Dynatrace

APRIL 15, 2024

The importance of critical infrastructure and services While digital government is necessary, protecting critical infrastructure and services is equally important. Critical infrastructure and services refer to the systems, facilities, and assets vital for the functioning of society and the economy.

Infrastructure 246

Infrastructure Efficiency Government Transportation 246

Dynatrace

DECEMBER 2, 2024

On average, organizations use 10 different tools to monitor applications, infrastructure, and user experiences across these environments. Clearly, continuing to depend on siloed systems, disjointed monitoring tools, and manual analytics is no longer sustainable.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

Dynatrace

DECEMBER 12, 2024

The Federal Reserve Regulation HH in the United States focuses on operational resilience requirements for systemically important financial market utilities. Proactive systems like Dynatrace’s Davis AI can automate responses to threats, swiftly implementing remediation while keeping executives informed of actions taken and their impact.

Analytics 289

Analytics Government Efficiency Innovation 289

Dynatrace

APRIL 16, 2025

CSPM solutions continuously monitor and improve the security posture of Infrastructure-as-a-Service (IaaS) and Platform-as-a-Service (PaaS) environments. However, if you only use minimal cloud services, your cloud environment is static, or you rely on on-premises infrastructure, CSPM may not be worth buying yet.

Serverless 219

Serverless Azure Cloud Infrastructure 219

Dynatrace

AUGUST 21, 2024

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. With Dynatrace, teams can seamlessly monitor the entire system, including network switches, database storage, and third-party dependencies.

Engineering 262

Engineering Systems Latency Metrics 262

Dynatrace

SEPTEMBER 27, 2024

These metrics are automatically enriched with Smartscape® topology context, connecting them to their source systems to enable flexible and granular analysis. Green coding focuses on the software that is running on our digital infrastructure. Moving up through a technology stack, on top of hosts, processes are run.

Energy 246

Energy Infrastructure Cloud Best Practices 246

Dynatrace

NOVEMBER 29, 2024

Protect data in multi-tenant architectures To bring you the most value by unifying observability and security in one analytics and automation platform powered by AI, Dynatrace SaaS leverages a multitenancy architecture, enabling efficient and scalable data ingestion, querying, and processing on shared infrastructure.

Storage 246

Storage AWS Azure Architecture 246

Dynatrace

FEBRUARY 6, 2025

With Dashboards , you can monitor business performance, user interactions, security vulnerabilities, IT infrastructure health, and so much more, all in real time. Even if infrastructure metrics aren’t your thing, you’re welcome to join us on this creative journey simply swap out the suggested metrics for ones that interest you.

Metrics 243

Metrics Infrastructure Monitoring Best Practices 243

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 235

Systems Media Cache Open Source 235

Dynatrace

OCTOBER 10, 2023

EdgeConnect provides a secure bridge for SaaS-heavy companies like Dynatrace, which hosts numerous systems and data behind VPNs. In this hybrid world, IT and business processes often span across a blend of on-premises and SaaS systems, making standardization and automation necessary for efficiency.

Systems 278

Systems Efficiency Internet Internet 278

Dynatrace

APRIL 10, 2025

Dynatrace integrates application performance monitoring (APM), infrastructure monitoring, and real-user monitoring (RUM) into a single platform, with its Foundation & Discovery mode offering a cost-effective, unified view of the entire infrastructure, including non-critical applications previously monitored using legacy APM tools.

Strategy 296

Strategy Storage Network Architecture 296

Dynatrace

JULY 15, 2024

Combined with Dynatrace OneAgent ® , you gain a precise view of the status of your systems at a glance. Whether necessary as part of deep root-cause analyses of issues faced by your users that impact your business or if you’re an engineer responsible for the infrastructure hosting your applications and network paths.

Availability 246

Availability Network Monitoring Infrastructure 246

Dynatrace

NOVEMBER 4, 2024

There’s a goldmine of business data traversing your IT systems, yet most of it remains untapped. Other data sources, including APIs and log files — are used to expand access, often to external or proprietary systems. In fact, it’s likely that some of your critical business systems already write business data to log files.

Analytics 241

Analytics Airlines Metrics Monitoring 241

Dynatrace

OCTOBER 10, 2024

Take your monitoring, data exploration, and storytelling to the next level with outstanding data visualization All your applications and underlying infrastructure produce vast volumes of data that you need to monitor or analyze for insights. Infrastructure health: A honeycomb chart is often used to visualize infrastructure health.

Latency 246

Latency Infrastructure Monitoring Metrics 246

DZone

OCTOBER 7, 2024

Many organizations rely on cloud services like AWS, Azure, or GCP for these GPU-powered workloads, but a growing number of businesses are opting to build their own in-house model serving infrastructure. This shift is driven by the need for greater control over costs, data privacy, and system customization.

Infrastructure 173

Infrastructure Azure Hardware AWS 173

Dynatrace

MARCH 5, 2025

This is partly due to the complexity of instrumenting and analyzing emissions across diverse cloud and on-premises infrastructures. Integration with existing systems and processes : Integration with existing IT infrastructure, observability solutions, and workflows often requires significant investment and customization.

Energy 223

Energy Analytics Traffic Cloud 223

Dynatrace

OCTOBER 29, 2024

And it enables executives to have unprecedented insight into how user experiences, applications and underlying infrastructure health can power their business. By automating root-cause analysis, TD Bank reduced incidents, speeding up resolution times and maintaining system reliability. The result?

Innovation 288

Innovation Cloud Strategy AWS 288

Dynatrace

NOVEMBER 18, 2024

On top of this, organizations are often unable to accurately identify root causes across their dispersed and disjointed infrastructure. In such a fragmented landscape, having clear, real-time insights into granular data for every system is crucial.

Strategy 243

Strategy Innovation Cloud Efficiency 243

Dynatrace

NOVEMBER 20, 2024

This rising risk amplifies the need for reliable security solutions that integrate with existing systems. This latest integration with Microsoft Sentinel expands our partnership, providing joint customers with a holistic view of their entire cloud environment; from application to infrastructure, data, and security. “As

Best Practices 299

Best Practices Innovation Azure Cloud 299

Scalegrid

FEBRUARY 6, 2025

Introduction to Message Brokers Message brokers enable applications, services, and systems to communicate by acting as intermediaries between senders and receivers. This decoupling simplifies system architecture and supports scalability in distributed environments.

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

APRIL 10, 2025

In modern containerized environments, teams often deploy Kubernetes across mixed operating systems, creating a situation where both Linux and Windows nodes reside in the same cluster. This inconsistency leads to gaps in monitoring and alerting, making it difficult to maintain a unified view of the cluster’s health.

Performance 147

Performance Java Operating System Infrastructure 147

Dynatrace

APRIL 4, 2025

In this blog post, youll learn how Dynatrace OneAgent automatically identifies Journald and ingests structured logs into Dynatrace while enriching them with topology and infrastructure context. Journald provides unified structured logging for systems, services, and applications, eliminating the need for custom parsing for severity or details.

Analytics 147

Analytics Operating System Scalability Infrastructure 147

The Netflix TechBlog

MARCH 31, 2025

Netflix Hybrid Infrastructure : Netflix has invested in a hybrid infrastructure, a mix of cloud-based and physically distributed capabilities operating in multiple locations across the world and close to our productions to optimize user performance. The system facilitates large volumes of camera and sound media and is built for speed.

Media 203

Media Logistics Innovation Cloud 203

DZone

APRIL 1, 2025

Modern distributed systems, like microservices and cloud-native architectures, are built to be scalable and reliable. Chaos engineering is a useful way to test and improve system resilience by intentionally creating controlled failures. However, their complexity can lead to unexpected failures.

Engineering 147

Engineering Virtualization Scalability Architecture 147

The Netflix TechBlog

MARCH 28, 2025

By Ko-Jen Hsiao , Yesu Feng and Sudarshan Lamkhede Motivation Netflixs personalized recommender system is a complex system, boasting a variety of specialized machine learned models each catering to distinct needs including Continue Watching and Todays Top Picks for You. Refer to our recent overview for more details).

Tuning 200

Tuning Efficiency Latency Strategy 200

DZone

JANUARY 8, 2025

In todays rapidly evolving IT landscape, the ability to respond quickly to system changes is essential. Event-driven automation enables systems to react instantly to specific triggers or events, enhancing infrastructure resilience and efficiency.

Monitoring 130

Monitoring Infrastructure Servers Efficiency 130

Dynatrace

MARCH 17, 2025

How to achieve sustainable IT practices Use observability tools The first step in driving improvements is to obtain a comprehensive view of your IT infrastructure’s climate impact. Scale to zero Scaling systems to match current demand prevents underutilized machines from consuming significant energy while idling.

Software Engineering 147

Software Engineering Engineering Software Software 147

Dynatrace

JANUARY 16, 2023

Findings provide insights into Kubernetes practitioners’ infrastructure preferences and how they use advanced Kubernetes platform technologies. As Kubernetes adoption increases and it continues to advance technologically, Kubernetes has emerged as the “operating system” of the cloud. Kubernetes moved to the cloud in 2022.

Open Source 358

Open Source Java Operating System Programming 358

The Netflix TechBlog

DECEMBER 17, 2024

To achieve this, we are committed to building robust systems that deliver comprehensive observability, enabling us to take full accountability for every title on ourservice. Each title represents countless hours of effort and creativity, and our systems need to honor that uniqueness. Yet, these pages couldnt be more different.

Traffic 172

Traffic Scalability Strategy Monitoring 172

Dynatrace

APRIL 22, 2025

You might have state-of-the-art surveillance systems and guards at the main entrance, but if a side door is left unlocked, all the security becomes meaningless. What seems like an innocuous config file could contain the access credentials to your most sensitive systems. Security principle. Real-world impact. Security principle.

Network 162

Network Servers Strategy Best Practices 162

Dynatrace

JANUARY 21, 2025

Ensuring smooth operations is no small feat, whether you’re in charge of application performance, IT infrastructure, or business processes. Forecasting can identify potential anomalies in node performance, helping to prevent issues before they impact the system. This ensures optimal resource utilization and cost efficiency.

Traffic 262

Traffic Metrics Analytics Monitoring 262

O'Reilly

MARCH 25, 2025

The system is inconsistent, slow, hallucinatingand that amazing demo starts collecting digital dust. Two big things: They bring the messiness of the real world into your system through unstructured data. When your system is both ingesting messy real-world data AND producing nondeterministic outputs, you need a different approach.

Systems 69

Systems Development Tuning Monitoring 69

Dynatrace

AUGUST 8, 2024

From business operations to personal communication, the reliance on software and cloud infrastructure is only increasing. Ransomware encrypts essential data, locking users out of systems and halting operations until a ransom is paid. Outages can disrupt services, cause financial losses, and damage brand reputations.

Software 290

Software Software Infrastructure Network 290

Dynatrace

JANUARY 22, 2025

Enhanced observability and release validation Dynatrace already excels at delivering full-stack, end-to-end observability of your systems and user journeys. Inefficient or resource-intensive runners can lead to increased costs and underutilized infrastructure.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

The Netflix TechBlog

DECEMBER 19, 2024

Many of these projects are under constant development by dedicated teams with their own business goals and development best practices, such as the system that supports our content decision makers , or the system that ranks which language subtitles are most valuable for a specific piece ofcontent.

Best Practices 204

Best Practices Cache Metrics Code 204

Dynatrace

OCTOBER 31, 2024

It doesn’t matter if you need typically used failure-rate or response-time metrics to ensure your system’s availability and performance or if you need to rely on abnormal log drops to gain insights into raising problems—SLOs leveraged with Grail provide all the information you need.

Metrics 277

Metrics Availability Monitoring Scalability 277

The Netflix TechBlog

JUNE 1, 2023

This tier extended existing infrastructure by adding new backend components and a new remote call to our ads partner on the playback path. Replay traffic enabled us to test our new systems and algorithms at scale before launch, while also making the traffic as realistic as possible.

Traffic 349

Traffic Best Practices Systems Testing 349