Dynatrace

JANUARY 22, 2024

Most AI today uses association-based machine learning models like neural networks that find correlations and make predictions based on them. So, these models are limited in their ability to explain why outputs occurred or to make reliable predictions in new situations. However, correlation does not imply causation.

Artificial Intelligence 210

Artificial Intelligence Healthcare Retail Government 210

Scalegrid

JANUARY 8, 2024

Key Takeaways AI integration in cloud computing increases operational efficiency by automating processes, optimizing resource allocation, and improving scalability, leading to cost savings and allowing IT teams to concentrate on strategic initiatives. Discover how AI is reshaping the cloud and what this means for the future of technology.

Artificial Intelligence 147

Artificial Intelligence Cloud Scalability Analytics 147

Dynatrace

APRIL 5, 2024

The first part of this blog post briefly explores the integration of SLO events with AI. The second part delves into the approach to be adopted with SLOs based on a client’s context and environment, considering whether SLAs (Service Level Agreements) have already been historically defined. Which approach should you take?

Efficiency 228

Efficiency Traffic Tuning Metrics 228

Dynatrace

OCTOBER 17, 2023

This data overload also prevents customer-centric pricing models as users consider cost-effective technology platforms. Over the past decade, observability vendors have built cost models that have not accounted for the explosive rise in data required by customers. This pricing model adversely affects customers in several ways.

Retail 240

Retail Storage Best Practices Architecture 240

Dynatrace

SEPTEMBER 27, 2023

Customer experience analytics is the systematic collection, integration, and analysis of data related to customer interactions and behavior with an organization and/or its products and services. Employ segmentation to group customers based on shared characteristics, which allows you to tailor experiences and strategies to specific segments.

Best Practices 230

Best Practices Analytics Strategy Monitoring 230

Dynatrace

FEBRUARY 1, 2024

The complex interconnections in cloud-based systems make it crucial to always have a topological overview to understand dependencies. It provides accurate real-time insights to ensure operational integrity and optimal performance to meet an organization’s service-level objectives (SLOs).

Infrastructure 183

Infrastructure Metrics Network Monitoring 183

Dynatrace

JULY 25, 2023

This expansion of Davis AI complements the proven Dynatrace predictive AI model (for example, forecasting and anomalies) and our causal AI model (for example, determination of a problem’s root cause, security risks, user impact, and steering automation), which are at the core of the Dynatrace platform.

Best Practices 235

Best Practices Analytics Metrics Code 235

Dynatrace

JUNE 7, 2023

Advanced AI applications using OpenAI services don’t just forward user input to OpenAI models; they also require client-side pre- and post-processing. A typical design pattern is the use of a semantic search over a domain-specific knowledge base, like internal documentation, to provide the required context in the prompt.

Monitoring 166

Monitoring Latency Metrics Azure 166

Dynatrace

SEPTEMBER 20, 2022

What is DevSecOps and what is a DevSecOps maturity model? There are a few key best practices to keep in mind that formulate the perfect DevSecOps maturity model. What are the best practices that form the DevSecOps maturity model? Some DevSecOps best practices include the following: Security by design.

Best Practices 265

Best Practices DevOps Education Serverless 265

Dynatrace

JUNE 7, 2023

They can integrate their own applications in the Kubernetes API or use Kubernetes’ own tooling to roll out new features. One major Kubernetes advantage is its self-healing, continually making repairs and addressing failures that affect applications’ integrity. Kubernetes provides a basic networking model. Networking.

Open Source 209

Open Source Social Media Infrastructure Operating System 209

The Netflix TechBlog

NOVEMBER 17, 2022

We identified that we can leverage neural networks (NN) to improve Netflix video quality, by replacing conventional video downscaling with a neural network-based one. It can be integrated as a drop-in solution, i.e., we do not need any other changes on the Netflix encoding side or the client device side.

Network 292

Network Media Innovation Efficiency 292

Dynatrace

JULY 29, 2021

With extended contextual analytics and AIOps for open observability, Dynatrace now provides you with deep insights into every entity in your IT landscape, enabling you to seamlessly integrate metrics, logs, and traces—the three pillars of observability. Dynatrace extends its unique topology-based analytics and AIOps approach.

Analytics 246

Analytics Open Source Serverless Architecture 246

Dynatrace

NOVEMBER 3, 2023

focused on technology coverage, building on the flexibility of JMX for Java and Python-based coded extensions for everything else. While Python code can address most data acquisition and ingest requirements, it comes at the cost of complexity in implementation and use-case modeling. Topology modeling Extensions 2.0

Technology 249

Technology Technology Scalability Availability 249

Scalegrid

JANUARY 5, 2024

Enhanced data security, better data integrity, and efficient access to information. Key Takeaways A Database Management System (DBMS) streamlines data integrity and consistency by enforcing rules and constraints, minimizing data redundancy and inconsistencies, and ensuring that the data is both accurate and reliable for organizational use.

Efficiency 147

Efficiency Storage Database Scalability 147

Dynatrace

JANUARY 26, 2024

The White House directive takes a nuanced approach, encouraging a risk-based framework for the adoption of AI technologies. This approach underscores the importance of evaluating and managing risks associated with large language models and generative AI outputs. Dynatrace is also integral to the DEA’s ZT initiative.

Government 215

Government Artificial Intelligence Innovation Programming 215

Dynatrace

AUGUST 7, 2023

Based on large language models (LLMs), generative AI can help those in communication and creative fields to enable live chat between customer reps and consumers, to create product descriptions automatically and on the fly, or even to detect fraud in financial services settings. DevOps vs DevSecOps: Why integrate security and DevOps?

DevOps 187

DevOps Analytics Best Practices Java 187

Dynatrace

JANUARY 16, 2023

Kubernetes infrastructure models differ between cloud and on-premises. Kubernetes infrastructure models differ between cloud and on-premises. Continuous integration and delivery (CI/CD) technologies grew by +43% year-over-year. Java Virtual Machine (JVM)-based languages are predominant. Kubernetes survey methodology.

Open Source 345

Open Source Java Operating System Programming 345

Dynatrace

SEPTEMBER 16, 2020

Managing highly dynamic, microservices-based environments with a CMDB database can be challenging. Enhancements to Dynatrace ServiceNow integration. The new Service Graph Connector enhances the integration between ServiceNow and the Dynatrace Software Intelligence Platform. data model. data model. Dynatrace news.

Programming 176

Programming Cloud Engineering Infrastructure 176

Dynatrace

MAY 17, 2023

With the launch of ChatGPT, an AI chatbot developed by OpenAI, in November 2022, large language models (LLMs) and generative AI have become a global sensation, making their way to the top of boardroom agendas and household discussions worldwide. and “What’s the best way to integrate this solution with my toolchain?”

Innovation 263

Innovation Software Software Artificial Intelligence 263

Dynatrace

SEPTEMBER 8, 2023

Further, you can set alerts based on predefined or auto-adaptive thresholds. Dynatrace Query Language (DQL) is a powerful tool for exploring your data and discovering patterns, identifying anomalies and outliers, creating statistical modeling, and more based on data stored in Dynatrace Grail.

Database 273

Database Artificial Intelligence Metrics Monitoring 273

Dynatrace

SEPTEMBER 5, 2023

Therefore, the integration of predictive artificial intelligence (AI) in the workflows of these teams has become essential to meet service-level objectives, collaborate effectively, and boost productivity. Through predictive analytics, SREs and DevOps engineers can accurately forecast resource needs based on historical data.

Artificial Intelligence 266

Artificial Intelligence DevOps Analytics Engineering 266

Dynatrace

OCTOBER 4, 2023

Building business resilience with observability, workflow automation, integrated security, and AI Technologies such as observability, AI, and workflow automation can boost business resilience by providing insight into complex IT systems in real time. To bounce forward, organizations need a strategy to build business resilience.

Artificial Intelligence 174

Artificial Intelligence Innovation Strategy Efficiency 174

Dynatrace

JUNE 26, 2023

This represents the first observability solution available to Microsoft customers as a Switzerland-based SaaS deployment. 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.

Azure 207

Azure Infrastructure Availability Innovation 207

Dynatrace

JULY 16, 2021

Here is a good overview of how Dynatrace users are now benefiting from this stream of innovation: SLO-based Quality Gates is the latest capability we added to the Dynatrace Cloud Automation solution proudly powered by Keptn. 29:10 – GitOps – Dashboard based Automation. 37:13 – Integrate with Delivery.

DevOps 245

DevOps Open Source Cloud Azure 245

Dynatrace

JUNE 5, 2023

Whether it’s enterprise applications, web services, or cloud-based services, the LTM offers application-layer load balancing, SSL/TLS acceleration, and traffic shaping services. What sets Dynatrace apart from other F5 monitoring solutions is its ability to accurately model the internal workings of F5 instances.

Traffic 196

Traffic Virtualization Metrics Monitoring 196

Dynatrace

DECEMBER 10, 2021

Developing applications based on modern architectures comes with a challenge for release automation: integrating delivery of many services with similar processes but often with different technologies and tools along the delivery pipelines. This is also the point of integration. Integrate tools seamlessly. Dynatrace news.

DevOps 185

DevOps Cloud Testing Tools Strategy 185

Dynatrace

DECEMBER 16, 2022

An open approach enables technologies to interoperate, whereas proprietary, legacy systems often create vendor lock-in and prevent interoperability and data integration. Most likely, tool integration is minimal, resulting in poor customer and employee experiences. The platform approach vs. the best-of-breed approach.

Innovation 199

Innovation Software Software Cloud 199

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. As proof of how valuable this is, we’ve added an integration to Telegraf, which allows you to benefit from the 200+ plugins that Telegraf provides at enterprise scale. Dynatrace unlocks over 200 new technology integrations. Dynatrace news.

Open Source 257

Open Source Metrics Analytics Tuning 257

Scalegrid

NOVEMBER 29, 2023

Software developers are finding it easier to integrate with the DBaaS model, especially when developing mobile apps. Developers become more efficient while maintaining data integrity. The advantages of DBaaS Businesses can use their database services without having to purchase new hardware or set it up.

Healthcare 130

Healthcare Hardware Database Scalability 130

Dynatrace

MARCH 22, 2023

The advent of microservices and serverless computing means that cloud-based applications may consist of thousands of containerized services. However, with DevSecOps automation, teams can integrate AIOps, risk prioritization, and runtime context throughout all stages of the software development lifecycle (SDLC).

Open Source 200

Open Source Artificial Intelligence Internet Internet 200

Dynatrace

NOVEMBER 29, 2022

Dynatrace IT itself has implemented a NoOps model for our own IT operations. But to fully integrate and automate our cloud-native continuous delivery and operations, we needed a control plane to automatically orchestrate most of the operations tasks. Ramp up or down resources in real-time based on workload requirements.

Infrastructure 174

Infrastructure Code Cloud DevOps 174

The Netflix TechBlog

OCTOBER 27, 2021

The GUI can be extended with plugins, allowing the community to build integrations to other systems, custom visualizations, and embed upcoming features of Metaflow directly into its views. We also had no need to build a model-monitoring GUI yet, which is a wholly separate problem domain. all using their favorite IDEs and terminals.

Open Source 222

Open Source Monitoring Scalability Code 222

The Netflix TechBlog

FEBRUARY 3, 2021

This framework was initially intended to be internal only, focusing on integration with the Netflix ecosystem for tracing, logging, metrics, etc. Instead, the schema gets generated at runtime based on definitions in code. At Netflix, we have many extensions for Spring Boot to integrate with our infrastructure.

Open Source 246

Open Source Java Architecture Metrics 246

Scalegrid

MARCH 22, 2024

Yet it reveals a migration trajectory favoring multi-cloud models as companies wake up to advantages such as heightened innovation potential tied with these varied service structures. Consistently evaluating and tuning resource allocations based on use patterns helps prevent overprovisioning and reduces unnecessary expenses.

Strategy 130

Strategy Cloud Government Innovation 130

Dynatrace

JANUARY 23, 2024

AI observability and data observability The importance of effective AI data analysis to organizational success places a burden on leaders to better ensure that the data on which algorithms are based is accurate, timely, and unbiased. But by 2028, these cloud-based services will be a business necessity. What is data observability?

Performance 188

Performance DevOps Innovation Artificial Intelligence 188

Dynatrace

OCTOBER 19, 2023

The DevSecOps model emphasizes automation and addressing security concerns at all phases of the SDLC. Real-time attack detection and blocking Application security attack detection and blocking aims to safeguard critical data, prevent data breaches, and protect application integrity and availability.

Best Practices 212

Best Practices Benchmarking Speed Infrastructure 212

Dynatrace

DECEMBER 12, 2023

And now, it has become integral to organizations’ efforts to drive efficiency and improve productivity. In the wake of a significant hype cycle following the 2022 launch of ChatGPT, a chatbot based on generative AI, most technology leaders are concerned that generative AI could be susceptible to unintentional bias, error, and misinformation.

Artificial Intelligence 209

Artificial Intelligence DevOps Analytics Strategy 209