Efficiency, Metrics and Open Source - Technology Performance Pulse

Protecting critical infrastructure and services: Ensure efficient, accurate information delivery this election year

Dynatrace

APRIL 15, 2024

Government agencies aim to meet their citizens’ needs as efficiently and effectively as possible to ensure maximum impact from every tax dollar invested. In contrast, observability enables teams to understand a system’s internal state by analyzing the data it generates, including logs, metrics, and traces.

Infrastructure

Infrastructure Efficiency Government Transportation

SVT-AV1: an open-source AV1 encoder and decoder

The Netflix TechBlog

MARCH 13, 2020

SVT-AV1: open-source AV1 encoder and decoder by Andrey Norkin , Joel Sole , Mariana Afonso , Kyle Swanson, Agata Opalach , Anush Moorthy , Anne Aaron SVT-AV1 is an open-source AV1 codec implementation hosted on GitHub [link] under a BSD + patent license.

Open Source

Open Source Efficiency C++ Speed

Dynatrace simplifies OpenTelemetry metric collection for context-aware AI analytics

Dynatrace

JANUARY 17, 2023

The release candidate of OpenTelemetry metrics was announced earlier this year at Kubecon in Valencia, Spain. Since then, organizations have embraced OTLP as an all-in-one protocol for observability signals, including metrics, traces, and logs, which will also gain Dynatrace support in early 2023. What’s ahead in 2023.

Analytics

Analytics Metrics Open Source Java

Perform 2023 Guide: Organizations mine efficiencies with automation, causal AI

Dynatrace

FEBRUARY 10, 2023

They now use modern observability to monitor expanding cloud environments in order to operate more efficiently, innovate faster and more securely, and to deliver consistently better business results. Further, automation has become a core strategy as organizations migrate to and operate in the cloud.

Efficiency

Efficiency Performance Analytics DevOps

What is observability? Not just logs, metrics and traces

Dynatrace

OCTOBER 1, 2021

In IT and cloud computing, observability is the ability to measure a system’s current state based on the data it generates, such as logs, metrics, and traces. Organizations usually implement observability using a combination of instrumentation methods including open-source instrumentation tools, such as OpenTelemetry.

Metrics

Metrics Open Source Monitoring Infrastructure

Observability engineering: Getting Prometheus metrics right for Kubernetes with Dynatrace and Kepler

Dynatrace

DECEMBER 18, 2023

To get a more granular look into telemetry data, many analysts rely on custom metrics using Prometheus. Named after the Greek god who brought fire down from Mount Olympus, Prometheus metrics have been transforming observability since the project’s inception in 2012. What is Prometheus?

Metrics

Metrics Engineering Energy Tuning

Mastering Prometheus: Unlocking Actionable Insights and Enhanced Monitoring in Kubernetes Environments

DZone

FEBRUARY 15, 2024

However, managing its health and performance efficiently necessitates a robust monitoring solution. Prometheus, a powerful open-source monitoring system, emerges as a perfect fit for this role, especially when integrated with Kubernetes. Kubernetes, the de-facto orchestration platform, offers scalability and agility.

Monitoring

Monitoring Open Source Metrics Scalability

Install Prometheus on Kubernetes: Tutorial and Examples

DZone

JUNE 15, 2023

As one of the most popular open-source Kubernetes monitoring solutions, Prometheus leverages a multidimensional data model of time-stamped metric data and labels. The platform uses a pull-based architecture to collect metrics from various targets. These considerations include:

Open Source

Open Source Metrics Efficiency Architecture

Open Sourcing Mantis: A Platform For Building Cost-Effective, Realtime, Operations-Focused…

The Netflix TechBlog

OCTOBER 21, 2019

Engineers have built cost-efficient applications on top of Mantis to quickly identify issues, trigger alerts, and apply remediations to minimize or completely avoid downtime to the Netflix service. Metrics and logs require that you to know what you want to answer ahead of time.

Open Source

Open Source Metrics Engineering Processing

Announcing enterprise-grade observability at scale for your OpenTelemetry custom metrics

Dynatrace

NOVEMBER 23, 2020

To ensure observability, the open source CNCF project OpenTelemetry aims at providing a standardized, vendor-neutral way of pre-instrumenting libraries and platforms and annotating UserLAnd code. New OpenTelemetry metrics exporters provide the broadest language support on the market.

Metrics

Metrics Open Source Tuning Analytics

Best practices for Fluent Bit 3.0

Dynatrace

MAY 7, 2024

Fluent Bit is a telemetry agent designed to receive data (logs, traces, and metrics), process or modify it, and export it to a destination. Fluent Bit and Fluentd were created for the same purpose: collecting and processing logs, traces, and metrics. Observability: Elevating Logs, Metrics, and Traces! What is Fluent Bit?

Best Practices

Best Practices IoT Metrics Storage

MySQL Data Caching Efficiency

Percona

APRIL 14, 2023

How do you know if your MySQL database caching is operating efficiently? Finding that ratio is not always easy; ideally, the database should expose these metrics. For years, MySQL DBAs have been tracking those metrics on monitoring tools or even capturing them manually during key moments. MySQL does.

Cache

Cache Efficiency Database Monitoring

Mastering Kubernetes deployments with Keptn: a comprehensive guide to enhanced visibility

Dynatrace

MARCH 20, 2024

In this article, we’ll explore these challenges in detail and introduce Keptn, an open source project that addresses these issues, enhancing Kubernetes observability for smoother and more efficient deployments. Insufficient CPU and memory allocation to pods can lead to resource contention and stop Pods from being created.

Open Source

Open Source Hardware DevOps Infrastructure

Open Sourcing Mantis: A Platform For Building Cost-Effective, Realtime, Operations-Focused…

The Netflix TechBlog

OCTOBER 21, 2019

Engineers have built cost-efficient applications on top of Mantis to quickly identify issues, trigger alerts, and apply remediations to minimize or completely avoid downtime to the Netflix service. Metrics and logs require that you to know what you want to answer ahead of time.

Open Source

Open Source Metrics Engineering Processing

Open Sourcing Mantis: A Platform For Building Cost-Effective, Realtime, Operations-Focused…

The Netflix TechBlog

OCTOBER 21, 2019

Engineers have built cost-efficient applications on top of Mantis to quickly identify issues, trigger alerts, and apply remediations to minimize or completely avoid downtime to the Netflix service. Metrics and logs require that you to know what you want to answer ahead of time.

Open Source

Open Source Metrics Engineering Processing

Why applying chaos engineering to data-intensive applications matters

Dynatrace

MAY 23, 2024

This high level of abstraction is provided by industry-grade, open source stream processing frameworks such as Kafka Streams , Apache Flink , and Spark Structured Streaming. Such frameworks support software engineers in building highly scalable and efficient applications that process continuous data streams of massive volume.

Engineering

Engineering Tuning Latency Open Source

Optimize resource utilization of your Kubernetes clusters with SLOs

Dynatrace

NOVEMBER 9, 2023

Kubernetes is a widely used open source system for container orchestration. Efficient coordination among resource usage, requests, and allocation is critical. It’s important to choose the right metrics to track based on your objective.

Efficiency

Efficiency Monitoring Best Practices Open Source

How platform engineering and IDP observability can accelerate developer velocity

Dynatrace

MARCH 6, 2024

As organizations look to expand DevOps maturity, improve operational efficiency, and increase developer velocity, they are embracing platform engineering as a key driver. The pair showed how to track factors including developer velocity, platform adoption, DevOps research and assessment metrics, security, and operational costs.

Engineering

Engineering Development DevOps Infrastructure

Weighing the top seven Kubernetes challenges and how to solve them

Dynatrace

JUNE 6, 2023

Kubernetes has become the leading container orchestration platform for organizations adopting open source solutions to manage, scale, and automate application deployment. Kubernetes is an open source container orchestration platform for managing, automating, and scaling containerized applications. What is Kubernetes?

Open Source

Open Source Storage Analytics Innovation

Security by design enhanced by unified observability and security

Dynatrace

OCTOBER 23, 2023

At financial services company, Soldo, efficiency and security by design are paramount goals. This is especially true as organizations rely more on diverse and nimble cloud-native and open source technologies. This is especially true as organizations rely more on diverse and nimble cloud-native and open source technologies.

Design

Design Innovation DevOps Open Source

TiDB Dashboard: Easier Troubleshooting for Distributed Databases

DZone

JUNE 11, 2020

TiDB is an open-source, distributed SQL database that supports Hybrid Transactional/Analytical Processing (HTAP) workloads. it could be difficult to efficiently troubleshoot TiDB's system problems. Before version 4.0,

Database

Database Open Source Analytics Architecture

Fueling the next wave of IT operations: Modernization with generative AI

Dynatrace

MARCH 29, 2024

As a result, organizations are turning to AI to automate tasks—from code development to incident response—to reduce manual effort and human error, and to boost workforce efficiency. Artificial intelligence, including more recent advances in generative AI , is becoming increasingly important as organizations look to modernize how IT operates.

Artificial Intelligence

Artificial Intelligence DevOps Strategy Open Source

IT carbon footprint: Dynatrace Carbon Impact and Optimization app helps organizations measure cloud computing carbon footprint

Dynatrace

SEPTEMBER 21, 2023

As global warming advances, growing IT carbon footprints are pushing energy-efficient computing to the top of many organizations’ priority lists. Energy efficiency is a key reason why organizations are migrating workloads from energy-intensive on-premises environments to more efficient cloud platforms.

Energy

Energy Cloud Airlines Strategy

Unlock the Power of DevSecOps with Newly Released Kubernetes Experience for Platform Engineering

Dynatrace

NOVEMBER 7, 2023

Centralization of platform capabilities improves efficiency of managing complex, multi-cluster infrastructure environments According to research findings from the 2023 State of DevOps Report , “36% of organizations believe that their team would perform better if it was more centralized.” Automation, automation, automation.

Engineering

Engineering DevOps Best Practices Infrastructure

OpenShift vs. Kubernetes: Understanding the differences

Dynatrace

JUNE 7, 2023

Kubernetes is an open source container orchestration platform that enables organizations to automatically scale, manage, and deploy containerized applications in distributed environments. Like Kubernetes, OpenShift is an open source Kubernetes-based container platform. What is Kubernetes? What is OpenShift?

Open Source

Open Source Social Media Infrastructure Operating System

10 open-source Kubernetes tools for highly effective SRE and Ops Teams

Abhishek Tiwari

JANUARY 6, 2018

Here we present a list of 10 open-source Kubernetes tools to make your SRE and Ops teams more effective to achieve their service level objectives. Ark enables you to you to automate following scenarios in a more efficient way, Disaster recovery with reduced TTR (time to respond). Kube-ops-view. Telepresence. Amazon S3).

Open Source

Open Source DevOps Storage Engineering

Enhancing Kubernetes cluster management key to platform engineering success

Dynatrace

MARCH 29, 2024

As organizations continue to modernize their technology stacks, many turn to Kubernetes , an open source container orchestration system for automating software deployment, scaling, and management. ” First, Akamas collects metrics, then recommends configuration improvements and applies these recommendations.

Engineering

Engineering DevOps Operating System Open Source

Dynatrace observability is now available for Red Hat OpenShift on the IBM® Power® architecture

Dynatrace

JULY 11, 2023

Dynatrace introduced the Dynatrace Operator, built on the open source project Operator Framework, in late 2018. Dynatrace full stack Red Hat OpenShift observability Dynatrace unifies platform engineering and application teams on a single platform, enhancing software quality and operational efficiency to drive innovation.

Architecture

Architecture Availability Infrastructure Monitoring

OpenTelemetry observability and Dynatrace deliver actionable answers at scale

Dynatrace

AUGUST 21, 2023

OpenTelemetry is an open source framework that provides agents, APIs, and SDKs that automatically instrument, generate, and gather telemetry data. How OpenTelemetry works Observability data is the stock-in-trade of OpenTelemetry: Logs, metrics, and traces. What is OpenTelemetry? It’s also being built into Kubernetes.”

Open Source

Open Source Analytics Lambda Metrics

Bringing AV1 Streaming to Netflix Members’ TVs

The Netflix TechBlog

NOVEMBER 9, 2021

by Liwei Guo , Ashwin Kumar Gopi Valliammal , Raymond Tam , Chris Pham , Agata Opalach , Weibo Ni AV1 is the first high-efficiency video codec format with a royalty-free license from Alliance of Open Media (AOMedia), made possible by wide-ranging industry commitment of expertise and resources.

Media

Media Open Source Efficiency Software Engineering

Dynatrace named global winner for best observability platform by Research in Action in their 2022 Vendor Selection Matrix™

Dynatrace

AUGUST 29, 2022

Observability requires complete access to metrics, traces, and logs. Having siloed systems that only provide visibility into one or two of these sources won’t result in an effective observability strategy. OpenTelemetry is an open source standard for gathering observability signals, including metrics, traces, and logs.

Strategy

Strategy Open Source Metrics Cloud

What is IT operations analytics? Extract more data insights from more sources

Dynatrace

MAY 1, 2023

In addition to improved IT operational efficiency at a lower cost, ITOA also enhances digital experience monitoring for increased customer engagement and satisfaction. Define core metrics. This open source framework stores and processes large sets of structured and unstructured data. How does IT operations analytics work?

Analytics

Analytics Artificial Intelligence Big Data Open Source

Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

MARCH 7, 2024

The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data scientists and machine learning practitioners to build and manage a variety of ML systems.

Systems

Systems Media Cache Open Source

OpenTelemetry enables automated operations management at scale

Dynatrace

JULY 18, 2022

Gartner has estimated that 70% of new cloud-native application monitoring will use open source instrumentation by 2025. Dynatrace’s observability platform is an example of how OpenTelemetry metrics can be enhanced for better visibility. ” Extended visibility. Taming complexity at W.W. At industrial supply giant W.W.

Artificial Intelligence

Artificial Intelligence Open Source Analytics Monitoring

Embrace enterprise-wide observability and security with Foundation & Discovery

Dynatrace

JANUARY 31, 2024

Removing blind spots proactively prevents security incidents and ensures that performance metrics reflect the true state of the environment. Efficient service discovery and automatic recommendations As soon as OneAgent is deployed on previously unmonitored hosts, it shows all findings gathered with lightweight eBPF Service Discovery.

Analytics

Analytics Infrastructure Monitoring Cloud

How unified data and analytics offers a new approach to software intelligence

Dynatrace

OCTOBER 4, 2022

As a result, organizations need software to work perfectly to create customer experiences, deliver innovation, and generate operational efficiency. The only way to address these challenges is through observability data — logs, metrics, and traces. Your key business objectives will drive your strategy and metrics.

Analytics

Analytics Software Software Storage

Kubernetes vs Docker: What’s the difference?

Dynatrace

SEPTEMBER 29, 2021

Docker Engine is built on top containerd , the leading open-source container runtime, a project of the Cloud Native Computing Foundation (DNCF). Kubernetes is an open-source container orchestration platform for managing, automating, and scaling containerized applications. Here the overlap with Kubernetes begins.

Open Source

Open Source Traffic DevOps Cloud

The history of Grail: Why you need a data lakehouse

Dynatrace

OCTOBER 4, 2022

These technologies are poorly suited to address the needs of modern enterprises—getting real value from data beyond isolated metrics. This starts with a highly efficient ingestion pipeline that supports adding hundreds of petabytes daily. So, there was a need to do something revolutionary. Thus, Grail was born.

Artificial Intelligence

Artificial Intelligence Analytics Storage Architecture

Dynatrace named a launch partner of Amazon EKS Blueprints

Dynatrace

APRIL 20, 2022

Kubernetes is an open-source orchestration engine for containerized applications that help to automate processes such as scaling, deployments, and management with greater efficiency. . This service is a step forward to give users and adopters the tools they need to gain efficiency with automation. What is Kubernetes?

AWS

AWS Infrastructure Open Source Best Practices

Azure Well-Architected Framework: What it is and how to tame it with AI and automation

Dynatrace

APRIL 21, 2022

Most monitoring tools for migrations, development, and operations focus on collecting and aggregating the three pillars of observability— metrics, traces, and logs. Performance efficiency. Figure 1 shows various host metrics and other data Dynatrace provides out of the box to help size your Azure host accordingly. Reliability.

Azure

Azure Monitoring Virtualization Metrics

Dynatrace extends automatic and intelligent observability to cloud and Kubernetes logs for smarter automation at scale

Dynatrace

FEBRUARY 8, 2021

Every service and component exposes observability data (metrics, logs, and traces) that contains crucial information to drive digital businesses. The “three pillars of observability,” metrics, logs, and traces, still don’t tell the whole story. Native support for open-source log data frameworks, Fluentd and Logstash.

Cloud

Cloud Azure Analytics AWS

Data lakehouse innovations advance the three pillars of observability for more collaborative analytics

Dynatrace

FEBRUARY 16, 2023

The short answer: The three pillars of observability—logs, metrics, and traces—converging on a data lakehouse. You’re getting all the architectural benefits of Grail—the petabytes, the cardinality—with this implementation,” including the three pillars of observability: logs, metrics, and traces in context.

Analytics

Analytics Innovation Metrics Database

2019 Open Source Database Report: Top Databases, Public Cloud vs. On-Premise, Polyglot Persistence

Scalegrid

JUNE 11, 2019

Ready to transition from a commercial database to open source, and want to know which databases are most popular in 2019? We broke down the data by open source databases vs. commercial databases: Open Source Databases. Popular examples of open source databases include MySQL, PostgreSQL and MongoDB.

Open Source

Open Source Database Cloud Infrastructure

Automating Success: Building a better developer experience with platform engineering

Dynatrace

FEBRUARY 12, 2024

Check out the following use cases to learn how to drive innovation from development to production efficiently and securely with platform engineering observability. When releasing into production, Gardner said it’s important to think beyond performance metrics.

Engineering

Engineering Development Infrastructure Cloud

Protecting critical infrastructure and services: Ensure efficient, accurate information delivery this election year

SVT-AV1: an open-source AV1 encoder and decoder

Trending Sources

Dynatrace simplifies OpenTelemetry metric collection for context-aware AI analytics

Perform 2023 Guide: Organizations mine efficiencies with automation, causal AI

What is observability? Not just logs, metrics and traces

Observability engineering: Getting Prometheus metrics right for Kubernetes with Dynatrace and Kepler

Mastering Prometheus: Unlocking Actionable Insights and Enhanced Monitoring in Kubernetes Environments

Install Prometheus on Kubernetes: Tutorial and Examples

Open Sourcing Mantis: A Platform For Building Cost-Effective, Realtime, Operations-Focused…

Announcing enterprise-grade observability at scale for your OpenTelemetry custom metrics

Best practices for Fluent Bit 3.0

MySQL Data Caching Efficiency

Mastering Kubernetes deployments with Keptn: a comprehensive guide to enhanced visibility

Open Sourcing Mantis: A Platform For Building Cost-Effective, Realtime, Operations-Focused…

Open Sourcing Mantis: A Platform For Building Cost-Effective, Realtime, Operations-Focused…

Why applying chaos engineering to data-intensive applications matters

Optimize resource utilization of your Kubernetes clusters with SLOs

How platform engineering and IDP observability can accelerate developer velocity

Weighing the top seven Kubernetes challenges and how to solve them

Security by design enhanced by unified observability and security

TiDB Dashboard: Easier Troubleshooting for Distributed Databases

Fueling the next wave of IT operations: Modernization with generative AI

IT carbon footprint: Dynatrace Carbon Impact and Optimization app helps organizations measure cloud computing carbon footprint

Unlock the Power of DevSecOps with Newly Released Kubernetes Experience for Platform Engineering

OpenShift vs. Kubernetes: Understanding the differences

10 open-source Kubernetes tools for highly effective SRE and Ops Teams

Enhancing Kubernetes cluster management key to platform engineering success

Dynatrace observability is now available for Red Hat OpenShift on the IBM® Power® architecture

OpenTelemetry observability and Dynatrace deliver actionable answers at scale

Bringing AV1 Streaming to Netflix Members’ TVs

Dynatrace named global winner for best observability platform by Research in Action in their 2022 Vendor Selection Matrix™

What is IT operations analytics? Extract more data insights from more sources

Supporting Diverse ML Systems at Netflix

OpenTelemetry enables automated operations management at scale

Embrace enterprise-wide observability and security with Foundation & Discovery

How unified data and analytics offers a new approach to software intelligence

Kubernetes vs Docker: What’s the difference?

The history of Grail: Why you need a data lakehouse

Dynatrace named a launch partner of Amazon EKS Blueprints

Azure Well-Architected Framework: What it is and how to tame it with AI and automation

Dynatrace extends automatic and intelligent observability to cloud and Kubernetes logs for smarter automation at scale

Data lakehouse innovations advance the three pillars of observability for more collaborative analytics

2019 Open Source Database Report: Top Databases, Public Cloud vs. On-Premise, Polyglot Persistence

Automating Success: Building a better developer experience with platform engineering

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