Dynatrace

DECEMBER 21, 2023

Evaluating these on three levels—data center, host, and application architecture (plus code)—is helpful. Most approaches focus on improving Power Usage Effectiveness (PUE), a data center energy-efficiency measure. energy-efficient data centers—cloud providers—achieve values closer to 1.2. A PUE of 1.0

Cloud 208

Cloud Energy Best Practices Cache 208

IO River

NOVEMBER 2, 2023

A content delivery network (CDN) is a distributed network of servers strategically located across multiple geographical locations to deliver web content to end users more efficiently. What is CDN Architecture?‍CDN CDN architecture serves as a blueprint or plan that guides the distribution of CDN provider PoPs.

Architecture 52

Architecture Cache Performance Latency 52

The Netflix TechBlog

NOVEMBER 17, 2022

For example, we invest in next-generation, royalty-free codecs and sophisticated video encoding optimizations. Video downscaling is the most pertinent example herein, which tailors our encoding to screen resolutions of different devices and optimizes picture quality under varying network conditions. A visual example is shown below.

Network 292

Network Media Innovation Efficiency 292

Dynatrace

NOVEMBER 9, 2023

However, managing Kubernetes optimally can be a daunting task due to its complex architecture. Efficient coordination among resource usage, requests, and allocation is critical. As every container has defined requests for CPU and memory, these indicators are well-suited for efficiency monitoring.

Efficiency 273

Efficiency Monitoring Best Practices Open Source 273

The Netflix TechBlog

MARCH 4, 2024

We have deployed Auto Remediation in production for handling memory configuration errors and unclassified errors of Spark jobs and observed its efficiency and effectiveness (e.g., For efficient error handling, Netflix developed an error classification service, called Pensive, which leverages a rule-based classifier for error classification.

Tuning 210

Tuning Efficiency Big Data Engineering 210

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 246

AWS Efficiency Azure Cloud 246

Percona

FEBRUARY 24, 2023

To achieve this in a secure and efficient manner, a key requirement for any database monitoring and management software is to have robust access management features. Your company operates a massive distributed architecture that spans multiple data centers and cloud providers, and your databases are a crucial part of this infrastructure.

Metrics 108

Metrics Monitoring Database Engineering 108

Dynatrace

JANUARY 31, 2024

For example, a Stanford University and UC Berkeley team noted in a research study that ChatGPT behavior deteriorates over time. Using the example of a chatbot, once the user submits a natural language prompt, RAG summarizes that prompt using semantic data. Consequently, AI model drift and hallucinations emerge as primary concerns.

Cache 204

Cache Azure Infrastructure Monitoring 204

Dynatrace

NOVEMBER 2, 2023

Spiraling cloud architecture and application costs have driven the need for new approaches to cloud spend. FinOps becomes more critical as organizations grow The value of FinOps lies in its potential to move organizations toward financial success with smart, cost-efficient cloud spend implemented from day one.

Cloud 194

Cloud Strategy Retail Energy 194

Dynatrace

OCTOBER 16, 2023

At the Dynatrace Innovate conference in Barcelona, Bernd Greifeneder, Dynatrace chief technology officer, discussed key examples of how the Dynatrace observability platform delivers value well beyond traditional monitoring. As customers continue to operate in the cloud, their needs for efficiency and cost-effectiveness only grow.

Innovation 196

Innovation DevOps Cloud Efficiency 196

Dynatrace

DECEMBER 5, 2023

Without observability, the benefits of ARM are lost Over the last decade and a half, a new wave of computer architecture has overtaken the world. ARM architecture, based on a processor type optimized for cloud and hyperscale computing, has become the most prevalent on the planet, with billions of ARM devices currently in use.

Efficiency 265

Efficiency Architecture Energy Monitoring 265

Dynatrace

OCTOBER 17, 2023

The rise of cloud-native microservice architectures further exacerbates this change. This compelling success story underscores how the Dynatrace customer-centric pricing approach can drive efficiency, cost savings, and performance improvements for businesses in any sector. For example, this includes the following: Click to query.

Retail 236

Retail Storage Best Practices Architecture 236

The Netflix TechBlog

MARCH 5, 2024

In fact, we’ve found for our services and architecture that there is no such trade off. We have several frameworks that periodically refresh large amounts of on-heap data to avoid external service calls for efficiency. We considered that an acceptable trade off, as avoiding pauses provided benefits that would outweigh that overhead.

Latency 228

Latency Java Tuning Efficiency 228

All Things Distributed

JUNE 10, 2016

I see a tremendous interest in examples how to build such applications, and articles such as " The Serverless Start-Up - Down With Servers! If you are looking for more examples there are the Lambda Serverless Reference Architectures that can serve as the blueprint for building your own serverless applications.

Lambda 107

Lambda Serverless AWS Architecture 107

Dynatrace

MAY 2, 2024

Additionally, blind spots in cloud architecture are making it increasingly difficult for organizations to balance application performance with a robust security posture. Whether multicloud or hybrid , public or private, cloud-native architecture offers flexibility and agility to help organizations deliver software faster.

Artificial Intelligence 228

Artificial Intelligence Cloud Best Practices DevOps 228

Dynatrace

NOVEMBER 14, 2023

For example, how much does a reduction in MTTR impact revenue? For example, generative AI has the potential to provide more intuitive methods of querying data. Generative AI can also help improve root cause analysis by allowing users to ask specific questions regarding architecture and digital environments.

Best Practices 191

Best Practices Engineering DevOps Software Engineering 191

Dynatrace

JANUARY 18, 2024

Automation and analysis features, in particular, have boosted operational efficiency and performance by tracking and responding to complex or information-dense situations. Explainable AI tools and practices are important for understanding and weeding out biases like this to improve output accuracy and operational efficiency.

Artificial Intelligence 211

Artificial Intelligence Healthcare Government Technology 211

All Things Distributed

MAY 10, 2016

I see a tremendous interest in examples how to build such applications, and articles such as " The Serverless Start-Up - Down With Servers! If you are looking for more examples there are the Lambda Serverless Reference Architectures that can serve as the blueprint for building your own serverless applications.

Lambda 105

Lambda Serverless AWS Architecture 105

Dynatrace

OCTOBER 4, 2023

Companies that exploit these technologies can discover risks early, remediate problems, and to innovate and operate more efficiently are likely to achieve competitive advantage. With this kind of comprehensive observability, teams can ensure business resilience with systems that operate efficiently and reliably, and keep customers satisfied.

Artificial Intelligence 173

Artificial Intelligence Innovation Strategy Efficiency 173

Dynatrace

MARCH 18, 2024

For example, Amazon Web Services (AWS) charges for data transfer between Amazon EC2 instances within the same region. Suboptimal architecture design. For example, poorly written code can consume a lot of resources, or an application can make unnecessary calls to cloud services. Unnecessary data transfer.

Best Practices 231

Best Practices Strategy Cloud AWS 231

Dynatrace

MAY 24, 2023

Dynatrace is proud to provide deep monitoring support for Azure Linux as a container host operating system (OS) platform for Azure Kubernetes Services (AKS) to enable customers to operate efficiently and innovate faster. An example dashboard for Kubernetes workload might look like the following. What is Azure Linux? Performance.

Azure 226

Azure Monitoring Operating System Virtualization 226

Dynatrace

SEPTEMBER 9, 2022

According to IBM , application modernization takes existing legacy applications and modernizes their platform infrastructure, internal architecture, or features. Improved efficiency. With improved application efficiency, teams can service clients better and access cloud-native tools. Executive-level and business benefits.

Strategy 226

Strategy Benchmarking Serverless Infrastructure 226

DZone

MARCH 28, 2023

Refactoring is the process of updating or improving applications to make them more useful and efficient. This article will discuss the meaning of legacy application refactoring and its benefits and provide code examples. What Is Legacy Application Refactoring?

Software 109

Software Software Programming Architecture 109

Dynatrace

APRIL 6, 2022

Previously, developers would provision APIs and API gateways in order to configure all the desired lambda function settings making for longer setup times and decreased efficiency. Increased efficiency for Lambda function configurations. Opportunities to optimize your architecture. Lambda Function URLs benefits.

Lambda 166

Lambda AWS Serverless Infrastructure 166

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

DZone

DECEMBER 28, 2020

The system could work efficiently with a specific number of concurrent users; however, it may get dysfunctional with extra loads during peak traffic. For example, the gaming app has to present definite actions to bring the right experience. Confirming scalability, dependability, stability, and speed of the app is crucial.

Performance Testing 220

Performance Testing Testing Tools Testing Performance 220

Dynatrace

JULY 18, 2023

This is especially crucial in microservice architectures, where the number of components can be overwhelming. However, scaling up software development requires more tools along the software product lifecycle, which must be configured promptly and efficiently. This can all be done safely and consistently in a repeatable manner.

Best Practices 188

Best Practices Code Infrastructure Latency 188

Scalegrid

JANUARY 11, 2024

Key Takeaways Cloud security monitoring is a comprehensive approach involving both manual and automated processes to oversee servers, applications, platforms, and websites, using tools that are customized to fit unique cloud architectures. For example, Blumira offers a third-party solution while AWS provides its own with CloudWatch.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Dynatrace

JANUARY 17, 2023

Kubernetes teams lack simple, consistent, vendor-agnostic architectures for analyzing observability signals across teams. This example is a good starting point for exploratory analysis with context-aware Dynatrace Davis insights. Choosing where and how to collect data is overwhelming.

Analytics 279

Analytics Metrics Open Source Java 279

cdemi

FEBRUARY 20, 2017

Serverless is currently a hot topic in many modern architectural patterns. There will be many advances in the field over the coming years and it will be fascinating to see how they fit into our architectural toolkit. Cost - Serverless Computing is more cost-efficient than having a fixed quantity of servers. Advantages.

Serverless 64

Serverless Architecture Lambda Azure 64

Dynatrace

APRIL 6, 2022

Previously, developers would provision APIs and API gateways in order to configure all the desired lambda function settings making for longer setup times and decreased efficiency. Increased efficiency for Lambda function configurations. Opportunities to optimize your architecture. Lambda Function URLs benefits.

Lambda 130

Lambda AWS Serverless Infrastructure 130

Dynatrace

AUGUST 25, 2023

Yet upgrading antiquated systems and effectively integrating them into modern workflows is challenging despite the potential to increase efficiency, improve security, reduce the higher operational costs associated with supporting tech debt, and avoid the foreseeable breaks in end-of-life apps.

Government 202

Government Infrastructure Programming Cloud 202

The Netflix TechBlog

NOVEMBER 14, 2023

By the end of this series, we hope you will gain an understanding of how Psyberg transformed our data processing, making our pipelines more efficient, accurate, and timely. Let’s walk through an example to understand the complexity of this pre-Psyberg world. Let’s dive in! Raw data for hours 3 and 6 arrive.

Data Engineering 264

Data Engineering Engineering Processing Games 264

Dynatrace

APRIL 13, 2023

It requires an understanding of cloud architecture and distributed systems, with the goal of automating processes. Efficient and effective log audit and forensics practices can require specialized understanding of cloud environments, applications, and log formats. for example, what was the payload on these outgoing connections?)

Analytics 184

Analytics Java Infrastructure Cloud 184

Dynatrace

DECEMBER 21, 2022

Cloud modernization is the ongoing process of taking legacy applications and updating their features, architecture, or infrastructure to ensure they’re optimized for operating in cloud environments. . But what is cloud modernization? . The challenge organizations face is to do this quickly, securely, and reliably. . Developers.

Cloud 147

Cloud Architecture Strategy Scalability 147

Dynatrace

JANUARY 23, 2024

AI-enabled chatbots can help service teams triage customer issues more efficiently. Deriving business value with AI, IT automation, and data reliability When it comes to increasing business efficiency, boosting productivity, and speeding innovation, artificial intelligence takes center stage. What is explainable AI?

Performance 185

Performance DevOps Innovation Artificial Intelligence 185

O'Reilly Software

DECEMBER 11, 2017

A message-based microservices architecture offers many advantages, making solutions easier to scale and expand with new services. The asynchronous nature of interservice interactions inherent to this architecture, however, poses challenges for user-initiated actions such as create-read-update-delete (CRUD) requests on an object.

Architecture 68

Architecture Government Latency Efficiency 68