DZone

NOVEMBER 27, 2023

An open-source distributed SQL query engine, Trino is widely used for data analytics on distributed data storage. Optimizing Trino to make it faster can help organizations achieve quicker insights and better user experiences, as well as cut costs and improve infrastructure efficiency and scalability. But how do we do that?

Tuning 162

Tuning Speed Performance Open Source 162

The Netflix TechBlog

JUNE 7, 2021

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. These metrics are visualized using Lumen , a self-service dashboarding infrastructure.

Network 327

Network Transportation AWS Cloud 327

Dynatrace

OCTOBER 4, 2024

A central element of platform engineering teams is a robust Internal Developer Platform (IDP), which encompasses a set of tools, services, and infrastructure that enables developers to build, test, and deploy software applications. When the semantics of this metadata are well-defined, you can build insightful analytics and robust automation.

Software 278

Software Software Development Performance 278

Dynatrace

MAY 17, 2022

To solve this problem , Dynatrace offers a fully automated approach to infrastructure and application observability including Kubernetes control plane, deployments, pods, nodes, and a wide array of cloud-native technologies. None of this complexity is exposed to application and infrastructure teams.

Availability 348

Availability Scalability Cloud Metrics 348

Dynatrace

APRIL 20, 2023

With more automated approaches to log monitoring and log analysis, however, organizations can gain visibility into their applications and infrastructure efficiently and with greater precision—even as cloud environments grow. They enable IT teams to identify and address the precise cause of application and infrastructure issues.

Analytics 246

Analytics Infrastructure Storage Architecture 246

Dynatrace

FEBRUARY 8, 2021

Putting logs into context with metrics, traces, and the broader application topology enables and improves how companies manage their cloud architectures, platforms and infrastructure, optimizing applications and remediate incidents in a highly efficient way. AI-powered answers and additional context for apps and infrastructure, at scale.

Cloud 264

Cloud Azure Analytics Open Source 264

Dynatrace

JULY 30, 2024

We estimate that Dynatrace can automate the majority of repetitive tasks and additional compliance burdens introduced by DORA technical requirements using analytics and automation based on observability and security data. Financial institutions face an increased compliance burden with DORA.

Government 227

Government Innovation Analytics Open Source 227

Dynatrace

JUNE 27, 2023

We hear from our customers how important it is to have a centralized, quick, and powerful access point to analyze these logs; hence we’re making it easier to ingest AWS S3 logs and leverage Dynatrace Log Management and Analytics powered by Grail. Use Notebooks on the Dynatrace platform to analyze logs from AWS Application Load Balancer.

AWS 246

AWS Cloud Lambda Analytics 246

Dynatrace

JULY 6, 2022

With ever-evolving infrastructure, services, and business objectives, IT teams can’t keep up with routine tasks that require human intervention. Expect to spend time fine-tuning automation scripts as you find the right balance between automated and manual processing. How organizations benefit from automating IT practices.

Artificial Intelligence 246

Artificial Intelligence Tuning Strategy Big Data 246

Dynatrace

JUNE 13, 2019

The Dynatrace platform automatically integrates OpenTelemetry data, thereby providing the highest possible scalability, enterprise manageability, seamless processing of data, and, most importantly the best analytics through Davis (our AI-driven analytics engine), and automation support available. What Dynatrace will contribute.

IoT 53

IoT C++ Analytics Java 53

The Netflix TechBlog

APRIL 29, 2019

An easy, though imprecise, way of thinking about Netflix infrastructure is that everything that happens before you press Play on your remote control (e.g., Various software systems are needed to design, build, and operate this CDN infrastructure, and a significant number of them are written in Python. are you logged in?

Open Source 280

Open Source Network Infrastructure Big Data 280

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. Stay tuned for an upcoming blog series where we’ll give you a more hands-on walkthrough of how to ingest any kind of data from StatsD, Telegraf, Prometheus, scripting languages, or our integrated REST API. Stay tuned. Seeing is believing.

Open Source 264

Open Source Metrics Analytics Tuning 264

Dynatrace

FEBRUARY 9, 2022

More recently, teams have begun to apply DevOps best practices to infrastructure automation, giving developers a more active role with GitOps as an operational framework. Key components of GitOps are declarative infrastructure as code, orchestration, and observability.

Code 246

Code Software Software DevOps 246

Dynatrace

FEBRUARY 14, 2022

Building on its advanced analytics capabilities for Prometheus data , Dynatrace now enables you to create extensions based on Prometheus metrics. Reduce alert noise and accelerate your mean time to repair (MTTR) for infrastructure incidents. Dynatrace news. Many technologies expose their metrics in the Prometheus data format.

Technology 246

Technology Technology Metrics Infrastructure 246

Dynatrace

NOVEMBER 6, 2023

The move to SaaS and data residency in local markets Dynatrace operates its AI-powered unified platform for observability, security, and business analytics as a SaaS solution across the globe. Dynatrace is already supported in 17 local regions on three hyperscalers (AWS, Azure, and GCP). Obligations to end users while moving to SaaS.

AWS 264

AWS Azure Tuning Analytics 264

Dynatrace

MAY 23, 2024

Failures can occur unpredictably across various levels, from physical infrastructure to software layers. Optimized fault recovery We’re also interested in exploring the potential of tuning configurations to improve recovery speed and performance after failures and avoid the demand for additional computing resources.

Engineering 245

Engineering Tuning Latency Open Source 245

Dynatrace

NOVEMBER 24, 2020

Do we have the ability (process, frameworks, tooling) to quickly deploy new services and underlying IT infrastructure and if we do, do we know that we are not disrupting our end users? Stay tuned. Do we have the right monitoring to understand the health and validation of architecture decisions and delivering on business expectations?

AWS 221

AWS Artificial Intelligence Best Practices Lambda 221

Dynatrace

SEPTEMBER 29, 2021

Think of containers as the packaging for microservices that separate the content from its environment – the underlying operating system and infrastructure. For a deeper look into how to gain end-to-end observability into Kubernetes environments, tune into the on-demand webinar Harness the Power of Kubernetes Observability.

Open Source 334

Open Source DevOps Traffic Cloud 334

Dynatrace

APRIL 17, 2024

Without combining these signals in a unified AI-powered observability platform, monitoring apps, infrastructure, and troubleshooting issues are nothing more than a patchwork of manual correlation. The infrastructure & Operations app shows a monitored host with s390 architecture, and the Logs tab shows log data for that host.

Operating System 246

Operating System Energy Infrastructure Architecture 246

Dynatrace

JULY 10, 2023

Here is what a few of these customers say about Dynatrace: “ Dynatrace has been a game changer in our ability to respond to incidents, identify areas for performance tuning, and gain meaningful data from user behavior analysis.” Director of infrastructure, software sector “ Strong technology and stronger people.

Monitoring 246

Monitoring Retail Performance Government 246

The Netflix TechBlog

SEPTEMBER 18, 2024

Vidhya Arvind , Rajasekhar Ummadisetty , Joey Lynch , Vinay Chella Introduction At Netflix our ability to deliver seamless, high-quality, streaming experiences to millions of users hinges on robust, global backend infrastructure. The KV data can be visualized at a high level, as shown in the diagram below, where three records are shown.

Latency 260

Latency Storage Cache Efficiency 260

Dynatrace

APRIL 25, 2023

These functions are executed by a serverless platform or provider (such as AWS Lambda, Azure Functions or Google Cloud Functions) that manages the underlying infrastructure, scaling and billing. Enable faster development and deployment cycles by abstracting away the infrastructure complexity.

Serverless 246

Serverless Lambda Azure AWS 246

Dynatrace

MAY 15, 2020

This is especially true when we consider the explosive growth of cloud and container environments, where containers are orchestrated and infrastructure is software defined, meaning even the simplest of environments move at speeds beyond manual control, and beyond the speed of legacy Security practices. And this poses a significant risk.

Government 278

Government DevOps Infrastructure Network 278

Dynatrace

APRIL 26, 2022

Gartner estimates that by 2025, 70% of digital business initiatives will require infrastructure and operations (I&O) leaders to include digital experience metrics in their business reporting. With DEM solutions, organizations can operate over on-premise network infrastructure or private or public cloud SaaS or IaaS offerings.

Monitoring 246

Monitoring Social Media IoT Metrics 246

The Netflix TechBlog

OCTOBER 8, 2024

The Key-Value Abstraction offers a flexible, scalable solution for storing and accessing structured key-value data, while the Data Gateway Platform provides essential infrastructure for protecting, configuring, and deploying the data tier. We do not use it for metrics, histograms, timers, or any such near-real time analytics use case.

Latency 239

Latency Storage Traffic Tuning 239

Dynatrace

AUGUST 28, 2020

Azure Data Lake Analytics. As with any integration service, there are many moving parts, which increases the probability of failed runs caused by infrastructure problems, data not arriving on time, or code issues in your pipelines. We’ll release additional monitoring support for new services soon, so stay tuned for further updates.

Azure 235

Azure Cloud Tuning Monitoring 235

The Netflix TechBlog

MAY 26, 2020

Cloud Network Insight is a suite of solutions that provides both operational and analytical insight into the Cloud Network Infrastructure to address the identified problems. It is easier to tune a large Spark job for a consistent volume of data. So how do we ingest all these s3 files? We named this library Sqooby.

Network 154

Network Tuning AWS Traffic 154

The Netflix TechBlog

JANUARY 13, 2022

Pensive infrastructure comprises two separate systems to support batch and streaming workloads. This blog will explore these two systems and how they perform auto-diagnosis and remediation across our Big Data Platform and Real-time infrastructure. They have been great partners for us as we work on improving the Pensive infrastructure.

Big Data 242

Big Data Infrastructure Metrics Games 242

Dynatrace

JANUARY 4, 2024

Service meshes are a dedicated infrastructure layer added on top of an application that abstracts service-to-service communication using a proxy, often deployed as a sidecar, which runs alongside each service. Put simply, Dynatrace extends OpenTelemetry observability, and OpenTelemetry extends Dynatrace observability.

Metrics 242

Metrics Open Source Tuning Infrastructure 242

Dynatrace

JUNE 6, 2019

While monitoring basic container metrics helps you to track and understand infrastructure utilization, it doesn’t give you insights into the actual performance of the applications or their real-time dependencies to other applications and services. So stay tuned. Automatic monitoring of applications running in Kubernetes pods.

Monitoring 203

Monitoring Tuning Metrics Analytics 203

Dynatrace

JULY 22, 2024

Text-based records of events and activities generated by applications and infrastructure components. OpenTelemetry provides [extensive documentation]([link] and examples to help you fine-tune your configuration for maximum effectiveness. Logs are used for debugging, troubleshooting, and auditing purposes.

Latency 264

Latency Best Practices Metrics Open Source 264

Dynatrace

JULY 22, 2019

They gather information infrastructure data such as CPU, memory and log files. It doesn’t apply to infrastructure metrics such as CPU or memory. Unless you use our log analytics solution, Dynatrace doesn’t even look at log files to decide whether something is failing. There is still plenty of capacity left so who cares?

Best Practices 217

Best Practices Artificial Intelligence Monitoring Tuning 217

Dynatrace

JANUARY 19, 2021

Actionable analytics across the?entire Serverless architectures help developers innovate more efficiently and effectively by removing the burden of managing underlying infrastructure. Actionable analytics across the?entire From here you can use Dynatrace analytics capabilities to understand the response time?and

Lambda 264

Lambda Serverless AWS Mobile 264

Dynatrace

JULY 30, 2024

We estimate that Dynatrace can automate the majority of repetitive tasks and additional compliance burdens introduced by DORA technical requirements using analytics and automation based on observability and security data. Financial institutions face an increased compliance burden with DORA.

Government 147

Government Innovation Analytics Open Source 147

The Netflix TechBlog

OCTOBER 27, 2020

Data scientists and engineers collect this data from our subscribers and videos, and implement data analytics models to discover customer behaviour with the goal of maximizing user joy. Bulldozer abstracts the underlying infrastructure on how the data moves. The job is then scheduled and executed in Netflix Big Data Platform.

Latency 252

Latency Storage Big Data Tuning 252

Dynatrace

DECEMBER 2, 2021

SLOs can be a great way for DevOps and infrastructure teams to use data and performance expectations to make decisions, such as whether to release, and where engineers should focus their time. Help with decision making. Promote automation. How SLOs work. These trends also help you adjust business objectives and SLAs. SLO best practices.

Metrics 246

Metrics Best Practices DevOps Infrastructure 246

Dynatrace

AUGUST 17, 2023

Also, if limits are set too low, some critical components in your infrastructure might go unmonitored, potentially negatively impacting your business. What’s next Dynatrace will continue to monitor and fine-tune the cost-event detection algorithms used by cost monitors to ensure that notifications are accurate.

Monitoring 246

Monitoring Tuning Infrastructure Availability 246