Dynatrace

APRIL 18, 2024

Rather, they must be bolstered by additional technological investments to ensure reliability, security, and efficiency. Observability of applications and infrastructure serves as a critical foundation for DevOps and platform engineering, offering a comprehensive view into system performance and behavior.

DevOps 188

DevOps Engineering Artificial Intelligence Infrastructure 188

Dynatrace

MAY 3, 2024

Log data—the most verbose form of observability data, complementing other standardized signals like metrics and traces—is especially critical. Their job is to find out the root cause of any SLO violations, ensure visibility into the application landscape to fix problems efficiently and minimize production costs by reducing errors.

Cloud 250

Cloud Lambda AWS Analytics 250

Dynatrace

MARCH 20, 2024

In this article, we’ll explore these challenges in detail and introduce Keptn, an open source project that addresses these issues, enhancing Kubernetes observability for smoother and more efficient deployments. Infrastructure health The underlying infrastructure’s health directly impacts application availability and performance.

Open Source 266

Open Source Hardware DevOps Infrastructure 266

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 203

Cache Azure Infrastructure Monitoring 203

Dynatrace

FEBRUARY 21, 2024

To remain competitive in today’s fast-paced market, organizations must not only ensure that their digital infrastructure is functioning optimally but also that software deployments and updates are delivered rapidly and consistently. Continuous, informed improvement : Quality gates provide consistent feedback on key metrics.

Speed 205

Speed Software Software Latency 205

Dynatrace

NOVEMBER 9, 2023

Efficient coordination among resource usage, requests, and allocation is critical. By gaining insights into how your Kubernetes workloads utilize computing and memory resources, you can make informed decisions about how to size and plan your infrastructure, leading to reduced costs.

Efficiency 272

Efficiency Monitoring Best Practices Open Source 272

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. Unnecessary data transfer. On-demand payment agreement.

Best Practices 230

Best Practices Strategy Cloud AWS 230

Dynatrace

MARCH 29, 2024

Teams require innovative approaches to manage vast amounts of data and complex infrastructure as well as the need for real-time decisions. As a result, organizations are turning to AI to automate tasks—from code development to incident response—to reduce manual effort and human error, and to boost workforce efficiency.

Artificial Intelligence 181

Artificial Intelligence DevOps Strategy Open Source 181

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 245

AWS Efficiency Azure Cloud 245

The Netflix TechBlog

MARCH 7, 2024

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding. ETL workflows), as well as downstream (e.g.

Systems 226

Systems Media Cache Open Source 226

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. Label-based access control is a security mechanism that allows companies to control who can access specific metrics based on their labels. to monitor and diagnose. +50

Metrics 109

Metrics Monitoring Database Engineering 109

Dynatrace

FEBRUARY 1, 2024

Business and technology leaders are increasing their investments in AI to achieve business goals and improve operational efficiency. Armed with this data, the developer can then change the query to ask for the statements over a period (for example, the previous week). In this example, there is a suspicious increase in scripting events.

Artificial Intelligence 184

Artificial Intelligence Analytics Efficiency Database 184

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 183

Analytics Java Infrastructure Cloud 183

Dynatrace

DECEMBER 21, 2023

This is a rather simple move as it doesn’t directly impact your infrastructure, just your contract with your electricity provider. 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 207

Cloud Energy Best Practices Cache 207

Dynatrace

JUNE 5, 2023

What F5 extensions do Dynatrace extensions are equipped with “domain knowledge,” providing you with the necessary information to monitor your F5 BIG-IP instances efficiently. By analyzing metric anomalies between hosts and load balancers, Davis AI can quickly resolve problems, thus expediting the process.

Traffic 192

Traffic Virtualization Metrics Monitoring 192

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. Improved efficiency.

Strategy 225

Strategy Benchmarking Serverless Infrastructure 225

Dynatrace

SEPTEMBER 5, 2023

They handle complex infrastructure, maintain service availability, and respond swiftly to incidents. This enables efficient resource allocation, avoiding unnecessary expenses and ensuring optimal performance. This is just one example of predictive AI in action. Proactive resource allocation. Capacity planning.

Artificial Intelligence 262

Artificial Intelligence DevOps Analytics Engineering 262

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. Instantly visualize the Kubernetes environment with all the detailed metrics and events teams care about.

Azure 225

Azure Monitoring Operating System Virtualization 225

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 205

Open Source Social Media Infrastructure Operating System 205

Dynatrace

JUNE 26, 2023

The move to SaaS By utilizing services and solutions from the Azure infrastructure, organizations can leverage all the power that the Dynatrace SaaS model provides. This ensures efficient operation, built-in security, and the latest innovations and features delivered seamlessly in a bi-weekly release cycle. Obligations to end users.

Azure 203

Azure Infrastructure Availability Innovation 203

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. Modern observability Observability is the ability to measure a system’s current state based on the data it generates, such as logs, metrics, and traces.

Artificial Intelligence 173

Artificial Intelligence Innovation Strategy Efficiency 173

Dynatrace

APRIL 25, 2023

For example, to handle traffic spikes and pay only for what they use. 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. Scale automatically based on the demand and traffic patterns.

Serverless 206

Serverless Lambda Azure AWS 206

Dynatrace

JULY 29, 2022

It’s also common for teams, as part of their log monitoring practice, to write business metrics to a log that can then be tracked on a dashboard or trigger an alert. As companies migrate their infrastructure and development workloads to the cloud, there are numerous use cases for log analytics. Better-quality code.

Analytics 213

Analytics Storage Retail Monitoring 213

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. 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

SEPTEMBER 8, 2022

Most infrastructure and applications generate logs. Metrics, logs , and traces make up three vital prongs of modern observability. Together with metrics, three sources of data help IT pros identify the presence and causes of performance problems, user experience issues, and potential security threats.

Systems 184

Systems Cloud Analytics DevOps 184

Dynatrace

FEBRUARY 15, 2023

And operations teams need to forecast cloud infrastructure and compute resource requirements, then automatically provision resources to optimize digital customer experiences. An automated workflow, for example, might identify an application issue, send an alert to ServiceNow, generate a help desk ticket, and even trigger a remediation step.

Code 210

Code DevOps Cloud Analytics 210

Dynatrace

JULY 29, 2022

It’s also common for teams, as part of their log monitoring practice, to write business metrics to a log that can then be tracked on a dashboard or trigger an alert. As companies migrate their infrastructure and development workloads to the cloud, there are numerous use cases for log analytics. Better-quality code.

Analytics 180

Analytics Storage Retail Monitoring 180

Dynatrace

SEPTEMBER 1, 2022

To measure service quality, IT teams monitor infrastructure, applications, and user experience metrics, which in turn often support service level objectives (SLO)s. But what is business analytics exactly, and how can you feed it with reliable data that ties IT metrics to business outcomes? Let’s start from the top.

Analytics 175

Analytics Ecommerce Metrics Innovation 175

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. Customers can monitor their Function URLs with new CloudWatch metrics such as UrlRequestCount, Url4xxError, Url5xxError, and UrlLatency.

Lambda 165

Lambda AWS Serverless Infrastructure 165

Dynatrace

JULY 25, 2022

A full list of metrics can be found here and include dimensions such as the following: Packets. When it comes to logs and metrics, the Dynatrace platform provides direct access to the log content of all mission-critical processes. Automate cloud operations and trigger remediation workflow to enhance efficiency. Log Metrics.

AWS 216

AWS Transportation Network Traffic 216

Dynatrace

APRIL 26, 2022

Fast, consistent application delivery creates a positive user experience that can ultimately drive customer loyalty and improve business metrics like conversion rate and user retention. With DEM solutions, organizations can operate over on-premise network infrastructure or private or public cloud SaaS or IaaS offerings.

Monitoring 202

Monitoring Social Media IoT Metrics 202

Dynatrace

NOVEMBER 3, 2020

A few months ago we wrote about how you can scale your API operations with our version 2 APIs , by showing off the Dynatrace Metrics API v2 and the Monitored entities API v2. We know how crucial this information can be when it comes to reporting, analyzing long-term trends, or identifying problem entities in your infrastructure.

Metrics 245

Metrics Monitoring Efficiency Availability 245

Dynatrace

JUNE 7, 2023

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. Our example dashboard below visualizes OpenAI token consumption.

Monitoring 163

Monitoring Latency Metrics Azure 163

The Netflix TechBlog

SEPTEMBER 22, 2021

Subsequent posts will go into more details on the statistics of A/B tests, experimentation across Netflix, how Netflix has invested in infrastructure to support and scale experimentation, and the importance of the culture of experimentation within Netflix. Some metrics will be specific to the given hypothesis. Let’s say?—?this

Testing 245

Testing Entertainment Metrics Social Media 245

Dynatrace

NOVEMBER 10, 2020

As a leader in cloud infrastructure and platform services , the Google Cloud Platform is fast becoming an integral part of many enterprises’ cloud strategies. As an example of what you can now achieve with Dynatrace monitoring of GCP, let’s take a look at the Google Cloud Function service. Dynatrace news.

Google 219

Google Cloud Serverless Innovation 219

Dynatrace

JULY 12, 2022

AIOps and observability for infrastructure management. This kind of IT automation “ingests data from every layer in the stack — from the infrastructure layer to the application layer and even user experience data,” says Bipin Singh, director of product marketing at Dynatrace. Previously, Park ‘N Fly had to manually troubleshoot.

Innovation 218

Innovation Infrastructure DevOps Azure 218

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. Customers can monitor their Function URLs with new CloudWatch metrics such as UrlRequestCount, Url4xxError, Url5xxError, and UrlLatency.

Lambda 130

Lambda AWS Serverless Infrastructure 130