The Netflix TechBlog

SEPTEMBER 29, 2022

Timestone: Netflix’s High-Throughput, Low-Latency Priority Queueing System with Built-in Support for Non-Parallelizable Workloads by Kostas Christidis Introduction Timestone is a high-throughput, low-latency priority queueing system we built in-house to support the needs of Cosmos , our media encoding platform. Over the past 2.5

Latency 212

Latency Systems Media Serverless 212

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.

Cloud 236

Cloud Development Open Source Monitoring 236

Dynatrace

NOVEMBER 9, 2023

Kubernetes is a widely used open source system for container orchestration. However, managing Kubernetes optimally can be a daunting task due to its complex architecture. Efficient coordination among resource usage, requests, and allocation is critical.

Efficiency 283

Efficiency Monitoring Best Practices Open Source 283

Dynatrace

MAY 2, 2024

Moreover, in addition to managing cloud spend and resource utilization, organizations must also now consider the cost and carbon impact of developing and using generative AI models. However, security remains a concern despite benefits such as faster development and improved productivity. What is DevSecOps?

Artificial Intelligence 239

Artificial Intelligence Cloud Best Practices DevOps 239

Dynatrace

JUNE 26, 2023

Software automation enables digital supply chain stakeholders — such as digital operations, DevSecOps, ITOps, and CloudOps teams — to orchestrate resources across the software development lifecycle to bring innovative, high-quality products and services to market faster. What is software analytics? Applications and microservices monitoring.

Software 196

Software Software Analytics Big Data 196

Dynatrace

APRIL 8, 2024

This blog explores how vertically integrated risk management solutions that use AI and automation enable unparalleled visibility, control, and efficiency for risk management in banking. If system failures occur, teams must resolve them quickly and resolutely. Risk in banking is broad and interconnected. Automated issue resolution.

Analytics 210

Analytics Infrastructure Efficiency Technology 210

Dynatrace

JANUARY 31, 2024

GenAI is prone to erratic behavior due to unforeseen data scenarios or underlying system issues. Figure 1: Sample RAG architecture While this approach significantly improves the response quality of GenAI applications, it also introduces new challenges. Building LLMs consumes vast amounts of electricity and generates substantial heat.

Cache 213

Cache Azure Infrastructure Monitoring 213

Dynatrace

DECEMBER 8, 2022

As cloud-native, distributed architectures proliferate, the need for DevOps technologies and DevOps platform engineers has increased as well. They are similar to site reliability engineers (SREs) who focus on creating scalable, highly reliable software systems. ” What does a DevOps platform engineer do? Atlassian Jira.

DevOps 200

DevOps Engineering Testing Open Source 200

Official Blog - World Web Technology

DECEMBER 4, 2023

You cannot leave SDLC unnoticed when you are into software development. How does it contribute to the software development process ? This article will explain why most companies and their software developers use SDLC to manage their development process. SDLC means Software Development Life Cycle. What is SDLC?

Processing 64

Processing Software Software Development 64

Dynatrace

JANUARY 4, 2024

Traditional analytics and AI systems rely on statistical models to correlate events with possible causes. It removes much of the guesswork of untangling complex system issues and establishes with certainty why a problem occurred. That’s where causal AI can help. Causal AI is particularly effective in observability. Timeliness.

Government 209

Government Analytics Benchmarking Storage 209

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 257

AWS Efficiency Azure Cloud 257

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

JANUARY 18, 2024

DevOps tools , security response systems , search technologies, and more have all benefited from AI technology’s progress. Automation and analysis features, in particular, have boosted operational efficiency and performance by tracking and responding to complex or information-dense situations.

Artificial Intelligence 222

Artificial Intelligence Healthcare Government Technology 222

Dynatrace

OCTOBER 4, 2023

In the years since the COVID-19 pandemic, organizations have recognized the need to develop greater business resilience. In the face of this instability, organizations need to develop business resilience to brace for change and remain agile. Companies feel the pressure from myriad macroeconomic factors. What is business resilience?

Artificial Intelligence 174

Artificial Intelligence Innovation Strategy Efficiency 174

Tech News Gather

JULY 18, 2023

These apps offer several benefits for both patients and providers including convenience, accessibility, efficiency, and cost-effectiveness. With quality healthcare app development , patients as well as healthcare service providers have the chance to avail a more streamlined and faster service on-demand.

Healthcare 52

Healthcare Social Media Development Artificial Intelligence 52

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

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. However, we noticed that GPT 3.5

Engineering 189

Engineering Tuning Latency Open Source 189

Dynatrace

JANUARY 13, 2022

Takeaways from this article on DevOps practices: DevOps practices bring developers and operations teams together and enable more agile IT. Still, while DevOps practices enable developer agility and speed as well as better code quality, they can also introduce complexity and data silos. Dynatrace news.

DevOps 276

DevOps Speed Artificial Intelligence Innovation 276

Dynatrace

APRIL 21, 2023

Critical application outages negatively affect citizen experience and are costly on many fronts, including citizen trust, employee satisfaction, and operational efficiency. This means that our development teams are spending less time fixing defects and more time writing new code. Dynatrace truly helps us do more with less.

Innovation 191

Innovation Speed Artificial Intelligence Government 191

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 213

Government Infrastructure Programming Cloud 213

Dynatrace

JANUARY 23, 2024

AI data analysis can help development teams release software faster and at higher quality. AI-enabled chatbots can help service teams triage customer issues more efficiently. Enter AI observability, which uses AI to understand the performance and cost-effectiveness details of various systems in an IT environment.

Performance 195

Performance DevOps Innovation Artificial Intelligence 195

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 260

Engineering DevOps Government Latency 260

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. Microsoft initially designed the OS for internal use to develop and manage Azure services. Performance.

Azure 233

Azure Monitoring Operating System Virtualization 233

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. We developed Psyberg , an incremental processing framework using Iceberg to handle these challenges more effectively. Let’s dive in! What is late-arriving data?

Data Engineering 264

Data Engineering Engineering Processing Games 264

Dynatrace

MAY 23, 2022

As a result, while cloud architecture has enabled organizations to develop applications iteratively, it also increased exposure to vulnerabilities. Above all, companies modernize and adopt a multicloud strategy to innovate, scale, and increase efficiency. At RSA 2022 , the theme is Transform. Runtime vulnerability management.

Strategy 232

Strategy Innovation Cloud Serverless 232

Dynatrace

OCTOBER 17, 2023

The rise of cloud-native microservice architectures further exacerbates this change. Moreover, the system lacks flexibility, imposing strict schemas that administrators and developers must adhere to avoid additional costs. As a result, the company awarded customers gift cards for system failures, creating an additional cost.

Retail 246

Retail Storage Best Practices Architecture 246

Dynatrace

MARCH 1, 2023

As digital transformation accelerates, organizations turn to hybrid and multicloud architectures to innovate, grow, and reduce costs. But the complexity and scale of multicloud architecture invites new enterprise challenges. Security vulnerabilities can easily creep into IT systems and create costly risks.

Strategy 221

Strategy Cloud Software Software 221

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 236

Strategy Benchmarking Serverless Infrastructure 236

Strategic Tech

AUGUST 10, 2020

If every significant architecture decision has business consequences, then knowing the business model and which trade-offs to choose is maybe the most important skill of architects. But what is the actual relationship between a business model and a software architecture? It’s not just about business models and architecture, though.

Software Architecture 69

Software Architecture Architecture Software Software 69

Scalegrid

MARCH 22, 2024

Deploying a multi-cloud environment involves a concerted effort in planning, negotiation with vendors, skill development, and understanding the advanced use cases of a multi-cloud approach for tailored industry solutions and compliance. Ready to take your database management to the next level with ScaleGrid’s cutting-edge solutions?

Strategy 130

Strategy Cloud Government Innovation 130

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. Adding to the complexity are containers–tools for cloud development—which can be ephemeral. Dynatrace is making the value of AI real.

AWS 235

AWS Lambda Artificial Intelligence Serverless 235

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. Its inherent complexity makes observability difficult — especially when used across highly distributed systems.

Open Source 215

Open Source Social Media Infrastructure Operating System 215

Dynatrace

MARCH 8, 2022

For operations, development and security teams, the pressure to deliver better, more secure software faster has never been more critical for business value. At the conference, Dynatrace made several announcements to empower its game-changing community of engineers, developers and security pros. Dynatrace news. Learn more!

Code 190

Code Software Software Serverless 190

O'Reilly Software

OCTOBER 23, 2018

A look at the roles of architect and strategist, and how they help develop successful technology strategies for business. I should start by saying this section does not offer a treatise on how to do architecture. Technology systems are difficult to wrangle. Our systems grow in accidental complexity and complication over time.

Strategy 100

Strategy Architecture Technology Technology 100

Dynatrace

DECEMBER 16, 2022

But legacy, custom software can often prevent systems from working together, ultimately hindering growth. An open approach enables technologies to interoperate, whereas proprietary, legacy systems often create vendor lock-in and prevent interoperability and data integration. The platform approach vs. the best-of-breed approach.

Innovation 206

Innovation Software Software Cloud 206

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. Developing automation takes time. IT automation tools can achieve enterprise-wide efficiency.

Artificial Intelligence 198

Artificial Intelligence Tuning Strategy Big Data 198

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. Dynatrace news. Testing for mishaps you can predict is essential. The history of chaos engineering. Netflix pioneered chaos engineering out of necessity.

Engineering 235

Engineering Entertainment Cloud Infrastructure 235