Dynatrace

APRIL 7, 2023

Customers can use AWS Lambda Response Streaming to improve performance for latency-sensitive applications and return larger payload sizes. Customers can use response streaming to achieve the following: Improve Time to First Byte (TTFB) performance for latency-sensitive applications. Return larger payload sizes.

Lambda 246

Lambda AWS Serverless Latency 246

The Netflix TechBlog

JANUARY 10, 2024

This architecture shift greatly reduced the processing latency and increased system resiliency. We rolled out encoding innovations such as per-title and per-shot optimizations, which provided significant quality-of-experience (QoE) improvement to Netflix members. This introductory blog focuses on an overview of our journey.

Processing 238

Processing Media Latency Innovation 238

Dynatrace

JUNE 7, 2023

Businesses in all sectors are introducing novel approaches to innovate with generative AI in their domains. One of the crucial success factors for delivering cost-efficient and high-quality AI-agent services, following the approach described above, is to closely observe their cost, latency, and reliability.

Monitoring 241

Monitoring Latency Metrics Azure 241

Dynatrace

OCTOBER 3, 2024

Teams need a better way to work together, eliminate silos and spend more time innovating. Without distributed tracing, pinpointing the cause of increased latency could take hours or even days. Interact with data intuitively and easily and benefit from immediate, AI-supported insights.

Performance 290

Performance Architecture Innovation Latency 290

Dynatrace

AUGUST 21, 2024

This approach enhances key DORA metrics and enables early detection of failures in the release process, allowing SREs more time for innovation. These releases often assumed ideal conditions such as zero latency, infinite bandwidth, and no network loss, as highlighted in Peter Deutsch’s eight fallacies of distributed systems.

Engineering 262

Engineering Systems Latency Metrics 262

Dynatrace

APRIL 5, 2021

You can eliminate the latency issues caused by cold starts — an increase in normal response time when a new instance receives its first request — by using edge-optimized functions that run code closer to users and other projects. AWS continues to improve how it handles latency issues. It helps SRE teams automate responses.

Lambda 258

Lambda AWS Serverless Hardware 258

The Netflix TechBlog

NOVEMBER 17, 2022

On a CPU, we leveraged oneDnn to further reduce latency. Integrating neural networks into our next-generation encoding platform The Encoding Technologies and Media Cloud Engineering teams at Netflix have jointly innovated to bring Cosmos , our next-generation encoding platform, to life. Our filter can run on both CPU and GPU.

Network 300

Network Media Innovation Efficiency 300

Dynatrace

APRIL 7, 2021

For example, if there is a latency on a particular service, Dynatrace will flag this and trace its source – even if the source is a third party. We can see latency trends so we can say, ‘hey, you guys at nine o’clock at night keep having horrible latency spikes, and you’re causing a problem for our customers.’”

Cloud 229

Cloud Monitoring Latency Games 229

Dynatrace

FEBRUARY 4, 2021

As a discipline, SRE focuses on improving software system reliability across key categories including availability, performance, latency, efficiency, capacity, and incident response. ” According to Google, “SRE is what you get when you treat operations as a software problem.” SRE requires a cultural change.

Engineering 264

Engineering DevOps Government Latency 264

Dynatrace

JUNE 1, 2023

But the pressure on CIOs to innovate faster comes at a cost. Note : you might hear the term latency used instead of response time. Both latency and response time are critical to ensure reliability. Latency typically refers to the time it takes for a single request to travel from its source to its destination.

Latency 245

Latency Website Traffic DevOps 245

Dynatrace

OCTOBER 1, 2021

An advanced observability solution can also be used to automate more processes, increasing efficiency and innovation among Ops and Apps teams. These organizational improvements open the door to further innovation and digital transformation. How do you make a system observable?

Metrics 363

Metrics Open Source Monitoring Cloud 363

The Netflix TechBlog

SEPTEMBER 24, 2021

By Xiaomei Liu , Rosanna Lee , Cyril Concolato Introduction Behind the scenes of the beloved Netflix streaming service and content, there are many technology innovations in media processing. Uploading and downloading data always come with a penalty, namely latency. Packaging has always been an important step in media processing.

Cloud 242

Cloud Media Storage Cache 242

The Netflix TechBlog

OCTOBER 8, 2024

Rajiv Shringi Vinay Chella Kaidan Fullerton Oleksii Tkachuk Joey Lynch Introduction As Netflix continues to expand and diversify into various sectors like Video on Demand and Gaming , the ability to ingest and store vast amounts of temporal data — often reaching petabytes — with millisecond access latency has become increasingly vital.

Latency 239

Latency Storage Traffic Tuning 239

Dynatrace

MAY 31, 2023

By automating and accelerating the service-level objective (SLO) validation process and quickly reacting to regressions in service-level indicators (SLIs), SREs can speed up software delivery and innovation. At the lowest level, SLIs provide a view of service availability, latency, performance, and capacity across systems.

Best Practices 246

Best Practices DevOps Latency Metrics 246

Dynatrace

JANUARY 18, 2023

As organizations accelerate innovation to keep pace with digital transformation, DevOps observability is becoming a critical key to success for DevOps and DevSecOps teams. This drive for speed has a cost: 22% of leaders admit they’re under so much pressure to innovate faster that they must sacrifice code quality.

DevOps 246

DevOps Best Practices Innovation Strategy 246

Dynatrace

FEBRUARY 4, 2021

As a discipline, SRE focuses on improving software system reliability across key categories including availability, performance, latency, efficiency, capacity, and incident response. ” According to Google, “SRE is what you get when you treat operations as a software problem.” SRE requires a cultural change.

Engineering 245

Engineering DevOps Government Latency 245

Dynatrace

JANUARY 31, 2024

For production models, this provides observability of service-level agreement (SLA) performance metrics, such as token consumption, latency, availability, response time, and error count. Enterprises that fail to adapt to these innovations face extinction.

Cache 276

Cache Azure Infrastructure Monitoring 276

Dynatrace

FEBRUARY 24, 2021

Reduced latency. At Dynatrace, we believe in advancing customers’ and the industry’s movement toward highly automated, AI-driven DevOps so teams can automate mundane tasks and deliver innovation faster and with less risk. Yes, it’s a broad philosophy whose tenets can be applied in other areas (e.g. Efficiency.

DevOps 268

DevOps Software Engineering Speed Google 268

Dynatrace

AUGUST 20, 2024

Common business analytics incur too much latency. In the coming weeks, I’ll dive deeper into each of the nine executive use case areas to drive innovation, mitigate risk, and optimize cost so you can unlock the potential of your business data using Dynatrace. Follow the new “Dynatrace for Executives” blog series.

Analytics 285

Analytics Latency Processing Systems 285

The Netflix TechBlog

FEBRUARY 18, 2022

Scaling Policies To address the thundering herd problem and to keep latencies under acceptable thresholds, the cluster scale-up policies are configured to be more aggressive than the scale-down policies. We were able to onboard additional product use cases at a fast pace thus unblocking a lot of innovation.

Systems 334

Systems Traffic Architecture Mobile 334

Dynatrace

AUGUST 27, 2024

This can divert attention and resources from delivering better customer experience and innovation. It detects regressions and deviations from previously observed behavior, including latency, traffic, error rates, saturation, security coverage, vulnerability risk levels, and memory consumption. Integration with existing processes.

Best Practices 290

Best Practices Government DevOps Analytics 290

All Things Distributed

SEPTEMBER 29, 2016

Based in the Paris area, the region will provide even lower latency and will allow users who want to store their content in datacenters in France to easily do so. He has said, “By moving a large part of our IT system from our old IBM mainframe to AWS, we have adopted a cloud first strategy, boosting our power of innovation.

AWS 158

AWS IoT Internet Internet 158

Dynatrace

JANUARY 17, 2024

As organizations turn to artificial intelligence for operational efficiency and product innovation in multicloud environments, they have to balance the benefits with skyrocketing costs associated with AI. Growing AI adoption has ushered in a new reality. Use containerization.

Strategy 288

Strategy Artificial Intelligence Storage Cloud 288

VoltDB

DECEMBER 11, 2024

By bringing computation closer to the data source, edge-based deployments reduce latency, enhance real-time capabilities, and optimize network bandwidth. Increased latency during peak loads. By focusing on security, scalability, and compliance, they can turn these challenges into opportunities for growth and innovation.

IoT 52

IoT Energy Logistics Latency 52

Dynatrace

NOVEMBER 6, 2023

Manually sifting through data to answer these questions is time-consuming and takes time away from innovation. Dynatrace enables teams to specify SLOs, such as latency, uptime, availability, and more. When an incident occurs, developers need to know what data to look at, where the incident occurred, and other relevant metrics.

Development 290

Development DevOps Programming Cloud 290

The Netflix TechBlog

OCTOBER 26, 2021

Martin Tingley with Wenjing Zheng , Simon Ejdemyr , Stephanie Lane , and Colin McFarland This is the fourth post in a multi-part series on how Netflix uses A/B tests to inform decisions and continuously innovate on our products. Need to catch up? Have a look at Part 1 (Decision Making at Netflix), Part 2 (What is an A/B Test?),

Testing 211

Testing Latency Metrics Design 211

The Netflix TechBlog

NOVEMBER 2, 2021

As VMAF evolves and is integrated with more encoding and streaming workflows within Netflix, we need scalable ways of fostering video quality innovations. This article explains how we designed microservices and workflows on top of the Cosmos platform to bolster such video quality innovations. via bug fixes). The workflow is initiated.

Media 178

Media Innovation Metrics Latency 178

Dynatrace

APRIL 8, 2024

Resilient, high-performing technology ecosystems that accelerate innovation through faster development cycles. Maximize performance for high-frequency and low-latency trading strategies. Automated delivery of actionable insights in real-time and in context. Automated risk management workflows, processes, and decisions.

Analytics 246

Analytics Infrastructure Efficiency Technology 246

High Scalability

SEPTEMBER 8, 2018

RISELabs , those wonderfully innovative folks over at Berkeley, have uplifted their Anna datatabase —a shared-nothing, thread-per-core architecture to achieve lightning-fast speeds by avoiding all coordination mechanisms—to become cloud-aware. New databases used to be announced seemingly every week.

Storage 199

Storage Performance AWS Cloud 199

Dynatrace

DECEMBER 2, 2021

Properly set and defined SLOs should have error budgets that give developers space to innovate without impacting operations. Achieving 100% reliability isn’t always realistic, so using SLOs can help you figure out the balance between innovating (which could result in downtime) and delivering (which ensures users are happy).

Metrics 246

Metrics DevOps Best Practices Infrastructure 246

Dynatrace

OCTOBER 2, 2024

If your team deploys applications cloud-natively, we meet you there, too, as we recently covered in our blog post, Dynatrace log management innovations: Syslog, AWS Firehose. We covered in rich detail how Dynatrace supports log ingestion for cloud-native workloads and simplified log ingestion also for hybrid environments.

Analytics 304

Analytics AWS DevOps Cloud 304

Dynatrace

FEBRUARY 2, 2022

service availability with <50ms latency for an application with no revenue impact. However, another of the common SLO pitfalls is that many organizations assemble these metrics manually using disparate tools, which can take time from innovation. This can create an unnecessary distraction and steal time away from critical tasks.

DevOps 246

DevOps Metrics Best Practices Latency 246

Dynatrace

JUNE 1, 2023

But the pressure on CIOs to innovate faster comes at a cost. Note : you might hear the term latency used instead of response time. Both latency and response time are critical to ensure reliability. Latency typically refers to the time it takes for a single request to travel from its source to its destination.

Traffic 173

Traffic Website Latency DevOps 173

All Things Distributed

NOVEMBER 15, 2010

Today Amazon Web Services takes another step on the continuous innovation path by announcing a new Amazon EC2 instance type: The Cluster GPU Instance. We believe that making these GPU resources available for everyone to use at low cost will drive new innovation in the application of highly parallel programming models. Comments ().

AWS 125

AWS Programming Latency Architecture 125

All Things Distributed

NOVEMBER 13, 2018

Some of the largest enterprises and public sector organizations in Italy are using AWS to build innovations and power their businesses, drive cost savings, accelerate innovation, and speed time-to-market. AWS also has a vibrant partner ecosystem in Italy as part of the AWS Partner Network (APN).

AWS 164

AWS Energy Automotive Traffic 164

All Things Distributed

JUNE 20, 2017

This enables customers to serve content to their end users with low latency, giving them the best application experience. In 2008, AWS opened a point of presence (PoP) in Hong Kong to enable customers to serve content to their end users with low latency. Since then, AWS has added two more PoPs in Hong Kong, the latest in 2016.

AWS 125

AWS Logistics Cloud Social Media 125

All Things Distributed

OCTOBER 23, 2014

The new Frankfurt region provides low millisecond latencies to major cities in continental Europe and is also run with carbon neutral power. In addition to a broad base of customers, AWS has a vibrant partner ecosystem in Germany that has built innovative solutions and services on AWS.

AWS 135

AWS Cloud Media Latency 135