The Netflix TechBlog

MAY 28, 2021

Part of our series on who works in Analytics at Netflix?—?and Upon graduation, they received an offer from Netflix to become an analytics engineer, and pursue their lifelong dream of orchestrating the beautiful synergy of analytics and entertainment. When I was growing up, I developed a strong interest in the space program.

Healthcare 200

Healthcare Entertainment Analytics Programming 200

Dynatrace

DECEMBER 13, 2023

For example, DevOps teams will combine generative AI with fact-based causal and predictive AI to supercharge digital innovation by predicting and preventing issues before they occur and generating new workflows to automate the software delivery lifecycle. Technology prediction No. These include generative, causal, and predictive techniques.

Technology 203

Technology Technology Artificial Intelligence Analytics 203

Dynatrace

JULY 24, 2023

Session replay is a more visual approach to understanding user behavior compared with traditional analytics tools that focus primarily on bounce rates, conversions, and page views. A simple example is the common action of filling out an online form. Examples include the following. Medical data.

Analytics 192

Analytics Website Mobile Internet 192

Dynatrace

AUGUST 25, 2023

Program staff depend on the reliable functioning of critical program systems and infrastructure to provide the best service delivery to the communities and citizens HHS serves, from newborn infants to persons requiring health services to our oldest citizens.

Government 203

Government Infrastructure Programming Cloud 203

ScaleOut Software

AUGUST 5, 2020

And how are they different from streaming pipelines like Azure Stream Analytics and Apache Flink/Beam? What Problems Does Streaming Analytics Solve? To understand why we need real-time digital twins for streaming analytics, we first need to look at what problems are tackled by popular streaming platforms.

Analytics 69

Analytics Azure Processing Speed 69

Dynatrace

SEPTEMBER 30, 2021

Major cloud providers such as AWS offer certification programs to help technology professionals develop and mature their cloud skills. AWS Certified Data Analytics – Specialty: Highly knowledgeable data analytics pros who have already worked with AWS for some time should consider getting this certification. Data analytics.

AWS 209

AWS Best Practices Analytics Cloud 209

ScaleOut Software

JUNE 15, 2020

When analyzing telemetry from a large population of data sources, such as a fleet of rental cars or IoT devices in “smart cities” deployments, it’s difficult if not impossible for conventional streaming analytics platforms to track the behavior of each individual data source and derive actionable information in real time.

Analytics 52

Analytics IoT Lambda Big Data 52

ScaleOut Software

JUNE 15, 2020

When analyzing telemetry from a large population of data sources, such as a fleet of rental cars or IoT devices in “smart cities” deployments, it’s difficult if not impossible for conventional streaming analytics platforms to track the behavior of each individual data source and derive actionable information in real time.

Analytics 52

Analytics IoT Lambda Big Data 52

ScaleOut Software

JULY 21, 2020

ScaleOut StateServer® Pro Adds Analytics to In-Memory Data Grids . For example, if an application is storing shopping carts, it might be useful to find all shopping carts with a total value that exceeds a specified threshold so that these shoppers can be given special attention. In-Memory Data Grids for Fast-Changing Data.

Analytics 52

Analytics Airlines Cache Scalability 52

ScaleOut Software

JULY 21, 2020

ScaleOut StateServer® Pro Adds Analytics to In-Memory Data Grids . For example, if an application is storing shopping carts, it might be useful to find all shopping carts with a total value that exceeds a specified threshold so that these shoppers can be given special attention. In-Memory Data Grids for Fast-Changing Data.

Analytics 52

Analytics Airlines Cache Scalability 52

Dynatrace

AUGUST 14, 2023

As user experiences become increasingly important to bottom-line growth, organizations are turning to behavior analytics tools to understand the user experience across their digital properties. Here’s what these analytics are, how they work, and the benefits your organization can realize from using them.

Analytics 229

Analytics Social Media Website IoT 229

The Netflix TechBlog

JANUARY 25, 2023

For example, we have a service that stores a movie entity’s metadata or a service that stores metadata about images. In Pic 1 below, we have an example of an application which is used by editors to review their work. All data should be also available for offline analytics in Hive/Iceberg.

Scalability 283

Scalability Latency Media Architecture 283

Dynatrace

DECEMBER 15, 2022

In this blog, we share three log ingestion strategies from the field that demonstrate how building up efficient log collection can be environment-agnostic by using our generic log ingestion application programming interface (API). Set up the configuration on the same port as specified for source data, in this example 5140.

Strategy 180

Strategy AWS Open Source Transportation 180

Dynatrace

OCTOBER 17, 2023

You can use the generic ingest with an application programming interface (API) endpoint to point existing log output to Dynatrace, ingest OpenTelemetry logs, or deploy our OneAgent , which discovers important logs automatically and sends them to Dynatrace. For example, this includes the following: Click to query. Transparency.

Retail 237

Retail Storage Best Practices Architecture 237

Dynatrace

DECEMBER 20, 2021

In practice, session recording solutions make use of the document object model (DOM), which is a programming interface for web pages and document. For example, the <body> element of your page exists on one branch of this tree structure, with any <img> assets branching off. Improved analytic context.

Mobile 247

Mobile Website Analytics Cache 247

Dynatrace

APRIL 11, 2023

The CVE Program, which publishes vulnerabilities as they become known, reported a 25% increase in vulnerabilities between 2021 and 2022. For example, the open source Java library at the heart of the Log4Shell crisis in 2021 was patched within days given the pervasiveness of the code. But organizations face barriers to this convergence.

Cloud 187

Cloud DevOps Open Source Retail 187

Dynatrace

MAY 16, 2019

For example, you may want to drill into the experience of your top-tier customers in one specific region or conduct a proactive outreach campaign to customers who had issues with one of your digital touchpoints. “Mastering Dynatrace session and user action properties for enhanced analytics” (45 min). Dynatrace news.

Analytics 102

Analytics Programming Monitoring Mobile 102

Dynatrace

JUNE 15, 2023

Research estimates that nearly every software program (96%) includes some kind of open source software component , and nearly half of those applications (48%) expose high-risk vulnerabilities. Recent examples include the Heartbleed vulnerability in 2014, the attacks on Apache Struts in 2017, and Log4Shell in 2021.

Cloud 177

Cloud Open Source Architecture Monitoring 177

Scalegrid

DECEMBER 14, 2023

For example, your payment history might be on one database cluster and your analytics records on another cluster. If your analytics server is down, then each operation will wait for a default of 30 seconds before failing (which may or may not be what you want). The latter refers to how long a socket can remain inactive.

Java 130

Java Network Servers Database 130

Dynatrace

MARCH 22, 2023

For this, best practices would be to segregate commands from data, use parameterized SQL queries, and eliminate the interpreter by using a safe application program interface, if possible. In addition, analyze data from a unified observability view that provides contextualized application security analytics.

Open Source 198

Open Source Artificial Intelligence Internet Internet 198

Dynatrace

FEBRUARY 28, 2022

One of our customers, a large insurance company with over 700 Dynatrace users, leverages Dynatrace University as part of its ongoing employee education and performance acceleration program. As team members work towards their annual self-improvement and performance goals, Dynatrace University is a key contributor. Blended learning at scale.

Virtualization 200

Virtualization Education Cloud Monitoring 200

Dynatrace

JANUARY 28, 2021

Organizations that want a high-performance language with a great ecosystem for their applications often use Golang , an open-source programming language. Such additional telemetry data includes user-behavior analytics, code-level visibility, and metadata (including open-source data). Dynatrace news.

Traffic 166

Traffic Open Source Servers Cloud 166

Dynatrace

JANUARY 31, 2024

By putting data in context, OpenPipeline enables the Dynatrace platform to deliver AI-driven insights, analytics, and automation for customers across observability, security, software lifecycle, and business domains. This “data in context” feeds Davis® AI, the Dynatrace hypermodal AI , and enables schema-less and index-free analytics.

Analytics 194

Analytics Processing Transportation Storage 194

Dynatrace

MAY 17, 2023

But its underlying goal is quite humble and straightforward: it wants to enable you to observe an IT system (for example, a web application, infrastructure, or services) and gain insight to its behavior, such as performance, error rates, hot spots of executed instructions in code, and more. Those are prime candidates for their own spans.

Metrics 180

Metrics Open Source Traffic Cache 180

Official Blog - World Web Technology

JULY 7, 2023

Businesses may evaluate product performance, spot slow-moving merchandise, and make data-driven decisions to optimize inventory using comprehensive reporting and analytics. Ecommerce software solutions also allow companies to set up incentive and loyalty programs.

Ecommerce 52

Ecommerce Software Software Analytics 52

Dynatrace

JULY 6, 2022

Vulnerability management is one example of a DevSecOps workflow that teams should automate to ensure vulnerability scans run regularly. While automating IT practices can save administrators a lot of time, without AIOps, the system is only as intelligent as the humans who program it. Monitoring automation is ongoing.

Artificial Intelligence 189

Artificial Intelligence Tuning Strategy Big Data 189

ScaleOut Software

JULY 19, 2021

Real-Time Device Tracking with In-Memory Computing Can Fill an Important Gap in Today’s Streaming Analytics Platforms. The Limitations of Today’s Streaming Analytics. How are we managing the torrent of telemetry that flows into analytics systems from these devices? The list goes on.

IoT 78

IoT Analytics Big Data Architecture 78

ScaleOut Software

AUGUST 20, 2020

This blog post explains how a new software construct called a real-time digital twin running in a cloud-hosted service can create a breakthrough for streaming analytics. For example, a PLM digital twin of a truck engine might describe the properties of the engine, such as its temperature and oil pressure.

Cloud 52

Cloud Development Analytics Azure 52

ScaleOut Software

AUGUST 20, 2020

This blog post explains how a new software construct called a real-time digital twin running in a cloud-hosted service can create a breakthrough for streaming analytics. For example, a PLM digital twin of a truck engine might describe the properties of the engine, such as its temperature and oil pressure.

Cloud 52

Cloud Development Analytics Azure 52

ScaleOut Software

MAY 6, 2020

Writing applications for streaming analytics can be complex and time consuming. Existing programming models make it too difficult to perform meaningful analysis in real time. An Example: Contact Self-Tracing. For example, consider the contact self-tracing application described in a previous blog.

Development 52

Development Analytics Database Programming 52

ScaleOut Software

MAY 6, 2020

Writing applications for streaming analytics can be complex and time consuming. Existing programming models make it too difficult to perform meaningful analysis in real time. An Example: Contact Self-Tracing. For example, consider the contact self-tracing application described in a previous blog.

Development 52

Development Analytics Database Programming 52

Dynatrace

NOVEMBER 17, 2020

Can you please share a concrete example of one of your contributions to the OpenTelemetry project? One example of how Dynatrace helps ensure enterprise readiness for OpenTelemetry is “tracers and meters.” ” These allow for fine-grained configuration of sensors to identify and counter problematic instrumentation.

Open Source 152

Open Source Software Engineering Government Java 152

Dynatrace

OCTOBER 8, 2020

They may be used to, for example, integrate a new payment service or create a new interface for a booking platform. Full integration with existing Dynatrace capabilities for AWS Lambda (for example, metric ingestion via AWS Cloud Watch). For the Checkout function example (see below), the median response time is around 580ms.

Lambda 294

Lambda AWS Programming Serverless 294

Adrian Cockcroft

FEBRUARY 13, 2023

Margaret leads the worldwide solution architect program for sustainability, and gives an excellent talk on how customers should think about optimizing their workloads. This is the AWS Professional Services built tooling that customers can use to track the carbon footprint of their operations and processes, along with a customer example.

AWS 64

AWS Energy Architecture Programming 64

All Things Distributed

APRIL 3, 2015

Such algorithms operate by building a model from example inputs and using that to make predictions or decisions, rather than following strictly static program instructions. Machine Learning is playing an increasing important role in many areas of our businesses and our lives. Pintelas, Artificial Intelligence Review 26:159–190 (2006).

Artificial Intelligence 145

Artificial Intelligence Games Programming Analytics 145

O'Reilly

SEPTEMBER 15, 2021

64% of the respondents took part in training or obtained certifications in the past year, and 31% reported spending over 100 hours in training programs, ranging from formal graduate degrees to reading blog posts. Salaries by Programming Language. Salary vs. programming language. Salaries by Gender. How do we explain this?

Azure 145

Azure Social Media Programming AWS 145

Testlodge

NOVEMBER 1, 2021

For example, it’s usual for software to have been designed with a specific use in mind, but the user doesn’t always understand the same way as the developers and testers. ” Destructive testing is a method that uses the system in a way other than intended to make the software program deliberately fail. Methods of Use.

Systems 81

Systems Testing Software Software 81