Dynatrace

OCTOBER 31, 2024

This lets you build your SLOs around the indicators that matter to you and your customers—critical metrics related to availability, failure rates, request response times, or select logs and business events. Hence, having a dedicated dashboard tile visualizing the key parameters of each SLO simplifies the process of evaluating them.

Metrics 277

Metrics Availability Monitoring Scalability 277

Dynatrace

OCTOBER 3, 2024

The end goal, of course, is to optimize the availability of organizations’ software. Dynatrace is widely recognized for its AI capabilities’ ability to predict and prevent issues, and automatically identify root causes, maximizing availability.

Availability 278

Availability DevOps Analytics Cloud 278

Dynatrace

JULY 24, 2024

By leveraging Dynatrace observability on Red Hat OpenShift running on Linux, you can accelerate modernization to hybrid cloud and increase operational efficiencies with greater visibility across the full stack from hardware through application processes. Dynatrace observability is available for Red Hat OpenShift on IBM Power.

Availability 279

Availability Infrastructure Metrics Hardware 279

The Netflix TechBlog

NOVEMBER 12, 2024

Both categories share common requirements, such as high throughput and high availability. Eventually Consistent Global Counter While some users may accept the limitations of a Best-Effort counter, others opt for precise counts, durability and global availability.

Latency 251

Latency Cache Infrastructure Strategy 251

Dynatrace

SEPTEMBER 27, 2024

Unrealized optimization potential of business processes due to monitoring gaps Imagine a retail company facing gaps in its business process monitoring due to disparate data sources. Due to separated systems that handle different parts of the process, the view of the process is fragmented.

Processing 263

Processing Retail Analytics Monitoring 263

Dynatrace

FEBRUARY 4, 2025

A production bug is the worst; besides impacting customer experience, you need special access privileges, making the process far more time-consuming. It also makes the process risky as production servers might be more exposed, leading to the need for real-time production data. This cumbersome process should not be the norm.

Open Source 223

Open Source Code Engineering Best Practices 223

The Netflix TechBlog

NOVEMBER 14, 2023

By Abhinaya Shetty , Bharath Mummadisetty In the inaugural blog post of this series, we introduced you to the state of our pipelines before Psyberg and the challenges with incremental processing that led us to create the Psyberg framework within Netflix’s Membership and Finance data engineering team.

Processing 234

Processing Data Engineering Efficiency Analytics 234

Dynatrace

DECEMBER 3, 2024

Streamlining observability with Dynatrace OneAgent on AWS Image Builder In our ongoing collaboration with AWS, we’re excited to make the Dynatrace OneAgent available as a first-class integration on AWS Image Builder via the AWS Marketplace.

AWS 298

AWS Cloud Performance Innovation 298

Dynatrace

OCTOBER 23, 2024

Automatic data capture and display: More data, including span attributes, is available for out-of-the-box analysis, with no additional configuration necessary. As soon as the new Distributed Tracing Experience is available for your environment, you’ll see a teaser banner in your classic Distributed Traces app.

Tuning 299

Tuning Website Availability Performance 299

Dynatrace

MARCH 5, 2025

The newly introduced step-by-step guidance streamlines the process, while quick data flow validation accelerates the onboarding experience even for power users. Step-by-step setup The log ingestion wizard guides you through the prerequisites and provides ready-to-use command examples to start the installation process.

Open Source 211

Open Source IoT Cloud Azure 211

Dynatrace

JANUARY 31, 2024

Organizations choose data-driven approaches to maximize the value of their data, achieve better business outcomes, and realize cost savings by improving their products, services, and processes. Data is then dynamically routed into pipelines for further processing. Commitment to privacy.

Analytics 272

Analytics Processing Transportation Storage 272

Dynatrace

DECEMBER 12, 2024

Boost your operational resilience: Combining availability and security is now essential. Carefully planning and integrating new processes and tools is critical to ensuring compliance without disrupting daily operations. Its time to adopt a unified observability and security approach.

Analytics 289

Analytics Government Efficiency Innovation 289

Dynatrace

JANUARY 22, 2025

Dynatrace Simple Workflows make this process automatic and frictionlessthere is no additional cost for workflows. Why manual alerting falls short As your product and deployments scale horizontally and vertically, the sheer volume of data makes it impossible for teams to catch every error quickly using manual processes.

Development 245

Development Processing Monitoring Code 245

Dynatrace

NOVEMBER 27, 2024

Sometimes, introducing new IT solutions is delayed or canceled because a single business unit can’t manage the operating costs alone, and per-department cost insights that could facilitate cost sharing aren’t available. In scenarios like these, automated and precise cost allocation can make a huge difference.

Best Practices 246

Best Practices Strategy Cloud Efficiency 246

Dynatrace

JANUARY 21, 2025

Ensuring smooth operations is no small feat, whether you’re in charge of application performance, IT infrastructure, or business processes. Activate Davis AI to analyze charts within seconds Davis AI can help you expand your dashboards and dive deeper into your available data to extract additional information.

Traffic 262

Traffic Metrics Analytics Monitoring 262

The Netflix TechBlog

MARCH 31, 2025

A lack of automation and standardization often results in a labour-intensive process across post-production and VFX with a lot of dependencies that introduce potential human errors and security risks. Depending on the market, or production budget, cutting-edge technology might not be available or affordable.

Media 203

Media Logistics Innovation Cloud 203

Dynatrace

NOVEMBER 11, 2024

However, due to the fact that they boil down selected indicators to single values and track error budget levels, they also offer a suitable way to monitor optimization processes while aligning on single values to meet overall goals. By recognizing the insights provided, you can optimize processes and improve overall efficiency.

Efficiency 263

Efficiency Best Practices Monitoring Cloud 263

Dynatrace

FEBRUARY 4, 2025

As every developer knows, logs are crucial for uncovering insights and detecting fundamental flaws, such as process crashes or exceptions. Using Live Debugger, we immediately get insights into the running code, including variable values, process and thread information, and even a trace ID for the captured transaction.

Development 235

Development Analytics Code Architecture 235

Dynatrace

OCTOBER 10, 2024

This feature, available by default for OTel-instrumented services, allows users a standard way to measure and compare response times across different services consistently. But for now, percentile calculation and buckets are available only for explicit bucket histograms.

Metrics 240

Metrics Monitoring Efficiency Availability 240

Dynatrace

OCTOBER 29, 2024

In addition to service-level monitoring, certain services within the OpenTelemetry demo application expose process-level metrics, such as CPU and memory consumption, number of threads, or heap size for services written in different languages. For this purpose, we’ll use the in-built failure scenarios included in the OpenTelemetry demo.

Metrics 246

Metrics Tuning Monitoring Availability 246

Dynatrace

OCTOBER 16, 2024

Kickstart your creation journey using ready-made dashboards and notebooks Creating dashboards and notebooks from scratch can take time, particularly when figuring out available data and how to best use it. Kickstarting the dashboard creation process is, however, just one advantage of ready-made dashboards.

Social Media 263

Social Media Metrics Network Analytics 263

Dynatrace

JANUARY 15, 2025

Smartscape topology visualizes the relationships between applications, services, processes, hosts, and data centers, highlighting problems and vulnerabilities. Site Reliability Guardian provides an automated change impact analysis to validate service availability, performance, and capacity objectives across various systems.

Systems 264

Systems DevOps Monitoring Analytics 264

The Netflix TechBlog

FEBRUARY 14, 2025

It requires a state-of-the-art system that can track and process these impressions while maintaining a detailed history of each profiles exposure. In this multi-part blog series, we take you behind the scenes of our system that processes billions of impressions daily.

Tuning 166

Tuning Latency Efficiency Storage 166

Scalegrid

FEBRUARY 24, 2025

Implementing clustering and quorum queues in RabbitMQ significantly improves load distribution and data redundancy, ensuring high availability and fault tolerance for messaging services. Classic queues can be used in clusters, emphasizing their behavior during node failures, particularly regarding durability and availability.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

OCTOBER 14, 2024

Access policies for Dynatrace Grail™ data lakehouse are still available as service-related policies; they allow you to control access to the monitoring data on a per-data-source level, for example, logs and metrics. All other default policies on the service level, for example, “AutomationEngine – User” access, are now marked as Legacy.

Monitoring 246

Monitoring Metrics Systems Scalability 246

The Netflix TechBlog

MARCH 28, 2025

The impetus for constructing a foundational recommendation model is based on the paradigm shift in natural language processing (NLP) to large language models (LLMs). To harness this data effectively, we employ a process of interaction tokenization, ensuring meaningful events are identified and redundancies are minimized.

Tuning 200

Tuning Efficiency Latency Strategy 200

Dynatrace

NOVEMBER 18, 2024

The Grail™ data lakehouse provides fast, auto-indexed, schema-on-read storage with massively parallel processing (MPP) to deliver immediate, contextualized answers from all data at scale. By prioritizing observability, organizations can ensure the availability, performance, and security of business-critical applications.

Cloud 263

Cloud Azure Artificial Intelligence Innovation 263

Dynatrace

FEBRUARY 4, 2025

Using this data, developers can inspect local variables, server-process details, thread information, and trace data to identify the root cause of issues. In this case, the debugging process reveals there are background threads potentially consuming excessive CPU resources.

Performance 147

Performance Code Processing Availability 147

Scalegrid

FEBRUARY 6, 2025

RabbitMQ is designed for flexible routing and message reliability, while Kafka handles high-throughput event streaming and real-time data processing. RabbitMQ follows a message broker model with advanced routing, while Kafkas event streaming architecture uses partitioned logs for distributed processing. What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

APRIL 10, 2025

IT teams must now ingest petabytes of data and then store, process, and query it cost-effectively and securely. That volume and flexibility eliminate the need for extra data ingest tools and ease data normalization, filtering, and pre-processing, which makes data more reliable.

Strategy 262

Strategy Storage Network Architecture 262

Dynatrace

MARCH 5, 2025

Integration with existing systems and processes : Integration with existing IT infrastructure, observability solutions, and workflows often requires significant investment and customization. The certification results are now publicly available.

Energy 223

Energy Analytics Traffic Cloud 223

DZone

APRIL 14, 2025

However, it is not an easy task to maintain transparency in and monitor availability and performance of Kubernetes clusters. Telemetry in Kubernetes involves collecting, processing, and visualization of cluster information for cluster health, fault diagnostics, and performance optimizations. That is where telemetry comes in.

Monitoring 130

Monitoring Best Practices Software Software 130

Dynatrace

APRIL 15, 2025

OpenTelemetry provides us with a standard for generating, collecting, and emitting telemetry, and we have existing tooling that leverages OTel data to help us understand work processes and workflows. Fun fact: the OTel docs are now available in English, Spanish, French, Japanese, Portuguese, and Chinese!

Open Source 242

Open Source Energy Benchmarking Tuning 242

The Netflix TechBlog

MARCH 4, 2025

As a result, requests are uniformly handled, and responses are processed cohesively. This data is processed from a real-time impressions stream into a Kafka queue, which our title health system regularly polls. Many of the metadata and assets involved in title setup have specific timelines for when they become available to members.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Scalegrid

FEBRUARY 27, 2025

Heres what stands out: Key Takeaways Better Performance: Faster write operations and improved vacuum processes help handle high-concurrency workloads more smoothly. Improved Vacuuming: A redesigned memory structure lowers resource use and speeds up the vacuum process. Start your free trial today!

Speed 130

Speed Database Storage Efficiency 130

DZone

FEBRUARY 28, 2025

Grafana Loki is a horizontally scalable, highly available log aggregation system. Logs can also be transformed appropriately for presentation, for example, or further pipeline processing. It is designed for simplicity and cost-efficiency. Loki can provide a comprehensive log journey.

Architecture 130

Architecture Scalability Efficiency Cloud 130

Dynatrace

JULY 25, 2024

A key learning from the outage caused by the faulty CrowdStrike “Rapid Response” update is how critical it is to understand your vendors’ quality control and release processes. What is your testing process? A variety of events and circumstances can cause an outage. A variety of events and circumstances can cause an outage.

Strategy 278

Strategy Monitoring Open Source Testing 278