Infrastructure and Systems - Technology Performance Pulse

Stress Testing for Resilience in Modern Infrastructure

DZone

DECEMBER 24, 2024

Today, users' expectations of seamless performance mean the system cannot afford downtime or disruption that might turn into losses in revenue and reputation. Therefore, no one can underestimate the role of stress testing in ensuring that the systems are resilient against unfortunate events and failures.

Infrastructure

Infrastructure Testing Innovation Engineering

Implementing a Self-Healing Infrastructure With Kubernetes and Prometheus

DZone

MAY 3, 2023

In today's world, the need for highly available and fault-tolerant systems is more important than ever. Furthermore, with the increased adoption of microservices and containerization , the need for a reliable infrastructure that can automatically detect and recover from failures has become critical.

Infrastructure

Infrastructure Open Source Scalability Monitoring

Five-nines availability: Always-on infrastructure delivers system availability during the holidays’ peak loads

Dynatrace

NOVEMBER 22, 2022

The nirvana state of system uptime at peak loads is known as “five-nines availability.” In its pursuit, IT teams hover over system performance dashboards hoping their preparations will deliver five nines—or even four nines—availability. How can IT teams deliver system availability under peak loads that will satisfy customers?

Infrastructure

Infrastructure Availability Systems Retail

What is hyperconverged infrastructure? Realizing the benefits of HCI

Dynatrace

NOVEMBER 11, 2022

That’s where hyperconverged infrastructure, or HCI, comes in. What is hyperconverged infrastructure? Hyperconverged infrastructure (HCI) is an IT architecture that combines servers, storage, and networking functions into a unified, software-centric platform to streamline resource management. Realizing the benefits of HCI.

Infrastructure

Infrastructure Storage Virtualization Network

The Dynatrace Platform Subscription model enables broad Infrastructure Monitoring

Dynatrace

JUNE 27, 2023

This subscription model offers the flexibility to deploy Dynatrace even more broadly to gain greater visibility into system performance, improve the ability to detect and prevent bottlenecks, and quickly detect and diagnose problems. This means your data point volume is available for all Infrastructure-monitored hosts in your environment.

Infrastructure

Infrastructure Monitoring Metrics Network

Netflix’s Distributed Counter Abstraction

The Netflix TechBlog

NOVEMBER 12, 2024

However, this category requires near-immediate access to the current count at low latencies, all while keeping infrastructure costs to a minimum. Eventually Consistent : This category needs accurate and durable counts, and is willing to tolerate a slight delay in accuracy and a slightly higher infrastructure cost as a trade-off.

Latency

Latency Cache Infrastructure Strategy

What is infrastructure as code? Discover the basics, benefits, and best practices

Dynatrace

JUNE 10, 2022

.” While this methodology extends to every layer of the IT stack, infrastructure as code (IAC) is the most prominent example. Here, we’ll tackle the basics, benefits, and best practices of IAC, as well as choosing infrastructure-as-code tools for your organization. What is infrastructure as code? Consistency.

Best Practices

Best Practices Infrastructure Code Speed

Trace, diagnose, resolve: Introducing the Infrastructure & Operations app for streamlined troubleshooting

Dynatrace

FEBRUARY 1, 2024

Infrastructure and operations teams must maintain infrastructure health for IT environments. The complex interconnections in cloud-based systems make it crucial to always have a topological overview to understand dependencies. Start using the Infrastructure & Operations app now to assess the health of your system.

Infrastructure

Infrastructure Metrics Network Monitoring

Enrich Tenable vulnerability findings with Dynatrace runtime context

Dynatrace

JANUARY 14, 2025

However, the challenge often lies in the fragmentation of vulnerability data across different systems and tools. On the other hand, Tenable focuses on infrastructure, conducting comprehensive scans of hosts, web applications, and compliance checks.

Infrastructure

Infrastructure Monitoring Availability Systems

Dynatrace Cost & Carbon Optimization certified for accuracy and transparency

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

Energy Analytics Traffic Cloud

The keys to selecting a platform for end-to-end observability

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

Artificial Intelligence DevOps Architecture Cloud

Build systems more reliably with Dynatrace: Chaos Engineering

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

Engineering Systems Latency Metrics

Dynatrace elevates data security with separated storage and unique encryption keys for each tenant

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

Storage AWS Azure Architecture

Power Dashboarding, Part I: Start your exploration journey with Dashboards

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

Metrics Infrastructure Monitoring Best Practices

Dynatrace EdgeConnect securely connects your local systems to Dynatrace SaaS

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

Systems Efficiency Internet Internet

Supporting Diverse ML Systems at Netflix

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

Systems Media Cache Open Source

Path to NoOps part 2: How infrastructure as code makes cloud automation attainable—and repeatable—at scale

Dynatrace

NOVEMBER 29, 2022

Infrastructure as code is a way to automate infrastructure provisioning and management. In this blog, I explore how Dynatrace has made cloud automation attainable—and repeatable—at scale by embracing the principles of infrastructure as code. Infrastructure-as-code. But how does it work in practice?

Infrastructure

Infrastructure Code Cloud DevOps

Dynatrace extends Synthetic Monitoring capabilities with Network Availability Monitors to validate the availability of infrastructure and services

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

Availability Network Monitoring Infrastructure

OpenPipeline: Simplify access to critical business data

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

Analytics Airlines Metrics Monitoring

Next-level interaction and customization of data visualizations in Dynatrace Dashboards and Notebooks

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

Latency Infrastructure Monitoring Metrics

In-House Model Serving Infrastructure for GPU Flexibility

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

Infrastructure Azure Hardware AWS

What is log management? How to tame distributed cloud system complexities

Dynatrace

SEPTEMBER 8, 2022

Log management is an organization’s rules and policies for managing and enabling the creation, transmission, analysis, storage, and other tasks related to IT systems’ and applications’ log data. Most infrastructure and applications generate logs. How log management systems optimize performance and security. Watch webinar now!

Cloud

Cloud Systems Analytics DevOps

Helping customers unlock the Power of Possible

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

Innovation Strategy Cloud AWS

5 considerations when deciding on an enterprise-wide observability strategy

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

Strategy Innovation Cloud Efficiency

Dynatrace joins the Microsoft Intelligent Security Association

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

Best Practices Innovation Azure Cloud

RabbitMQ vs. Kafka: Key Differences

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

Latency Analytics Architecture Storage

Using Event-Driven Ansible to Monitor Your Web Application

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

Monitoring Infrastructure Servers Efficiency

Kubernetes in the wild report 2023

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

Open Source Java Operating System Programming

Title Launch Observability at Netflix Scale

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

Traffic Scalability Strategy Monitoring

Better dashboarding with Dynatrace Davis AI: Instant meaningful insights

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

Traffic Metrics Analytics Monitoring

Six causes of major software outages–And how to avoid them

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

Software Software Infrastructure Network

Monitoring GitHub-hosted runners with Dynatrace

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

Monitoring DevOps Metrics Virtualization

Reliability indicators that matter to your business: SLOs for all data types

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

Metrics Availability Monitoring Scalability

Introducing Configurable Metaflow

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

Best Practices Cache Metrics Code

What is observability? Not just logs, metrics and traces

Dynatrace

OCTOBER 1, 2021

As dynamic systems architectures increase in complexity and scale, IT teams face mounting pressure to track and respond to conditions and issues across their multi-cloud environments. How do you make a system observable? Dynatrace news. The architects and developers who create the software must design it to be observed.

Metrics

Metrics Open Source Monitoring Cloud

Business process observability: An IT solution to a business challenge

Dynatrace

FEBRUARY 24, 2025

Sometimes overlooked is a fourth category we might call long-tail processes; these are the ad hoc or custom workflows that develop in response to gaps between systems, applications, departments, or workflows. API to ingest data from relevant business systems. RUM for high-precision user journey analytics.

Processing

Processing Analytics Infrastructure Monitoring

Ensuring the Successful Launch of Ads on Netflix

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

Traffic Best Practices Systems Testing

Software-Defined Networking in Distributed Systems: Transforming Data Centers and Cloud Computing Environments

DZone

FEBRUARY 3, 2024

This novel method to network management is playing an important role in improving the performance, agility, and overall efficiency of distributed systems. Understanding Software-Defined Networking (SDN) At its core, Software-Defined Networking (SDN) represents a fundamental shift in the way we conceptualize and manage network infrastructure.

Network

Network Systems Cloud Software

Simplify log onboarding: From zero to observability in minutes

Dynatrace

MARCH 5, 2025

This blog post explains how Dynatrace simplifies log ingestion, whether youre onboarding logs from your infrastructure using OneAgent, cloud services using log forwarding, or driving open-source standardization leveraging OpenTelemetry (OTel), Fluent Bit, or any other API-based ingestion methods.

Open Source

Open Source IoT Cloud Azure

Scaling Media Machine Learning at Netflix

The Netflix TechBlog

FEBRUARY 13, 2023

Our goal in building a media-focused ML infrastructure is to reduce the time from ideation to productization for our media ML practitioners. This feature store is equipped with a data replication system that enables copying data to different storage solutions depending on the required access patterns.

Media

Media Storage Infrastructure Systems

Redefining Artifact Storage: Preparing for Tomorrow's Binary Management Needs

DZone

SEPTEMBER 23, 2024

As software pipelines evolve, so do the demands on binary and artifact storage systems. Enterprises must future-proof their infrastructure with a vendor-neutral solution that includes an abstraction layer , preventing dependency on any one provider and enabling agile innovation. Let’s explore the key players:

Storage

Storage Innovation Scalability Infrastructure

The top eight DevSecOps trends in 2022

Dynatrace

FEBRUARY 23, 2022

Increased adoption of Infrastructure as code (IaC). IaC, or software intelligence as code , codifies and manages IT infrastructure in software, rather than in hardware. Infrastructure as code is also known as software-defined infrastructure, or software intelligence as code.

Serverless

Serverless Infrastructure Innovation DevOps

SLOs for Kubernetes clusters: Optimize resource utilization of Kubernetes clusters with service-level objectives

Dynatrace

NOVEMBER 11, 2024

Kubernetes is a widely used open source system for container orchestration. 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

Efficiency Best Practices Monitoring Cloud

Automate digital excellence with Dynatrace Synthetic Monitoring and Workflows

Dynatrace

JULY 18, 2024

Navigate digital infrastructure complexity In today’s rapidly evolving digital environment, organizations face increasing pressure from customers and competitors to deliver faster, more secure innovations. Use case: Digital infrastructure change The problem is not always in the application.

Monitoring

Monitoring DevOps Infrastructure Games

Stress Testing for Resilience in Modern Infrastructure

Implementing a Self-Healing Infrastructure With Kubernetes and Prometheus

Trending Sources

Five-nines availability: Always-on infrastructure delivers system availability during the holidays’ peak loads

What is hyperconverged infrastructure? Realizing the benefits of HCI

The Dynatrace Platform Subscription model enables broad Infrastructure Monitoring

Netflix’s Distributed Counter Abstraction

What is infrastructure as code? Discover the basics, benefits, and best practices

Trace, diagnose, resolve: Introducing the Infrastructure & Operations app for streamlined troubleshooting

Enrich Tenable vulnerability findings with Dynatrace runtime context

Dynatrace Cost & Carbon Optimization certified for accuracy and transparency

The keys to selecting a platform for end-to-end observability

Build systems more reliably with Dynatrace: Chaos Engineering

Dynatrace elevates data security with separated storage and unique encryption keys for each tenant

Power Dashboarding, Part I: Start your exploration journey with Dashboards

Dynatrace EdgeConnect securely connects your local systems to Dynatrace SaaS

Supporting Diverse ML Systems at Netflix

Path to NoOps part 2: How infrastructure as code makes cloud automation attainable—and repeatable—at scale

Dynatrace extends Synthetic Monitoring capabilities with Network Availability Monitors to validate the availability of infrastructure and services

OpenPipeline: Simplify access to critical business data

Next-level interaction and customization of data visualizations in Dynatrace Dashboards and Notebooks

In-House Model Serving Infrastructure for GPU Flexibility

What is log management? How to tame distributed cloud system complexities

Helping customers unlock the Power of Possible

5 considerations when deciding on an enterprise-wide observability strategy

Dynatrace joins the Microsoft Intelligent Security Association

RabbitMQ vs. Kafka: Key Differences

Using Event-Driven Ansible to Monitor Your Web Application

Kubernetes in the wild report 2023

Title Launch Observability at Netflix Scale

Better dashboarding with Dynatrace Davis AI: Instant meaningful insights

Six causes of major software outages–And how to avoid them

Monitoring GitHub-hosted runners with Dynatrace

Reliability indicators that matter to your business: SLOs for all data types

Introducing Configurable Metaflow

What is observability? Not just logs, metrics and traces

Business process observability: An IT solution to a business challenge

Ensuring the Successful Launch of Ads on Netflix

Software-Defined Networking in Distributed Systems: Transforming Data Centers and Cloud Computing Environments

Simplify log onboarding: From zero to observability in minutes

Scaling Media Machine Learning at Netflix

Redefining Artifact Storage: Preparing for Tomorrow's Binary Management Needs

The top eight DevSecOps trends in 2022

SLOs for Kubernetes clusters: Optimize resource utilization of Kubernetes clusters with service-level objectives

Automate digital excellence with Dynatrace Synthetic Monitoring and Workflows

Stay Connected