Dynatrace

JANUARY 31, 2024

While off-the-shelf models assist many organizations in initiating their journeys with generative AI (GenAI), scaling AI for enterprise use presents formidable challenges. Figure 1: Sample RAG architecture While this approach significantly improves the response quality of GenAI applications, it also introduces new challenges.

Cache 202

Cache Azure Infrastructure Monitoring 202

Scalegrid

JANUARY 8, 2024

Both multi-cloud and hybrid cloud models come with their advantages, like increased flexibility and secure, scalable IT infrastructure but face challenges such as management complexity and integration issues. Challenges of Multi-Cloud Although multi-cloud has its benefits, it also presents some obstacles. What is Multi-Cloud?

Strategy 147

Strategy Cloud Scalability Artificial Intelligence 147

Dynatrace

JANUARY 11, 2023

With more organizations taking the multicloud plunge, monitoring cloud infrastructure is critical to ensure all components of the cloud computing stack are available, high-performing, and secure. Cloud monitoring is a set of solutions and practices used to observe, measure, analyze, and manage the health of cloud-based IT infrastructure.

Cloud 220

Cloud Monitoring Best Practices Infrastructure 220

Dynatrace

AUGUST 25, 2023

Program staff depend on the reliable functioning of critical program systems and infrastructure to provide the best service delivery to the communities and citizens HHS serves, from newborn infants to persons requiring health services to our oldest citizens. Both can result in lost productivity for IT teams and staff in the field.

Government 203

Government Infrastructure Programming Cloud 203

Scalegrid

JANUARY 11, 2024

This article strips away the complexities, walking you through best practices, top tools, and strategies you’ll need for a well-defended cloud infrastructure. Get ready for actionable insights that balance technical depth with practical advice. For example, Blumira offers a third-party solution while AWS provides its own with CloudWatch.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Scalegrid

FEBRUARY 8, 2024

Distributed Storage Architecture Distributed storage systems are designed with a core framework that includes the main system controller, a data repository for the system, and a database. This makes adopting such sophisticated multi-node-based arrangements exceedingly advantageous from both operational efficiency and financial viewpoints.

Storage 130

Storage Systems Big Data Azure 130

Dynatrace

AUGUST 21, 2023

” But, he continues, ” Today’s environments present a completely different picture. By doing so, they can improve efficiency, reduce costs, and deliver better customer experiences. Organizations can be more agile when they have access to real-time data about their IT infrastructure. Reduce costs and inefficiencies.

Analytics 145

Analytics Innovation Infrastructure Scalability 145

The Netflix TechBlog

JANUARY 10, 2024

This architecture shift greatly reduced the processing latency and increased system resiliency. Several promising ideas were abandoned owing to the outsized work needed to overcome architectural limitations. The microservice architecture provides strong decoupling between services.

Processing 229

Processing Media Latency Innovation 229

Dynatrace

NOVEMBER 6, 2023

Dynatrace Grail™ data lakehouse unifies the massive volume and variety of observability, security, and business data from cloud-native, hybrid, and multicloud environments while retaining the data’s context to deliver instant, cost-efficient, and precise analytics. Digital transformation 2.0

Azure 179

Azure Analytics Artificial Intelligence Innovation 179

Dynatrace

JULY 6, 2022

As organizations continue to adopt multicloud strategies, the complexity of these environments grows, increasing the need to automate cloud engineering operations to ensure organizations can enforce their policies and architecture principles. Automating IT practices without integrated AIOps presents several challenges.

Artificial Intelligence 188

Artificial Intelligence Tuning Strategy Big Data 188

Dynatrace

NOVEMBER 11, 2021

As a result, reliance on cloud computing for infrastructure and application development has increased during the pandemic era. First, cloud environments present substantial observability issues given their increasing complexity and dynamism. AWS re:Invent 2021: Modernizing for cloud-native environments. at Venetian Delfino 4006.

AWS 213

AWS Cloud Lambda Azure 213

Dynatrace

MAY 8, 2023

Some of the benefits organizations seek from digital transformation journeys include the following: Increased DevOps automation and efficiency. Digital tools and technologies provide a more efficient way of doing things. However, digital transformation requires significant investment in technology infrastructure and processes.

Strategy 175

Strategy Retail DevOps Education 175

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. ” According to Google, “SRE is what you get when you treat operations as a software problem.” Solving for SR.

Engineering 253

Engineering DevOps Government Latency 253

Dynatrace

MAY 23, 2024

Stream processing One approach to such a challenging scenario is stream processing, a computing paradigm and software architectural style for data-intensive software systems that emerged to cope with requirements for near real-time processing of massive amounts of data. Flink is the best candidate when EOS guarantees are necessary.

Engineering 180

Engineering Tuning Latency Open Source 180

Dynatrace

MAY 31, 2021

Although Kubernetes simplifies application development while increasing resource utilization, it is a complex system that presents its own challenges. What challenges does it present, and how can you overcome them? Containers and microservices: A revolution in the architecture of distributed systems. Where does it come from?

Virtualization 133

Virtualization DevOps Infrastructure Cloud 133

Dynatrace

SEPTEMBER 28, 2020

I wanted to present as much information as possible. This is where the consolidated API, which I presented in my last post , comes into play. Getting the problem status of all environments has to be efficient. Lightweight architecture. Websockets allows efficient data push via multicast to browsers and D3.js

Storage 204

Storage Architecture Tuning Efficiency 204

Dynatrace

AUGUST 5, 2022

DevSecOps presents organizations that are already practicing DevOps with an alternate, more proactive perspective on security. But as more organizations adopt cloud-native and multicloud architecture, teams are now releasing software more frequently and running into operational complexities, including critical security risks.

DevOps 207

DevOps Cloud Best Practices Open Source 207

Dynatrace

OCTOBER 14, 2022

Log data provides a unique source of truth for debugging applications, optimizing infrastructure, and investigating security incidents. All this is easier said than done because: Kubernetes-based dynamic architecture is becoming the norm. Dynamic landscape and data handling requirements result in manual work. Host group.

Storage 224

Storage Government Network Infrastructure 224

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. ” According to Google, “SRE is what you get when you treat operations as a software problem.” Solving for SR.

Engineering 176

Engineering DevOps Government Latency 176

Dynatrace

FEBRUARY 15, 2023

Further, it presents data in intuitive, user-friendly ways to enable data gathering, analysis, and collaboration among far-flung teams. Why teams struggle with the volume and variety of cloud data Modern cloud-native environments can present compound problems that often hamper teams across the organization in meeting business objectives.

Analytics 130

Analytics Storage Cloud DevOps 130

Dynatrace

MAY 4, 2022

As part of its Distributed Cloud research series , the Enterprise Strategy Group (ESG) surveyed 387 North American IT professionals responsible for managing application infrastructure. Many more currently have plans to develop cloud-native applications based on microservices architectures.

Cloud 182

Cloud DevOps Strategy Monitoring 182

Adrian Cockcroft

NOVEMBER 26, 2023

The Pantheon in Rome — Extremely sustainable architecture — photo by Adrian I wrote a medium post after AWS re:Invent 2022 summarizing the (lack of) news and all the talks related to Sustainability. This includes providing the efficient, resilient services AWS customers expect, while minimizing their environmental footprint.

AWS 52

AWS Energy IoT Best Practices 52

Dynatrace

AUGUST 30, 2019

Infrastructure Optimization: 100% improvement in Database Connectivity. Reducing performance and architectural issues in their backend system gave them a 99% performance improvement! A highly distributed architecture like this has a lot of potential for performance and architectural hotspots.

Cache 196

Cache Architecture Database Government 196

Dynatrace

MAY 15, 2020

But outdated security practices pose a significant barrier even to the most efficient DevOps initiatives. Utilizing the automatic dependency mapping functionality of the Dynatrace OneAgent, DevSecOps and SecOps teams gain real-time visibility into application and infrastructure architectures. And this poses a significant risk.

Government 223

Government DevOps Infrastructure Network 223

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 106

Availability Database Open Source Hardware 106

O'Reilly Software

OCTOBER 23, 2018

I should start by saying this section does not offer a treatise on how to do architecture. Vitruvius and the principles of architecture. Architecture begins when someone has a nontrivial problem to be solved. Everyone who goes to architecture school learns his work. It must be beautiful, like Venus, inspiring love.

Strategy 100

Strategy Architecture Technology Technology 100

The Netflix TechBlog

OCTOBER 18, 2019

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? As with other traditional machine learning and deep learning paths, a lot of what the core algorithms can do depends upon the support they get from the surrounding infrastructure and the tooling that the ML platform provides.

Infrastructure 126

Infrastructure Metrics Architecture Efficiency 126

The Netflix TechBlog

SEPTEMBER 13, 2021

Supporting developers through those checklists for edge cases, and then validating that each team’s choices resulted in an architecture with all the desired security properties, was similarly not scalable for our security engineers. You’ll hear from two teams here: first Application Security, and then Cloud Gateway.

Internet 220

Internet Internet Cloud Traffic 220

Dynatrace

AUGUST 7, 2023

AI for cybersecurity Enterprises need a better solution for identifying security vulnerabilities that present the greatest risk. To address this, organizations are integrating DevOps and security, or “DevSecOps,” to detect and respond to software vulnerabilities in development and production faster and more efficiently.

DevOps 185

DevOps Analytics Best Practices Java 185

Dynatrace

MARCH 11, 2021

During the implementation of the real-time visualization I presented in part three , I had an idea for another visualization; I wanted to visualize the number of detected problems globally, for a longer timeframe. This is required for understanding how I intend to improve the efficiency of (manual) alert ticket handling.

Tuning 261

Tuning Architecture Monitoring Big Data 261

Dynatrace

MARCH 22, 2021

Traditional application security measures are not living up to the challenges presented by dynamic and complex cloud-native architectures and rapid software release cycles. Why application security measures are failing. Here’s why: Production is where most exploits take place.

DevOps 155

DevOps Speed Infrastructure Software 155

Dynatrace

NOVEMBER 15, 2021

DEM helps teams understand the context of what’s going on amid the interactions happening across the multitude of apps, services, and infrastructure of your multicloud environment. Having this real-time outlook enables your business to operate with efficiency by proactively identifying and altering for both hard and soft failures.

Mobile 217

Mobile Social Media Monitoring Metrics 217

The Netflix TechBlog

OCTOBER 18, 2019

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? As with other traditional machine learning and deep learning paths, a lot of what the core algorithms can do depends upon the support they get from the surrounding infrastructure and the tooling that the ML platform provides.

Infrastructure 100

Infrastructure Metrics Architecture Efficiency 100

Scalegrid

DECEMBER 21, 2023

With its widespread use in modern application architectures, understanding the ins and outs of Redis® monitoring is essential for any tech professional. This ensures each Redis® instance optimally uses the in-memory data store and aligns with the operating system’s efficiency.

Strategy 130

Strategy Monitoring Latency DevOps 130

Adrian Cockcroft

FEBRUARY 13, 2023

COM201 Being ethical in tech: Sustainability tips for work and life — no video, but here is a video of Aerin Booth presenting an earlier version of the talk. Good example, well presented interesting new material. Engaging presentation on an important topic, with some good advice on optimizing ML workloads.

AWS 64

AWS Energy Architecture Programming 64

The Netflix TechBlog

OCTOBER 27, 2020

At Netflix, we also heavily embrace a microservice architecture that emphasizes separation of concerns. Therefore, we must efficiently move data from the data warehouse to a global, low-latency and highly-reliable key-value store. Bulldozer abstracts the underlying infrastructure on how the data moves.

Latency 243

Latency Storage Big Data Tuning 243

Dynatrace

OCTOBER 14, 2021

Here, we’ll discuss the AIOps landscape as it stands today and present an alternative approach that truly integrates artificial intelligence into the DevOps process. AIOps is often presented as a way to reduce the noise of countless alerts, but it can and should be more than that. Two approaches to AIOps. AIOps use cases.

Artificial Intelligence 212

Artificial Intelligence DevOps Innovation Metrics 212