocity, they are embracing platform engineering as a key driver. The goal is to abstract away the underlying infrastructure’s complexities while providing a streamlined and standardized environment for development teams.

Engineering 264

Engineering Development DevOps Infrastructure 264

Dynatrace

FEBRUARY 12, 2024

At the 2024 Dynatrace Perform conference in Las Vegas, Michael Winkler, senior principal product management at Dynatrace, ran a technical session exploring just some of the many ways in which Dynatrace helps to automate the processes around development, releases, and operation. Real-time detection for fast remediation.

Engineering 246

Engineering Development Infrastructure Cloud 246

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. This limitation has inspired us to develop a foundation model for recommendation.

Tuning 163

Tuning Efficiency Latency Strategy 163

The Netflix TechBlog

NOVEMBER 20, 2023

by Jun He , Yingyi Zhang , and Pawan Dixit Incremental processing is an approach to process new or changed data in workflows. The key advantage is that it only incrementally processes data that are newly added or updated to a dataset, instead of re-processing the complete dataset.

Processing 219

Processing Big Data Efficiency Engineering 219

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.

Best Practices 312

Best Practices Architecture Scalability Software 312

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 325

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

The Netflix TechBlog

JANUARY 6, 2025

This process involves: Identifying Stakeholders: Determine who is impacted by the issue and whose input is crucial for a successful resolution. In this context, were focused on developing systems that ensure successful title launches, build trust between content creators and our brand, and reduce engineering operational overhead.

Scalability 219

Scalability Cache Engineering Systems 219

DZone

SEPTEMBER 16, 2024

Observability agents are essential components in modern software development and 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

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. Understand the monolith Monolithic applications take work to understand.

Architecture 278

Architecture Artificial Intelligence Cloud Open Source 278

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. Erlang is the backbone of RabbitMQ clustering.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

FEBRUARY 23, 2022

As businesses take steps to innovate faster, software development quality—and application security—have moved front and center. Indeed, according to one survey, DevOps practices have led to 60% of developers releasing code twice as quickly. It does so by creating repeatable, automated software-driven processes.

Serverless 312

Serverless Infrastructure Innovation DevOps 312

Dynatrace

OCTOBER 3, 2024

Trace your application Imagine a microservices architecture with hundreds of dependencies. This architecture also means you’re not required to determine your log data use cases beforehand or while analyzing logs within the new logs app. Interact with data intuitively and easily and benefit from immediate, AI-supported insights.

Performance 290

Performance Architecture Innovation Latency 290

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. An advanced observability solution can also be used to automate more processes, increasing efficiency and innovation among Ops and Apps teams.

Metrics 363

Metrics Open Source Monitoring Cloud 363

DZone

JULY 13, 2023

Microservices architecture is a software development approach that structures an application as a collection of small, independent services, each running in its own process and communicating with lightweight mechanisms, such as APIs.

Architecture 154

Architecture Scalability Software Software 154

The Netflix TechBlog

FEBRUARY 18, 2022

To this end, we developed a Rapid Event Notification System (RENO) to support use cases that require server initiated communication with devices in a scalable and extensible manner. We thus assigned a priority to each use case and sharded event traffic by routing to priority-specific queues and the corresponding event processing clusters.

Systems 334

Systems Traffic Architecture Mobile 334

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

Dynatrace

MARCH 13, 2025

The Astronomy Shop demo application , which has been actively developed since 2022, solves this problem, and Dynatrace is one of its leading contributors. Because it includes examples of 10 programming languages that OpenTelemetry supports with SDKs, the application makes a good reference for developers on how to use OpenTelemetry.

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Dynatrace

JANUARY 26, 2021

DevSecOps is a cross-team collaboration framework that integrates security into DevOps processes from the start rather than waiting to address security in a separate silo. With an integrated DevSecOps approach, organizations can reduce security risk without derailing development timelines. Development. What is DevSecOps?

DevOps 306

DevOps Best Practices Open Source Tuning 306

Scalegrid

MARCH 23, 2020

Check out the Pgpool-II architecture that supports all of its features, and learn how the connection pooler works. Pgpool-II has a more involved architecture than PgBouncer in order to support all the features it does. The Pgpool-II parent process forks 32 child processes by default – these are available for connection.

Cache 264

Cache Servers Architecture Processing 264

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

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. Here is a visualization of this flow.

Media 299

Media Innovation Energy Architecture 299

Dynatrace

OCTOBER 6, 2020

Observability as a topic is becoming more important as applications are using microservice architectures and are deployed in Kubernetes environments. Davis not only identified the garbage collection as the root-cause, but pointed me to the specific process causing the trouble. Dynatrace news. The service flow . Conclusion.

Metrics 276

Metrics Architecture Engineering Processing 276

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 264

Engineering DevOps Government Latency 264