The Netflix TechBlog

NOVEMBER 12, 2024

It allows users to choose between different counting modes, such as Best-Effort or Eventually Consistent , while considering the documented trade-offs of each option. Without an efficient data retention strategy, this approach may struggle to scale effectively. Let’s take a closer look at the structure and functionality of the API.

Latency 251

Latency Cache Infrastructure Strategy 251

Smashing Magazine

AUGUST 24, 2021

How To Automate Documentation Workflow For Developers. How To Automate Documentation Workflow For Developers. Why Should You Care About High-Quality Documentation? Many teams struggle with writing documentation. Many teams struggle with writing documentation. Automating Documentation From a High Level.

Development 135

Development Code Benchmarking Engineering 135

Dynatrace

FEBRUARY 1, 2024

The complexity and numerous moving parts of Kubernetes multicloud clusters mean that when monitoring the health of these clusters—which is critical for ensuring reliable and efficient operation of the application—platform engineers often find themselves without an easy and efficient solution. So, stop waiting.

Engineering 299

Engineering Efficiency Azure Monitoring 299

Highly Scalable

MARCH 1, 2012

The following figure depicts imaginary “evolution” of the major NoSQL system families, namely, Key-Value stores, BigTable-style databases, Document databases, Full Text Search Engines, and Graph databases: NoSQL Data Models. Document databases advance the BigTable model offering two significant improvements. 2) Aggregates.

Database 279

Database Ecommerce Efficiency Engineering 279

O'Reilly

JANUARY 21, 2025

Your companys AI assistant confidently tells a customer its processed their urgent withdrawal requestexcept it hasnt, because it misinterpreted the API documentation. These are systems that engage in conversations and integrate with APIs but dont create stand-alone content like emails, presentations, or documents.

Software Engineering 117

Software Engineering Efficiency Engineering Systems 117

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 Monitoring 279

Dynatrace

MAY 17, 2022

Dynatrace released Cloud Native Full Stack injection with a short list of temporary limitations — referenced in our documentation — which don’t apply to Classic Full Stack injection. First, go to the Monitor Kubernetes / OpenShift page in the Dynatrace web UI, as documented in help, and generate a deployment file (see the example below).

Availability 348

Availability Scalability Cloud Metrics 348

Dynatrace

FEBRUARY 4, 2025

Unified vulnerabilities view The new Dynatrace platform consolidates third-party and code-level vulnerabilities into a single, intuitive view. To filter findings efficiently, use numerical thresholds like DSS (Dynatrace Security Score) or CVSS (Common Vulnerability Scoring System). What’s new in this version?

Analytics 130

Analytics Internet Internet Infrastructure 130

Dynatrace

JULY 18, 2023

Dynatrace Configuration as Code enables complete automation of the Dynatrace platform’s configuration, ensuring that software is secure and reliable. With Configuration as Code, developers can manage their observability and security tasks with config files that can be developed alongside source code conveniently and at scale.

Best Practices 246

Best Practices Code Infrastructure Latency 246

Dynatrace

FEBRUARY 4, 2025

Scale with confidence: Leverage AI for instant insights and preventive operations Using Dynatrace, Operations, SRE, and DevOps teams can scale efficiently while maintaining software quality and ensuring security and reliability. Easily set up automated remediation with the new Simple Workflows.

Analytics 130

Analytics Efficiency DevOps Innovation 130

Dynatrace

JULY 25, 2022

The DevOps playbook has proven its value for many organizations by improving software development agility, efficiency, and speed. This method known as GitOps would also boost the speed and efficiency of practicing DevOps organizations. Development teams use GitOps to specify their infrastructure requirements in code.

DevOps 278

DevOps Infrastructure Speed Cloud 278

Dynatrace

JULY 22, 2024

The OpenTelemetry Protocol (OTLP) plays a critical role in this framework by standardizing how systems format and transport telemetry data, ensuring that data is interoperable and transmitted efficiently. OpenTelemetry provides [extensive documentation]([link] and examples to help you fine-tune your configuration for maximum effectiveness.

Latency 264

Latency Best Practices Metrics Open Source 264

Dynatrace

MARCH 27, 2024

How to efficiently introduce team ownerships Dynatrace provides different ways of associating team ownership with entities and adding desired team metadata, such as contact details, to your environments. Dynatrace ownership functionality supports configuration-as-code via its proprietary Monaco (Monitoring as code) CLI or Terraform.

Best Practices 263

Best Practices Azure Database Code 263

Dynatrace

AUGUST 8, 2024

It’s also critical to have a strategy in place to address these outages, including both documented remediation processes and an observability platform to help you proactively identify and resolve issues to minimize customer and business impact. Software bugs Software bugs and bad code releases are common culprits behind tech outages.

Software 290

Software Software Infrastructure Network 290

Dynatrace

MARCH 9, 2022

Reason : High memory consumption of XPath queries when parsing application documents. Here’s the proof that the update, which was first rolled out on 4 nodes and then to all 6, resulted in a 98% reduction of CPU usage: Updating the 3rd party library to use more efficient internal parsing of documents resulted in 98% of CPU usage reduction.

Java 246

Java Traffic Government Code 246

Dynatrace

OCTOBER 7, 2021

Using a FaaS model makes it possible to scale up individual application functions as needed rather than increase total resource allocation for your entire application, which helps reduce total resource costs and improve overall app efficiency. AWS serverless offerings. AWS Step Functions: Step Functions focuses on orchestration.

Serverless 325

Serverless AWS Lambda Storage 325

Dynatrace

JUNE 20, 2023

With the introduction of Jetpack Compose and SwiftUI , the development of mobile apps has become more accessible, efficient, and streamlined. With this additional context—for example, location in code, initial and transition states, interaction types, and more—Dynatrace makes sense of the user journey and the technical components in use.

Mobile 299

Mobile Monitoring Entertainment Innovation 299

Dynatrace

APRIL 6, 2022

Serverless functions help developers innovate faster, scale easier and reduce operational overhead, removing the burden of managing underlying infrastructure when updating and deploying code. Increased efficiency for Lambda function configurations. What are AWS Lambda Function URLs. Lambda Function URLs benefits.

Lambda 242

Lambda AWS Serverless Infrastructure 242

Dynatrace

AUGUST 21, 2024

This information specifies which function in the source code relates to a vulnerability. Vulnerable function monitoring Tracking vulnerable open source software components efficiently is one of the most important pillars of managing attack surfaces. See Dynatrace documentation for how to efficiently manage third-party vulnerabilities.

Java 264

Java Monitoring Open Source Software 264

Dynatrace

MAY 17, 2023

For example, it can help DevOps and platform engineering teams write code snippets by drawing on information from software libraries. First, SREs must ensure teams recognize intellectual property (IP) rights on any code shared by and with GPTs and other generative AI, including copyrighted, trademarked, or patented content.

Innovation 306

Innovation Software Software Artificial Intelligence 306

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 299

Open Source Hardware DevOps Infrastructure 299

Dynatrace

OCTOBER 14, 2020

Our container logs didn’t contain any valuable root-cause information, and digging through a whole lot of events in our Kubernetes cluster was not a great efficient option either (we would have found the information we were looking for, but the event log is unfiltered and it would have cost a lot of time to dig through it). Yes, we can!

Cloud 302

Cloud Development Open Source Monitoring 302

Dynatrace

AUGUST 17, 2023

We optimized our Micrometer Registry to export data in memory-efficient chunks. Either way, the Dynatrace Micrometer Registry adds proper topology without modifying your code. The fastest way is via QuickStart, which is explained in our documentation. This also led to improvements in our ingest API.

Metrics 246

Metrics Analytics Speed Java 246

Dynatrace

MARCH 1, 2024

As a result, it is difficult to ensure application efficiency and ensure accurate delivery across touchpoints. Furthermore, by integrating with Adobe Experience Manager, you get quick visibility, ensuring application efficiency across all channels and the ability to scale in support of even the largest Adobe Experience Manager instances.

Analytics 246

Analytics Monitoring Website Efficiency 246

Dynatrace

JULY 18, 2024

Incorporating synthetic monitoring and observability-driven automation can greatly streamline the workflow for DevOps teams, allowing for continuous improvements in system reliability and efficiency. For full details regarding Synthetic Monitoring for Workflows, go to Dynatrace Documentation.

Monitoring 278

Monitoring DevOps Infrastructure Games 278

Dynatrace

FEBRUARY 4, 2025

This approach improves operational efficiency and resilience, though its not without flaws. It filters billions of log lines, including the topology of each incident and its affected entities, for efficient problem triaging and troubleshooting, resulting in a 56% faster mean time to repair (MTTR) for critical incidents.

Retail 130

Retail Metrics Engineering Efficiency 130

Dynatrace

SEPTEMBER 27, 2024

As batch jobs run without user interactions, failure or delays in processing them can result in disruptions to critical operations, missed deadlines, and an accumulation of unprocessed tasks, significantly impacting overall system efficiency and business outcomes. includes("ended with return code")) { batch[runId].Status

Monitoring 260

Monitoring Performance IoT Analytics 260

Dynatrace

SEPTEMBER 9, 2022

Improved efficiency. With improved application efficiency, teams can service clients better and access cloud-native tools. An application modernization strategy may include the rearchitecting, rebuilding, re-coding, refactoring, re-hosting, replatforming, or even the retirement and replacement of legacy systems.

Strategy 264

Strategy Benchmarking Serverless Cloud 264

Dynatrace

APRIL 20, 2022

This new service is a step forward to enhance the user experience with code-driven automation of Kubernetes EKS and the Dynatrace Intelligent Observability Platform. The advanced observability gained for the EKS infrastructure gives teams code-level detail, context, and tracing to every service the application touches.

AWS 246

AWS Infrastructure Open Source Best Practices 246

O'Reilly

NOVEMBER 19, 2024

Here’s a simple rough sketch of RAG: Start with a collection of documents about a domain. Split each document into chunks. This latter approach with node embeddings can be more robust and potentially more efficient. One more embellishment is to use a graph neural network (GNN) trained on the documents.

Open Source 125

Open Source Healthcare Entertainment Database 125

The Netflix TechBlog

JUNE 13, 2023

We can determine A/B test membership in either device application or backend code and selectively invoke new code paths and services. Cut-over and clean-up: Once the data is verified for correctness and completeness, dual writes and reads are disabled, any client code is cleaned up, and read/writes only occur to the new data store.

Traffic 285

Traffic Metrics Systems Strategy 285

Dynatrace

JUNE 5, 2023

As a result, ChatOps has gained widespread popularity as more companies look for ways to improve collaboration, efficiency, and automation. The practice of ChatOps has now evolved beyond incident management to include tasks such as code deployment, monitoring, and automated incident response.

Google 246

Google DevOps Efficiency Monitoring 246

The Netflix TechBlog

SEPTEMBER 18, 2020

A role in data science eventually seemed like a natural transition, but it wasn’t without its hurdles: With my consulting background, I had to go through a few other roles first while learning how to code on the side. How does a decision of this scale affect the efficiency of our globally distributed content delivery network, Open Connect ?

Analytics 230

Analytics Education Innovation Engineering 230

Dynatrace

MAY 23, 2024

Dynatrace ® AutomationEngine features a no- and low-code toolset and leverages Davis ® AI to empower teams to create and extend customized, intelligent, and secure workflow automation across cloud ecosystems. Please see Data Security Controls in Dynatrace documentation for an overview of the Azure regions currently supported by Dynatrace.

Azure 264

Azure Cloud Metrics Innovation 264

DZone

MAY 16, 2024

smart-doc is a tool for automatically generating Java API documentation. It creates documentation by analyzing interfaces and comments in the source code and supports a variety of document output formats, including Markdown , HTML5 , OpenAPI 3.0 , and more.

Java 130

Java Performance Testing Efficiency Testing 130

Dynatrace

NOVEMBER 10, 2020

These capabilities enable deeper insights into all areas of GCP environments, which in turn allows businesses to quickly troubleshoot performance issues, optimize container workloads, and efficiently scale cloud operations. The installation process and architecture are well documented and described in the GitHub repository.

Google 264

Google Cloud Serverless Innovation 264

Dynatrace

JUNE 7, 2023

A typical design pattern is the use of a semantic search over a domain-specific knowledge base, like internal documentation, to provide the required context in the prompt. OneAgent automatic injection of monitoring and tracing code works not only for the NodeJS language binding but also when using the raw HTTPS request in NodeJS.

Monitoring 241

Monitoring Latency Metrics Azure 241