Dynatrace

MAY 23, 2024

Stream processing One approach to such a challenging scenario is stream processing, a computing paradigm and software architectural style for data-intensive software systems that emerged to cope with requirements for near real-time processing of massive amounts of data. This significantly increases event latency.

Engineering 192

Engineering Tuning Latency Open Source 192

Dynatrace

JULY 30, 2024

We estimate that Dynatrace can automate the majority of repetitive tasks and additional compliance burdens introduced by DORA technical requirements using analytics and automation based on observability and security data. Financial institutions face an increased compliance burden with DORA.

Government 153

Government Innovation Analytics Open Source 153

Dynatrace

JULY 30, 2024

We estimate that Dynatrace can automate the majority of repetitive tasks and additional compliance burdens introduced by DORA technical requirements using analytics and automation based on observability and security data. Financial institutions face an increased compliance burden with DORA.

Government 147

Government Innovation Analytics Open Source 147

DZone

JULY 17, 2023

Apache Spark is a leading platform in the field of big data processing, known for its speed, versatility, and ease of use. However, getting the most out of Spark often involves fine-tuning and optimization. Understanding Apache Spark Apache Spark is a unified computing engine designed for large-scale data processing.

Big Data 130

Big Data Performance Open Source Tuning 130

Dynatrace

NOVEMBER 17, 2020

PurePath unlocks precise and actionable analytics across the software lifecycle in heterogenous cloud-native environments. Dynatrace provides information on every request, through every single microservice or serverless function, seamlessly integrating OpenTelemetry, with powerful analytics, including: Out-of-the-box service hotspot analysis.

Analytics 164

Analytics Technology Technology Cloud 164

Dynatrace

JANUARY 30, 2024

Johnson also shared how his team is using AI to automate certain talent management processes, such as expediting applicant-job matching and aligning training and certification offerings with workforce skill gaps. Additionally, as the program gathers more data, it will enable predictive analytics to forecast future talent and skill deficits.

Artificial Intelligence 214

Artificial Intelligence Government Innovation Programming 214

The Netflix TechBlog

SEPTEMBER 18, 2024

Cassandra serves as the backbone for a diverse array of use cases within Netflix, ranging from user sign-ups and storing viewing histories to supporting real-time analytics and live streaming. To address this, we use a static limit for the initial queries to the backing store, query with this limit, and process the results.

Latency 248

Latency Storage Cache Efficiency 248

The Netflix TechBlog

JUNE 20, 2024

Clark Wright, Staff Analytics Engineer at Airbnb, talked about the concept of Data Quality Score at Airbnb. Creating new development environments is cumbersome: Populating them with data is compute-intensive, and the deployment process is error-prone, leading to higher costs, slower iteration, and unreliable data. Until next time!

Data Engineering 204

Data Engineering Engineering Entertainment Software Engineering 204

Dynatrace

JUNE 27, 2023

We hear from our customers how important it is to have a centralized, quick, and powerful access point to analyze these logs; hence we’re making it easier to ingest AWS S3 logs and leverage Dynatrace Log Management and Analytics powered by Grail.

AWS 211

AWS Cloud Lambda Analytics 211

Dynatrace

MAY 2, 2024

Across the globe, privacy laws grant individuals data subject rights, such as the right to access and delete personal data processed about them. 2] — Nader Henein, VP Analyst, Gartner The Privacy Rights app is designed to streamline this process in Dynatrace.

Tuning 237

Tuning Scalability Efficiency Processing 237

Dynatrace

APRIL 20, 2023

Causal AI—which brings AI-enabled actionable insights to IT operations—and a data lakehouse, such as Dynatrace Grail , can help break down silos among ITOps, DevSecOps, site reliability engineering, and business analytics teams. Business leaders can decide which logs they want to use and tune storage to their data needs.

Analytics 200

Analytics Infrastructure Storage Architecture 200

Dynatrace

JULY 6, 2022

At its most basic, automating IT processes works by executing scripts or procedures either on a schedule or in response to particular events, such as checking a file into a code repository. Adding AIOps to automation processes makes the volume of data that applications and multicloud environments generate much less overwhelming.

Artificial Intelligence 201

Artificial Intelligence Tuning Strategy Big Data 201

Dynatrace

NOVEMBER 6, 2023

Recently, the Parliament of India released the Digital Personal Data Protection Act 2023 , which regulates the processing of digital personal data in India and recognizes the right of individuals to protect their data in India. Obligations to end users while moving to SaaS.

AWS 249

AWS Azure Tuning Analytics 249

Dynatrace

DECEMBER 21, 2023

IAI can enhance the processes that nurture employee experiences and a healthy and motivated workforce. From performance reviews to goal setting, AI’s analytical prowess significantly streamlines growth and development processes. Artificial intelligence is now set to power individualized employee growth and development.

Artificial Intelligence 211

Artificial Intelligence Innovation Tuning Analytics 211

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 236

Latency Storage Traffic Tuning 236

The Netflix TechBlog

JUNE 7, 2021

Cloud Network Insight is a suite of solutions that provides both operational and analytical insight into the cloud network infrastructure to address the identified problems. After several iterations of the architecture and some tuning, the solution has proven to be able to scale. What is BPF?

Network 326

Network Transportation AWS Cloud 326

Dynatrace

JULY 22, 2024

Using OpenTelemetry, developers can collect and process telemetry data from applications, services, and systems. It enhances observability by providing standardized tools and APIs for collecting, processing, and exporting metrics, logs, and traces. Overall, OpenTelemetry offers the following advantages: Standardized data collection.

Latency 245

Latency Best Practices Metrics Open Source 245

Scalegrid

AUGUST 27, 2024

Key features of RabbitMQ, such as message acknowledgments, complex routing, and asynchronous processing, contribute to system reliability and performance. Use cases for RabbitMQ encompass areas like order processing in eCommerce, real-time notifications, and multiplayer gaming, showcasing its adaptability to different operational needs.

Ecommerce 130

Ecommerce IoT Games Scalability 130

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. Stay tuned for an upcoming blog series where we’ll give you a more hands-on walkthrough of how to ingest any kind of data from StatsD, Telegraf, Prometheus, scripting languages, or our integrated REST API. Stay tuned. Seeing is believing.

Open Source 260

Open Source Metrics Analytics Tuning 260

Dynatrace

JULY 11, 2024

Dynatrace Grail™ is a data lakehouse optimized for high performance, automated data collection and processing, and queries of petabytes of data in real time. Another consideration is compliance with end-user privacy rights to delete personal data processed about them in line with data protection laws like GDPR and CCPA.

Storage 217

Storage Government Best Practices Media 217

DZone

DECEMBER 14, 2021

Meanwhile, understanding the internal process is important in order to tune the performance. Metadata synchronization (sync) is a core feature in Alluxio that keeps files and directories consistent with their source of truth in under-storage systems, thus making it simple for users to reason the data retrieved from Alluxio.

Design 244

Design Storage Tuning Systems 244

Dynatrace

FEBRUARY 8, 2021

Logs and events play an essential role in this mix; they include critical information which can’t be found anywhere else, like details on transactions, processes, users and environment changes. Some solutions that use logs for troubleshooting only provide manual analytics to search for the root causes of issues. What’s next.

Cloud 263

Cloud Azure Analytics Open Source 263

Dynatrace

NOVEMBER 23, 2020

T o get performance insights into applications and efficiently troubleshoot and optimize them, you need precise and actionable analytics across the entire software life cycle. If you’re interested in learning more about OpenTelemetry or joining the community, a good place to start is the OpenTelemetry GitHub repository. What’s next.

Metrics 152

Metrics Open Source Tuning Analytics 152

The Netflix TechBlog

JANUARY 13, 2022

We have now moved to a more systematic approach where unknown errors are fed into a Machine Learning process that performs clustering to propose new regular expressions for commonly occurring errors. In the future, we are looking to automate this process. Expand Pensive with Machine Learning classifiers.

Big Data 241

Big Data Infrastructure Metrics Games 241

Dynatrace

FEBRUARY 9, 2022

Modern infrastructure needs to be elastic and GitOps approaches are used to automate the provisioning of infrastructure and applications using Git, an open-source control system that provides the change processes including reviews and approvals. Key components of GitOps are declarative infrastructure as code, orchestration, and observability.

Code 228

Code Software Software DevOps 228

Dynatrace

DECEMBER 15, 2020

The Dynatrace platform automatically integrates OpenTelemetry data, thereby providing the highest possible scalability, enterprise manageability, seamless processing of data, and, most importantly the best analytics through Davis (our AI-driven analytics engine), and automation support available. Seeing is believing.

AWS 184

AWS Metrics Analytics Government 184

Dynatrace

DECEMBER 9, 2020

Dynatrace is fully committed to the OpenTelemetry community and to the seamless integration of OpenTelemetry data , including ingestion of custom metrics , into the Dynatrace open analytics platform. Use topological details related to the service at hand to drill down to the process or host running the service for root cause analysis.

Java 245

Java Traffic Architecture Serverless 245

Dynatrace

NOVEMBER 24, 2020

Tracking changes to automated processes, including auditing impacts to the system, and reverting to the previous environment states seamlessly. The ultimate goal of each of these reviews is to identify gaps, quantify risk, and develop recommendations for improving the team, processes, and architecture with each of the five pillars.

AWS 148

AWS Artificial Intelligence Best Practices Lambda 148

Percona

NOVEMBER 2, 2023

Upgrading to the newest release of MongoDB is the key to unlocking its full potential, but it’s not as simple as clicking a button; it requires meticulous planning, precise execution, and a deep understanding of the upgrade process. Introduction of clustered collections for optimized analytical queries. In MongoDB 6.x:

Best Practices 92

Best Practices Hardware Tuning Scalability 92

Dynatrace

APRIL 25, 2023

Data analysis : how to process, aggregate and query observability data from serverless functions effectively, accurately, and comprehensively? With Davis AI exploratory analytics , Dynatrace gives you a helping hand to understand correlations between anomalies across all the telemetry.

Serverless 219

Serverless Lambda Azure AWS 219

Dynatrace

FEBRUARY 14, 2022

Building on its advanced analytics capabilities for Prometheus data , Dynatrace now enables you to create extensions based on Prometheus metrics. We’re further extending the support of extensions for additional protocols and technologies, and improving the process of creating extensions, so be sure to stay tuned.

Technology 228

Technology Technology Metrics Infrastructure 228

The Netflix TechBlog

JULY 26, 2021

Operational Reporting is a reporting paradigm specialized in covering high-resolution, low-latency data sets, serving detailed day-to-day activities¹ and processes of a business domain. CDC and data source Change data capture or CDC , is a semantic for processing changes in a source for the purpose of replicating those changes to a sink.

Big Data 256

Big Data Government Processing Analytics 256

Dynatrace

APRIL 26, 2022

A modern DEM solution provides analytics for key application performance indicators across web, mobile, and IoT channels, providing a detailed overview of user behavior. These indicators may include release success, adoption rate, and conversions (for example, in-app actions taken by a user such as a purchase, inquiry, or signup).

Monitoring 216

Monitoring Social Media IoT Metrics 216

Dynatrace

MAY 17, 2022

This gives us unified analytics views of node resources together with pod-level metrics such as container CPU throttling by node, which makes problem correlation much easier to analyze. From here we jump directly into Dynatrace Distributed traces view, shown below, to understand code-level contributions to total processing time.

Availability 328

Availability Scalability Cloud Metrics 328

VoltDB

SEPTEMBER 26, 2024

The Importance of Video Ingestion and Video Analytics for Preventive Maintenance Video ingestion and analytics play a crucial role in preventive maintenance by leveraging visual data to anticipate equipment failures and optimize maintenance schedules. This footage is then transmitted to a centralized system for analysis.

IoT 52

IoT Analytics Strategy Efficiency 52

VoltDB

SEPTEMBER 26, 2024

The Importance of Video Ingestion and Video Analytics for Predictive Maintenance Video ingestion and analytics play a crucial role in predictive maintenance by leveraging visual data to anticipate equipment failures and optimize maintenance schedules. This footage is then transmitted to a centralized system for analysis.

IoT 52

IoT Analytics Strategy Efficiency 52

The Netflix TechBlog

OCTOBER 27, 2020

Data scientists and engineers collect this data from our subscribers and videos, and implement data analytics models to discover customer behaviour with the goal of maximizing user joy. The processed data is typically stored as data warehouse tables in AWS S3. Personalized articles in Netflix Help Center powered by Bulldozer.

Latency 249

Latency Storage Big Data Tuning 249