Dynatrace

JANUARY 31, 2024

This blog post explores how AI observability enables organizations to predict and control costs, performance, and data reliability. Figure 1: Sample RAG architecture While this approach significantly improves the response quality of GenAI applications, it also introduces new challenges.

Cache 212

Cache Azure Infrastructure Monitoring 212

Dynatrace

AUGUST 11, 2022

This enables teams to quickly develop and test key functions without the headaches typically associated with in-house infrastructure management. FaaS vs. monolithic architectures. Monolithic architectures were commonplace with legacy, on-premises software solutions. How FaaS fits in with SaaS, PaaS, and IaaS. Limited visibility.

Development 259

Development Serverless Best Practices Lambda 259

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 289

Serverless AWS Lambda Storage 289

Strategic Tech

MARCH 16, 2021

I believe that attitude towards the design of code and architecture is one of them. In my experience, the culture is better and the results are better in orgs where engineers and architects obsess over the design of code and architecture. Both valuing design and striving for continuous delivery are necessary.

Software Engineering 80

Software Engineering Design Engineering Software 80

Dynatrace

NOVEMBER 17, 2023

In the first blog post of this series , we explored how the Dynatrace ® observability and security platform boosts the reliability of Site Reliability Engineers (SRE) CI/CD pipelines and enhances their ability to focus on innovation. Infrastructure layer (Kubernetes Cluster, GCP, Standalone server, etc.)

Innovation 232

Innovation Architecture Code Processing 232

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 233

Azure Monitoring Operating System Virtualization 233

The Netflix TechBlog

FEBRUARY 3, 2021

Our colleagues wrote a Netflix Tech Blog post describing the details of this architecture. The transition to the new federated architecture meant that many of our backend teams needed to adopt GraphQL in our Java ecosystem. Backward compatibility is even more critical when working in a Federated GraphQL architecture.

Open Source 246

Open Source Java Architecture Metrics 246

Dynatrace

NOVEMBER 20, 2023

Across the cloud operations lifecycle, especially in organizations operating at enterprise scale, the sheer volume of cloud-native services and dynamic architectures generate a massive amount of data. IT operations teams need ways to monitor infrastructure, even if it’s not within their data centers and under their direct management.

AWS 217

AWS Artificial Intelligence Analytics Cloud 217

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 275

Artificial Intelligence Analytics Storage Architecture 275

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 Infrastructure 363

The Netflix TechBlog

NOVEMBER 17, 2022

In this tech blog, we describe how we improved Netflix video quality with neural networks, the challenges we faced and what lies ahead. Our approach to NN-based video downscaling The deep downscaler is a neural network architecture designed to improve the end-to-end video quality by learning a higher-quality video downscaler.

Network 292

Network Media Innovation Efficiency 292

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 197

Azure Monitoring Virtualization Metrics 197

Dynatrace

JULY 7, 2022

But as IT teams increasingly design and manage cloud-native technologies, the tasks IT pros need to accomplish are equally variable and complex. Observability technology is how modern IT teams “sense” what is going on with user experience, application performance, and infrastructure health. Sense’ with observability.

Artificial Intelligence 189

Artificial Intelligence Automotive DevOps Infrastructure 189

Dynatrace

SEPTEMBER 28, 2020

As part of the Cloud – Native Container Services report, ISG designed the Cloud-Native Observability Quadrant to help organizations select the best observability solution for cloud-native environments that use Kubernetes, service mesh, microservices, and serverless architectures.

Cloud 246

Cloud Serverless Innovation Architecture 246

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. The Greenplum Architecture. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. The Greenplum Architecture.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Dynatrace

APRIL 6, 2022

Serverless functions help developers innovate faster, scale easier and reduce operational overhead, removing the burden of managing underlying infrastructure when updating and deploying code. As you build applications and rely more and more on Lambda architectures you need full observability of all tiers of the supporting infrastructure.

Lambda 173

Lambda AWS Serverless Infrastructure 173

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. Dynatrace and AWS.

AWS 147

AWS Artificial Intelligence Best Practices Lambda 147

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. Cloud operations and observability boost resilience for American Family – blog. The Log4j vulnerability explained (and what to do about it) – blog.

Open Source 229

Open Source DevOps Java Innovation 229

Dynatrace

JANUARY 19, 2022

Over the past 18 months, the need to utilize cloud architecture has intensified. As dynamic systems architectures increase in complexity and scale, IT teams face mounting pressure to track and respond to the activity in their multi-cloud environments. Observability vs. monitoring: What’s the difference? – Blog.

Artificial Intelligence 188

Artificial Intelligence DevOps Performance Games 188

Dynatrace

MAY 23, 2022

Cloud environment toolkits —microservices, Kubernetes, and serverless platforms — deliver business agility, but also create complexity for which many security solutions weren’t designed. As a result, while cloud architecture has enabled organizations to develop applications iteratively, it also increased exposure to vulnerabilities.

Strategy 232

Strategy Innovation Cloud Serverless 232

Percona

JUNE 22, 2023

As such, fault tolerance is more expensive to implement because it requires dedicated infrastructure that completely mirrors the primary system. Components of high availability infrastructure Multiple copies of data Data redundancy helps prevent data loss due to hardware or software failures.

Availability 108

Availability Database Open Source Hardware 108

Dynatrace

DECEMBER 2, 2020

As more organizations transition to distributed services, IT teams are experiencing the limitations of traditional monitoring tools, which were designed for yesterday’s monolithic architectures. The architects and developers who create the software must design it to be observed. Dynatrace news.

DevOps 156

DevOps Monitoring Cloud Artificial Intelligence 156

Dynatrace

APRIL 6, 2022

Serverless functions help developers innovate faster, scale easier and reduce operational overhead, removing the burden of managing underlying infrastructure when updating and deploying code. As you build applications and rely more and more on Lambda architectures you need full observability of all tiers of the supporting infrastructure.

Lambda 130

Lambda AWS Serverless Infrastructure 130

Dynatrace

DECEMBER 8, 2021

In contrast to modern software architecture, which uses distributed microservices, organizations historically structured their applications in a pattern known as “monolithic.” Monolithic applications earned their name because their structure is a single running application, which often shares the same physical infrastructure.

Cloud 233

Cloud Serverless Hardware Operating System 233

Dynatrace

OCTOBER 28, 2021

But with the complexity that comes with digital transformation and cloud-native architecture, teams need a way to make sure applications can withstand the “chaos” of production. In 2009, the purveyor of online videos migrated to AWS cloud infrastructure to deliver its entertainment to a growing audience. Dynatrace news.

Engineering 234

Engineering Entertainment Cloud Infrastructure 234

Dynatrace

JANUARY 23, 2024

Platform engineering improves developer productivity by providing self-service capabilities with automated infrastructure operations. Why growing AI adoption requires an AI observability strategy – blog While AI adoption brings operational efficiency and innovation for organizations, it also introduces the potential for runaway AI costs.

Performance 195

Performance DevOps Innovation Artificial Intelligence 195

ACM Sigarch

AUGUST 3, 2023

(Editor’s Note: This post was submitted as a rebuttal to Andrew Chien’s July 24 SIGARCH Blog Post ) The recent post “ Why Embodied Carbon is a poor Architecture Design metric, and Operational Carbon remains an important Problem ” by Prof. Chien’s blog post points to a paper by Bashir et al. Unlike Prof.

Energy 98

Energy Architecture Hardware Metrics 98

Dynatrace

JANUARY 26, 2021

Companies can choose whatever combination of infrastructure, platforms, and software will help them best achieve continuous integration and continuous delivery (CI/CD) of new apps and services while simultaneously baking in security measures. appeared first on Dynatrace blog. The tactical trifecta: development + security + operations.

DevOps 277

DevOps Best Practices Open Source Tuning 277

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 result of adding new technology without planning for the overhead, such as introducing new dashboards or messaging services, or adopting multiple cloud vendors without the infrastructure to manage it.

Cloud 186

Cloud DevOps Architecture Technology 186

Dynatrace

JULY 22, 2020

Microservice design principles force people to think along a spectrum of loose coupling. Introduces the Dynatrace long-term design pattern for full-stack observability, described below. Dynatrace supports full-stack monitoring for Kubernetes, from the application down to the infrastructure layer. Dynatrace news.

Government 168

Government Innovation Strategy Speed 168

Dynatrace

JULY 6, 2022

Organizations that have achieved SRE maturity have a better handle on the state of their infrastructure, the ability to tie reliability metrics more tightly to business objectives, and the means to ensure a consistent and responsive customer experience. Design, implement, and tune effective SLOs. Automate as much as possible.

Best Practices 196

Best Practices Open Source Tuning Infrastructure 196

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. The post Dynatrace introduces automatic vulnerability management for PHP appeared first on Dynatrace blog.

Social Media 195

Social Media Open Source Media Cloud 195

Dynatrace

MAY 31, 2021

However, these highly dynamic and distributed environments require a new approach to monitoring Kubernetes infrastructure and applications. Containers and microservices: A revolution in the architecture of distributed systems. This simplifies orchestration in cloud-native environments. But on their own, containers are not sufficient.

Virtualization 134

Virtualization DevOps Infrastructure Cloud 134

Dynatrace

OCTOBER 17, 2023

The rise of cloud-native microservice architectures further exacerbates this change. Grail is designed for scalability, with no technical prerequisites or additional hosting and storage costs as ingestion rates increase. These and other product design details guide each user as he or she operates Dynatrace.

Retail 245

Retail Storage Best Practices Architecture 245

Dynatrace

MAY 5, 2021

Today we’re proud to announce the new Dynatrace Operator, designed from the ground up to handle the lifecycle of OneAgent, Kubernetes API monitoring, OneAgent traffic routing, and all future containerized componentry such as the forthcoming extension framework. Other Dynatrace components, like ActiveGate, are deployed separately.

Cloud 232

Cloud Traffic Monitoring Open Source 232

Percona

APRIL 17, 2023

In this blog post, we will discuss the best practices on the MongoDB ecosystem applied at the Operating System (OS) and MongoDB levels. The swap issue is explained in the excellent article by Jeremy Cole at the Swap Insanity and NUMA Architecture. On the other hand, MongoDB schema design takes a document-oriented approach.

Best Practices 52

Best Practices Design Tuning Database 52

Dynatrace

MAY 15, 2020

This is especially true when we consider the explosive growth of cloud and container environments, where containers are orchestrated and infrastructure is software defined, meaning even the simplest of environments move at speeds beyond manual control, and beyond the speed of legacy Security practices. And this poses a significant risk.

Government 235

Government DevOps Infrastructure Network 235