Dynatrace

MARCH 12, 2025

Amazon Bedrock , equipped with Dynatrace Davis AI and LLM observability , gives you end-to-end insight into the Generative AI stack, from code-level visibility and performance metrics to GenAI-specific guardrails. Send unified data to Dynatrace for analysis alongside your logs, metrics, and traces.

Metrics 165

Metrics Serverless Analytics Innovation 165

Dynatrace

MAY 17, 2022

From a cost perspective, internal customers waste valuable time sending tickets to operations teams asking for metrics, logs, and traces to be enabled. A team looking for metrics, traces, and logs no longer needs to file a ticket to get their app monitored in their own environments. This approach is costly and error prone.

Availability 348

Availability Scalability Cloud Metrics 348

Dynatrace

DECEMBER 22, 2019

To reduce your CloudWatch costs and throttling, you can now select from additional services and metrics to monitor. Get up to 300 new AWS metrics out of the box. Dynatrace ingests AWS CloudWatch metrics for multiple preselected services. Amazon ElastiCache (see AWS documentation for Memcached and Redis ). Amazon Aurora.

AWS 200

AWS Metrics IoT Storage 200

Dynatrace

OCTOBER 4, 2024

Similar to the observability desired for a request being processed by your digital services, it’s necessary to comprehend the metrics, traces, logs, and events associated with a code change from development through to production. Dynatrace Documentation maintains a list of events, which will grow as we unlock new use cases.

Software 278

Software Software Development Performance 278

Dynatrace

FEBRUARY 14, 2022

Building on its advanced analytics capabilities for Prometheus data , Dynatrace now enables you to create extensions based on Prometheus metrics. Many technologies expose their metrics in the Prometheus data format. Easily gain actionable insights with the Dynatrace Extension for Prometheus metrics. Prometheus in Kubernetes ?and

Technology 246

Technology Technology Metrics Infrastructure 246

Dynatrace

DECEMBER 22, 2019

To reduce your CloudWatch costs and throttling, you can now select from additional services and metrics to monitor. Get up to 300 new AWS metrics out of the box. Dynatrace ingests AWS CloudWatch metrics for multiple preselected services. Amazon ElastiCache (see AWS documentation for Memcached and Redis ). Amazon Aurora.

AWS 182

AWS Metrics IoT Storage 182

Dynatrace

JUNE 4, 2024

The training times and other quality metrics, such as the RMSE (Root Mean Squared Error), SMAPE (Scaled Mean Absolute Percentage Error), and coverage probability, are monitored using Dynatrace. Our data scientists utilize metrics and events to store these quality metrics. For full details, see Dynatrace Documentation.

Metrics 297

Metrics Engineering Code Tuning 297

Scalegrid

FEBRUARY 6, 2025

Optimizing RabbitMQ requires clustering, queue management, and resource tuning to maintain stability and efficiency. It also provides an HTTP API for retrieving performance metrics and a command-line tool for advanced management tasks. RabbitMQ supports high message volumes but may experience performance drops under heavy loads.

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

JULY 22, 2024

Observability Observability is the ability to determine a system’s health by analyzing the data it generates, such as logs, metrics, and traces. There are three main types of telemetry data: Metrics. Metrics are typically aggregated and stored in time series databases for monitoring and alerting purposes.

Latency 264

Latency Best Practices Metrics Open Source 264

Dynatrace

OCTOBER 6, 2022

Jaeger and Prometheus backends for displaying the collected traces and metrics, but you can easily configure alternative backends. For details, see the OpenTelemetry demo application deployment documentation as a reference. is the custom metrics ingest endpoint that is used by the collector to export metrics.

Open Source 244

Open Source Metrics Tuning Technology 244

Dynatrace

MAY 12, 2022

To stay tuned, keep an eye on our release notes. Enhanced API documentation for the latest OneAngent endpoint of the Deployment API. (APM-365055). Improved efficiency and response time of filter operators in metric selectors that both apply an entity selector and filter a dimension called `Container` or `Process`. (APM-368260).

Tuning 246

Tuning Metrics Cloud Mobile 246

Dynatrace

APRIL 21, 2022

To stay tuned, keep an eye on our release notes. Log Monitoring documentation. Starting with Dynatrace version 1.239, we have restructured and enhanced our Log Monitoring documentation to better focus on concepts and information that you, the user, look for and need. Legacy Log Monitoring v1 Documentation. Dashboards.

Azure 246

Azure Metrics AWS Monitoring 246

Dynatrace

APRIL 17, 2024

The challenge for hybrid cloud deployments is maintaining critical observability, which must include the full set of monitoring signals: logs, metrics, and traces. That’s why a hybrid cloud scenario, where workloads are shared between public clouds and highly performant mainframe platforms like IBM Z, is a robust and effective strategy.

Operating System 246

Operating System Energy Infrastructure Architecture 246

The Netflix TechBlog

JUNE 13, 2023

By collecting and analyzing key performance metrics of the service over time, we can assess the impact of the new changes and determine if they meet the availability, latency, and performance requirements. They enable us to further fine-tune and configure the system, ensuring the new changes are integrated smoothly and seamlessly.

Traffic 285

Traffic Metrics Systems Strategy 285

Dynatrace

JANUARY 4, 2024

Great news: OpenTelemetry endpoint detection, analyzing OpenTelemetry services, and visualizing Istio service mesh metrics just got easier. As a CNCF open source incubating project, OpenTelemetry provides a standardized set of APIs, libraries, agents, instrumentation, and specifications for logging, metrics, and tracing.

Metrics 242

Metrics Open Source Tuning Infrastructure 242

The Netflix TechBlog

AUGUST 22, 2019

The challenges with service management included: Stale documentation OS Updates High cognitive overhead A lack of continuous testing Scaling Image Creation Our existing AMI baking tool Aminator does not support Windows so we had to leverage other tools. Services are more reliable, testable, and documented.

DevOps 210

DevOps AWS Tuning Infrastructure 210

O'Reilly

NOVEMBER 19, 2024

Also, in place of expensive retraining or fine-tuning for an LLM, this approach allows for quick data updates at low cost. Here’s a simple rough sketch of RAG: Start with a collection of documents about a domain. Split each document into chunks. Chunk your documents from unstructured data sources, as usual in GraphRAG.

Open Source 127

Open Source Entertainment Healthcare Database 127

Dynatrace

JANUARY 19, 2021

A single pane of glass to view trace information along with AWS CloudWatch metrics. See your AWS serverless workloads in full context with customer experience and business outcome metrics. extension provides insights into traces and metrics from each monitored Lambda function. documentation. the metrics you’ll?find

Lambda 264

Lambda Serverless AWS Mobile 264

Scalegrid

MARCH 4, 2019

We asked hundreds of developers, engineers, software architects, dev teams, and IT leaders at DeveloperWeek to discover the current NoSQL vs. SQL usage, most popular databases, important metrics to track, and their most time-consuming database management tasks. Other category, including migrations, queries, comparing, tuning, and replication.

Database 255

Database Metrics Systems Strategy 255

Dynatrace

JUNE 27, 2023

Logs complement metrics and enable automation Cloud practitioners agree that observability, security, and automation go hand in hand. Logs complement out-of-the-box metrics and enable automated actions for responding to availability, security, and other service events.

AWS 246

AWS Cloud Lambda Analytics 246

O'Reilly

MARCH 25, 2025

Business value : Once we have a rubric for evaluating our systems, how do we tie our macro-level business value metrics to our micro-level LLM evaluations? Any scenario in which a student is looking for information that the corpus of documents can answer. Wrong document retrieval : Debug chunking strategy, retrieval method.

Systems 69

Systems Development Tuning Monitoring 69

Dynatrace

AUGUST 28, 2019

Observability is divided into three major verticals—metrics, logs, and distributed traces—the so-called three pillars of observability. 1) Metrics. As a full-stack monitoring platform, Dynatrace collects a huge number of metrics for each OneAgent-monitored host in your environment. Dynatrace news. 2) Distributed traces.

Metrics 203

Metrics Monitoring Azure Code 203

Dynatrace

APRIL 20, 2023

Logs are automatically produced and time-stamped documentation of events relevant to cloud architectures. Business leaders can decide which logs they want to use and tune storage to their data needs. Dynatrace Grail unifies data from logs, metrics, traces, and events within a real-time model. Seamless integration.

Analytics 246

Analytics Infrastructure Storage Architecture 246

Dynatrace

NOVEMBER 14, 2023

Such a template should contain a get-started tutorial, sample source-code framework, policy guardrails, CI/CD pipeline, infrastructure-as-code templates, and reference documentation. Allow for flexibility Custom query variables are available to fine-tune guardian objectives and maintain flexibility in fetching data from Grail.

Best Practices 246

Best Practices Government DevOps Engineering 246

O'Reilly

FEBRUARY 18, 2025

Here are some key takeaways to keep in mind: Be skeptical of advice or metrics that sound too good to be true. For example, the metrics that come built-in to many tools rarely correlate with what you actually care about. Of course, theres more to making improvements than just relying on tools and metrics.

Latency 66

Latency Tuning Metrics Processing 66

Percona

FEBRUARY 24, 2023

Key highlights of PMM 2.35: Access Control (Tech Preview): Limit access to metrics Disclaimer: Please note that PMM Access Control is currently in technical preview and is subject to change. PMM Dashboards offer valuable insights for monitoring database metrics and troubleshooting. Stay tuned!

Availability 128

Availability Metrics Monitoring Open Source 128

The Netflix TechBlog

JUNE 15, 2022

Since we index the data as-is from the federated graph, the indexing query itself acts as self-documentation. This integration with the federation gateway allows the search DGS to just return the matching entity keys from the search index instead of the whole matching document(s).

Engineering 192

Engineering Availability Architecture Tuning 192

Dynatrace

OCTOBER 15, 2020

Improve cloud platform management with deeper insights into platform metrics. Automatically monitor all important Go metrics. Upon checking the Go-specific metrics of the foxy process, a suspicious, continuous increase of goroutines can be observed. So stay tuned! Get always-on 24/7 code-level CPU profiling. Do much more.

Transportation 190

Transportation Monitoring Metrics Code 190

Percona

NOVEMBER 9, 2023

In this blog post, we will discuss how to extend Percona Monitoring and Management (PMM) to get PostgreSQL metrics on checkpointing activity, internal buffers, and WAL usage. With this data, we’ll be able to better understand and tune our Postgres servers. You can search the blog for more information on this if needed.

Monitoring 125

Monitoring Tuning Metrics Servers 125

Percona

FEBRUARY 24, 2023

Label-based access control is a security mechanism that allows companies to control who can access specific metrics based on their labels. To simplify access management : Label-based access control can simplify access management by allowing companies to assign labels to metrics. Which approach should I use when assigning roles?

Metrics 135

Metrics Monitoring Database Engineering 135

The Netflix TechBlog

NOVEMBER 2, 2021

In particular, the VMAF metric lies at the core of improving the Netflix member’s streaming video quality. The request provides the source and the derivative whose quality is to be computed and requests that the VQS provides quality scores using VMAF, PSNR and SSIM as quality metrics. Assembly for two of the metrics (e.g.

Media 178

Media Innovation Metrics Latency 178

The Netflix TechBlog

OCTOBER 8, 2024

We do not use it for metrics, histograms, timers, or any such near-real time analytics use case. Flexible : This metadata can be adjusted per time slice, allowing us to tune the partition settings of future time slices based on observed data patterns in the current time slice.

Latency 239

Latency Storage Traffic Tuning 239

SQL Performance

JANUARY 23, 2020

Tom Davidson, Opening Microsoft's Performance-Tuning Toolbox SQL Server Pro Magazine, December 2003. Waits and Queues has been used as a SQL Server performance tuning methodology since Tom Davidson published the above article as well as the well-known SQL Server 2005 Waits and Queues whitepaper in 2006. The Top Queries That Weren't.

Tuning 115

Tuning Servers Monitoring Hardware 115

The Netflix TechBlog

AUGUST 30, 2021

Thus, the implemented solution must integrate with Netflix Spring facilities for authentication and metrics support at the very minimum?—?the However, it can be adjusted by tuning the max-poll-interval-ms and max-poll-records configuration values, which need to be somehow determined empirically beforehand for best performance.

Latency 222

Latency Traffic Transportation Cloud 222

Dynatrace

NOVEMBER 10, 2022

Documentation is slow and laborious to produce. Infrastructure is provisioned and modified in code, eliminating much of the need for manual installation and tuning. Teams can capture and analyze metrics, logs, traces, and user-experience data in the context of dependencies among services and infrastructure.

Cloud 162

Cloud Architecture Serverless Infrastructure 162

Percona

OCTOBER 17, 2023

Many changes and new features are brought to the system, and as part of keeping in tune with the changes and how they can impact us, we go through the changes to better understand them. adds two new methods that return metrics that are very useful in evaluating either existing or potential new shard keys.

Metrics 120

Metrics C++ Database Storage 120

Percona

MAY 8, 2023

The new Status column on the Inventory page shows the status of your databases based on metrics coming directly from them. Stay tuned! Experimental Kubernetes Pods Status dashboard Kubernetes Pods Status dashboard provides detailed information about the state and performance of your pods, including CPU, Memory, and Network metrics.

Monitoring 98

Monitoring Database Metrics Tuning 98