The Netflix TechBlog

MARCH 5, 2019

Central engineering teams enable this operational model by reducing the cognitive burden on innovation teams through solutions related to securing, scaling and strengthening (resilience) the infrastructure. All these micro-services are currently operated in AWS cloud infrastructure.

Infrastructure 182

Infrastructure Cloud Scalability AWS 182

Dynatrace

MAY 2, 2024

As more organizations adopt generative AI and cloud-native technologies, IT teams confront more challenges with securing their high-performing cloud applications in the face of expanding attack surfaces. Likewise, with observability of systems that run AI models, organizations can predict and control costs, performance, and data reliability.

Artificial Intelligence 222

Artificial Intelligence Cloud Best Practices DevOps 222

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 199

Cache Azure Infrastructure Monitoring 199

Dynatrace

DECEMBER 21, 2023

Evaluating these on three levels—data center, host, and application architecture (plus code)—is helpful. This is a rather simple move as it doesn’t directly impact your infrastructure, just your contract with your electricity provider. energy-efficient data centers—cloud providers—achieve values closer to 1.2. A PUE of 1.0

Cloud 202

Cloud Energy Best Practices Cache 202

Scalegrid

JANUARY 8, 2024

This article delves into the specifics of how AI optimizes cloud efficiency, ensures scalability, and reinforces security, providing a glimpse at its transformative role without giving away extensive details. Using AI for Enhanced Cloud Operations The integration of AI in cloud computing is enhancing operational efficiency in several ways.

Artificial Intelligence 147

Artificial Intelligence Cloud Scalability Analytics 147

Dynatrace

JUNE 26, 2023

Software analytics offers the ability to gain and share insights from data emitted by software systems and related operational processes to develop higher-quality software faster while operating it efficiently and securely. The result is increased efficiency, reduced operating costs, and enhanced productivity.

Software 181

Software Software Analytics Big Data 181

Dynatrace

NOVEMBER 9, 2023

However, managing Kubernetes optimally can be a daunting task due to its complex architecture. Service-level objectives play a vital role in ensuring that all stakeholders have visibility into the resources being used and the performance of the applications.

Efficiency 267

Efficiency Monitoring Best Practices Open Source 267

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.

Government 196

Government Infrastructure Programming Cloud 196

Dynatrace

SEPTEMBER 5, 2023

Running Databases efficiently is crucial for business success Monitoring databases is essential in large IT environments to prevent potential issues from becoming major problems that result in data loss or downtime. They enable you to monitor the performance of your database layer, even in complex environments. What’s next?

Database 194

Database Metrics Monitoring Servers 194

The Netflix TechBlog

JUNE 7, 2021

At much less than 1% of CPU and memory on the instance, this highly performant sidecar provides flow data at scale for network insight. Challenges The cloud network infrastructure that Netflix utilizes today consists of AWS services such as VPC, DirectConnect, VPC Peering, Transit Gateways, NAT Gateways, etc and Netflix owned devices.

Network 325

Network Transportation AWS Cloud 325

The Netflix TechBlog

NOVEMBER 17, 2022

While conventional video codecs remain prevalent, NN-based video encoding tools are flourishing and closing the performance gap in terms of compression efficiency. Architecture of the deep downscaler model, consisting of a preprocessing block followed by a resizing block. How do we apply neural networks at scale efficiently?

Network 292

Network Media Innovation Efficiency 292

Dynatrace

MARCH 18, 2024

In a Dynatrace Perform 2024 session, Kristof Renders, director of innovation services, discussed how a stronger FinOps strategy coupled with observability can make a significant difference in helping teams to keep spiraling infrastructure costs under control and manage cloud spending. Suboptimal architecture design.

Best Practices 225

Best Practices Strategy Cloud AWS 225

Dynatrace

SEPTEMBER 9, 2022

Based on IDC’s research, 83% of enterprises are rationalizing, or optimizing, their technology infrastructure. According to IBM , application modernization takes existing legacy applications and modernizes their platform infrastructure, internal architecture, or features. Vastly improved performance.

Strategy 220

Strategy Benchmarking Serverless Infrastructure 220

Dynatrace

MARCH 29, 2024

During a breakout session at Dynatrace Perform 2024 , Alois Mayr, principal product manager at Dynatrace, and Stefano Doni, CTO at Akamas, broke down how Dynatrace and Akamas can help organizations enhance Kubernetes cluster management. .” Consider a sudden drop in performance. ” For Doni, it’s all about balance.

Engineering 219

Engineering DevOps Operating System Open Source 219

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. Performance. Performance monitoring can help identify bottlenecks, optimize resource usage, and prevent downtime.

Azure 220

Azure Monitoring Operating System Virtualization 220

Dynatrace

DECEMBER 8, 2022

As cloud-native, distributed architectures proliferate, the need for DevOps technologies and DevOps platform engineers has increased as well. They have the ability to scale and meet changing business key performance indicators and requirements for continued success in the future. What are DevOps engineer tools and platforms.

DevOps 184

DevOps Engineering Testing Open Source 184

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 240

AWS Efficiency Azure Cloud 240

Dynatrace

JANUARY 4, 2024

Additionally, teams should perform continuous audits to evaluate data against benchmarks and implement best practices for ensuring data quality. Modern, cloud-native architectures have many moving parts, and identifying them all is a daunting task with human effort alone.

Government 194

Government Analytics Benchmarking Storage 194

Dynatrace

OCTOBER 4, 2023

“Fostering resilience is not only critical to business performance and transformation, but also ensuring organizations can adapt to virtually any situation,” wrote Vishal Gupta in “ Four ways to build a more resilient and future-proof business ,” in Fortune.

Artificial Intelligence 173

Artificial Intelligence Innovation Strategy Efficiency 173

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. Increased efficiency for Lambda function configurations. Opportunities to optimize your architecture. What are AWS Lambda Function URLs.

Lambda 162

Lambda AWS Serverless Infrastructure 162

Dynatrace

OCTOBER 16, 2023

The road to modern observability As organizations continue to operate in the cloud, they discover that cloud observability becomes paramount to their ability to run efficiently and securely. As customers continue to operate in the cloud, their needs for efficiency and cost-effectiveness only grow.

Innovation 190

Innovation DevOps Cloud Efficiency 190

Scalegrid

MARCH 22, 2024

It focuses on aligning organizational needs with cloud services, balancing performance and cost, and ensuring compliance, security, and effective cost management. Pick combinations that are not just affordable but also high-performing. Find that sweet spot where the costs and performance balance out just right.

Strategy 130

Strategy Cloud Government Innovation 130

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.

Best Practices 183

Best Practices Code Infrastructure Latency 183

Dynatrace

JUNE 7, 2023

Container orchestration allows an organization to digitally transform at a rapid clip without getting bogged down by slow, siloed development, difficult scaling, and high costs associated with optimizing application infrastructure. Like Kubernetes, it allocates resources efficiently and ensures high availability and fault tolerance.

Open Source 199

Open Source Social Media Infrastructure Operating System 199

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

Dynatrace

JULY 12, 2022

AIOps and observability for infrastructure management. Ultimately, this IT automation helps organizations garner real-time data for precise troubleshooting, robust application performance, and solid customer experience. IT teams need to address such infrastructure blind spots with modern observability.

Innovation 212

Innovation Infrastructure DevOps Azure 212

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 174

Engineering Tuning Latency Open Source 174

Dynatrace

NOVEMBER 22, 2021

Serverless architecture enables organizations to deliver applications more efficiently without the overhead of on-premises infrastructure, which has revolutionized software development. Many organizations that have taken on DevOps methodologies still struggle with efficiency given tool fragmentation.

AWS 223

AWS Lambda Artificial Intelligence Serverless 223

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 250

Engineering DevOps Government Latency 250

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. Increased efficiency for Lambda function configurations. Opportunities to optimize your architecture. What are AWS Lambda Function URLs.

Lambda 130

Lambda AWS Serverless Infrastructure 130

Dynatrace

FEBRUARY 16, 2023

And it is making it more and more difficult for all of us to manage that wealth of data,” said Rick McConnell, CEO of Dynatrace, at the annual Perform conference in Las Vegas. “… We need automation and observability to drive and address that issue.” “The cloud is delivering an explosion of data and an incredible increase in its complexity.

Artificial Intelligence 187

Artificial Intelligence Analytics Cloud Innovation 187

Dynatrace

DECEMBER 15, 2022

ITOps is an IT discipline involving actions and decisions made by the operations team responsible for an organization’s IT infrastructure. Besides the traditional system hardware, storage, routers, and software, ITOps also includes virtual components of the network and cloud infrastructure. Performance. What is ITOps?

Artificial Intelligence 195

Artificial Intelligence DevOps Hardware Virtualization 195

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. IT automation tools can achieve enterprise-wide efficiency. Digital process automation tools.

Artificial Intelligence 182

Artificial Intelligence Tuning Strategy Big Data 182

Dynatrace

APRIL 13, 2023

Log auditing—and its investigative partner, log forensics—are becoming essential practices for securing cloud-native applications and infrastructure. As organizations adopt more cloud-native technologies, observability data—telemetry from applications and infrastructure, including logs, metrics, and traces—and security data are converging.

Analytics 179

Analytics Java Infrastructure Cloud 179

Dynatrace

APRIL 7, 2023

Dynatrace is a launch partner in support of AWS Lambda Response Streaming , a new capability enabling customers to improve the efficiency and performance of their Lambda functions. Customers can use AWS Lambda Response Streaming to improve performance for latency-sensitive applications and return larger payload sizes.

Lambda 209

Lambda AWS Serverless Latency 209

Dynatrace

MARCH 24, 2023

Containers enable developers to package microservices or applications with the libraries, configuration files, and dependencies needed to run on any infrastructure, regardless of the target system environment. And organizations use Kubernetes to run on an increasing array of workloads. The post What is container orchestration?

Infrastructure 179

Infrastructure Open Source Operating System Cloud 179

Dynatrace

NOVEMBER 11, 2021

As a result, reliance on cloud computing for infrastructure and application development has increased during the pandemic era. According to a data from Dimensional Research, 95% of respondents say visibility problems have prompted an application or network performance issue. Cloud observability is a known problem for IT pros.

AWS 206

AWS Cloud Lambda Azure 206