Dynatrace

FEBRUARY 16, 2023

The goal is to turn more data into insights so the whole organization can make data-driven decisions and automate processes. Grail data lakehouse delivers massively parallel processing for answers at scale Modern cloud-native computing is constantly upping the ante on data volume, variety, and velocity.

Analytics 246

Analytics Innovation Metrics Database 246

Dynatrace

FEBRUARY 25, 2025

This blog post dissects the vulnerability, explains how Struts processes file uploads, details the exploit mechanics, and outlines mitigation strategies. This allows developers to easily access and process the file without handling the upload mechanics directly. Complete mitigation is only guaranteed in Struts version 7.0.0

Servers 214

Servers Processing Java Tuning 214

The Netflix TechBlog

JANUARY 10, 2024

Future blogs will provide deeper dives into each service, sharing insights and lessons learned from this process. The Netflix video processing pipeline went live with the launch of our streaming service in 2007. The Netflix video processing pipeline went live with the launch of our streaming service in 2007.

Processing 238

Processing Media Latency Innovation 238

Dynatrace

OCTOBER 4, 2024

Today, development teams suffer from a lack of automation for time-consuming tasks, the absence of standardization due to an overabundance of tool options, and insufficiently mature DevSecOps processes. This process begins when the developer merges a code change and ends when it is running in a production environment.

Software 278

Software Software Development Performance 278

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 236

Analytics Technology Technology Cloud 236

The Netflix TechBlog

NOVEMBER 20, 2023

by Jun He , Yingyi Zhang , and Pawan Dixit Incremental processing is an approach to process new or changed data in workflows. The key advantage is that it only incrementally processes data that are newly added or updated to a dataset, instead of re-processing the complete dataset.

Processing 219

Processing Big Data Efficiency Engineering 219

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 245

Engineering Tuning Latency Open Source 245

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 327

Network Transportation AWS Cloud 327

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 246

Artificial Intelligence Tuning Strategy Big Data 246

Dynatrace

JUNE 13, 2019

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. What Dynatrace will contribute.

IoT 53

IoT C++ Analytics Java 53

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 227

Government Innovation Analytics Open Source 227

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 264

Open Source Metrics Analytics Tuning 264

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 246

Analytics Infrastructure Storage Architecture 246

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 278

Tuning Scalability Efficiency Processing 278

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 255

AWS Metrics Analytics Government 255

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 246

AWS Cloud Lambda Analytics 246

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 246

Artificial Intelligence Government Innovation Programming 246

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 264

Cloud Azure Analytics Open Source 264

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 221

AWS Artificial Intelligence Best Practices Lambda 221

CSS Wizardry

NOVEMBER 3, 2020

Historically, I’d maybe look at Google Analytics—or a RUM solution if the client had one already—but this is only useful for showing me particular outliers, and not necessarily any patterns across the whole project. For now, I’m usually sat with a coffee, some tunes on, and an old-school pen and paper making notes. See entry 6.

Speed 337

Speed Ecommerce Metrics Analytics 337

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 264

Java Traffic Architecture Strategy 264

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 264

AWS Azure Tuning Analytics 264

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 348

Availability Scalability Cloud Metrics 348

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 263

Artificial Intelligence Innovation Tuning Technology 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 200

Metrics Open Source Tuning Analytics 200

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 260

Latency Storage Cache Efficiency 260

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

JUNE 9, 2021

Web application security is the process of protecting web applications against various types of threats that are designed to exploit vulnerabilities in an application’s code. Positive filters are highly effective at blocking attacks but require constant tuning. Whether the process is exposed to the Internet.

Open Source 261

Open Source Entertainment Tuning Internet 261

Dynatrace

JUNE 6, 2019

Containerd monitoring support now includes: Automatic monitoring of processes in containerd containers. Rule-based control of automated process monitoring in containerd containers. The real-time dependency model of your whole environment drives the core of Davis—the Dynatrace full-stack root-cause analytics engine.

Monitoring 203

Monitoring Tuning Metrics Analytics 203

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 246

Code Software Software DevOps 246

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 252

Latency Storage Big Data Tuning 252

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 242

Big Data Infrastructure Metrics Games 242

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 257

Big Data Government Processing Analytics 257

Dynatrace

JULY 3, 2019

When a web application or mobile app process doesn’t respond quickly, users may repeatedly click the affected UI control in helpless frustration. Usability analytics with rage clicks will be publicly available towards the end of June, 2019. These analytics capabilities can be used with or without enabling Session Replay.

Analytics 176

Analytics Tuning Mobile Monitoring 176

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 246

Technology Technology Metrics Infrastructure 246

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 206

Data Engineering Engineering Entertainment Software Engineering 206

Dynatrace

MAY 5, 2021

As more organizations respond to the pressure to release better software faster, there is an increasing need to build quality gates into every stage of BizDevOps processes , from early development to deployment. Automating quality gates creates reliable checks and balances and speeds up the process by avoiding manual intervention.

Benchmarking 246

Benchmarking Latency Speed Software 246