Dynatrace

NOVEMBER 7, 2023

Platform engineering is on the rise. According to leading analyst firm Gartner, “80% of software engineering organizations will establish platform teams as internal providers of reusable services, components, and tools for application delivery…” by 2026. Automation, automation, automation.

Engineering 306

Engineering DevOps Best Practices Infrastructure 306

Dynatrace

NOVEMBER 20, 2024

The Davis AI engine automatically and continuously delivers actionable insights based on an environment’s current state. By leveraging the combined strengths of Dynatrace and Microsoft Sentinel, enterprises can achieve a comprehensive security posture for enhanced operational efficiency.

Best Practices 299

Best Practices Innovation Azure Cloud 299

The Netflix TechBlog

MARCH 24, 2025

AV1 is one of the most efficient codecs available today. We would like to extend our thanks to the following teams for their crucial roles in thislaunch: The various Client and Partner Engineering teams at Netflix that manage the Netflix experience across different device platforms.

Innovation 243

Innovation Mobile Media Efficiency 243

Dynatrace

MARCH 5, 2025

From developers leveraging platform engineering tools to optimize application performance, to Site Reliability Engineers (SREs) ensuring resilience, and executives gaining critical business insights, observability increases the velocity of innovation across every level of an organization.

Innovation 232

Innovation Speed Efficiency Engineering 232

Dynatrace

FEBRUARY 4, 2025

In this blog post, we will see how Dynatrace harnesses the power of observability and analytics to tailor a new experience to easily extend to the left, allowing developers to solve issues faster, build more efficient software, and ultimately improve developer experience!

Development 235

Development Analytics Code Architecture 235

Dynatrace

DECEMBER 8, 2022

As cloud-native, distributed architectures proliferate, the need for DevOps technologies and DevOps platform engineers has increased as well. DevOps engineer tools can help ease the pressure as environment complexity grows. ” What does a DevOps platform engineer do? .” What are DevOps engineer tools and platforms.

DevOps 246

DevOps Engineering Testing Open Source 246

The Netflix TechBlog

FEBRUARY 10, 2021

Stranger Things imagery showcasing the inspiration for the Hawkins Design System by Hawkins team member Joshua Godi ; with art contributions by Wiki Chaves Hawkins may be the name of a fictional town in Indiana, most widely known as the backdrop for one of Netflix’s most popular TV series “Stranger Things,” but the name is so much more.

Design 236

Design Systems Engineering Entertainment 236

Dynatrace

OCTOBER 10, 2023

Planned effort Site Reliability Engineering (SRE) effort and time allocation planning typically fall into two domains: Operations Management (50%) Operations Management includes on-call responsibilities, post-mortem assessments, addressing other interruptions, and buffer time. Streamlining the CI/CD process to ensure optimal efficiency.

Engineering 264

Engineering DevOps Innovation Strategy 264

The Netflix TechBlog

MARCH 4, 2025

This standardization enhances adoption within the personalization stack, simplifies the system, and improves understanding and debuggability for engineers. They must also provide enough information for partner engineers to identify the problem with the underlying service in cases of system-level issues.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Dynatrace

MAY 23, 2024

Stream processing enables software engineers to model their applications’ business logic as high-level representations in a directed acyclic graph without explicitly defining a physical execution plan. We designed experimental scenarios inspired by chaos engineering. Recovery time of the latency p90.

Engineering 245

Engineering Tuning Latency Open Source 245

Dynatrace

APRIL 30, 2021

But because of the complexity involved in executing and analyzing test results of dynamic systems, performance engineering is difficult to scale — especially with lean staff or resources. Grabner also introduced four ways organizations can turbocharge their performance engineering with automation.

Engineering 263

Engineering Testing Performance Performance Testing 263

Dynatrace

MAY 5, 2020

We’re therefore excited to announce that Dynatrace has received the Amazon RDS Service Ready designation. Achieving this designation differentiates Dynatrace as an AWS Advanced Technology Partner with a product that is integrated with Amazon RDS and is generally available and fully supported. Next steps.

Design 217

Design AWS Education Innovation 217

Dynatrace

JANUARY 15, 2025

They offer a comprehensive end-to-end solution to these challenges, providing functionalities designed to enhance compliance and resilience in IT environments. This enables DevOps platform engineers to make the right release decisions for new versions and empowers SREs to apply Service-Level Objectives (SLOs) for their critical services.

Systems 264

Systems DevOps Analytics Monitoring 264

The Netflix TechBlog

SEPTEMBER 3, 2021

How can we achieve a similar functionality when designing our gRPC APIs? The solution we use within the Netflix Studio Engineering is protobuf FieldMask. This (alongside some other techniques like ZigZag encoding for signed types) makes protobuf messages space-efficient. Our protobuf message definition (.proto

Design 246

Design Java Code Servers 246

The Netflix TechBlog

JUNE 20, 2024

A summary of sessions at the first Data Engineering Open Forum at Netflix on April 18th, 2024 The Data Engineering Open Forum at Netflix on April 18th, 2024. At Netflix, we aspire to entertain the world, and our data engineering teams play a crucial role in this mission by enabling data-driven decision-making at scale.

Data Engineering 206

Data Engineering Engineering Entertainment Software Engineering 206

Dynatrace

NOVEMBER 14, 2023

Site reliability engineering (SRE) has become increasingly important to organizations looking to keep up with the rapid pace of digital transformation. Effective site reliability engineering requires enterprise-wide transformation Without a unified understanding of SRE practices, organizational silos can quickly form between departments.

Best Practices 246

Best Practices Engineering DevOps Software Engineering 246

Dynatrace

OCTOBER 16, 2024

Ready-made dashboards and notebooks address this concern by offering pre-configured data visualizations and filters designed for common scenarios like troubleshooting and optimization. These ready-made dashboards offer your platform engineers, who oversee Kubernetes environments, immediate and comprehensive data visibility.

Social Media 263

Social Media Metrics Network Analytics 263

Dynatrace

APRIL 5, 2024

Details of the root cause The developer deems it appropriate to either exclude or designate this error as acceptable during the patch release to prevent being overwhelmed with false positive alerts. Contact Sales The post Efficient SLO event integration powers successful AIOps appeared first on Dynatrace news.

Efficiency 264

Efficiency Traffic Tuning Metrics 264

ACM Sigarch

APRIL 2, 2025

To create a CPU core that can execute a large number of instructions in parallel, it is necessary to improve both the architecturewhich includes the overall CPU design and the instruction set architecture (ISA) designand the microarchitecture, which refers to the hardware design that optimizes instruction execution.

Efficiency 54

Efficiency Hardware Architecture Design 54

The Netflix TechBlog

NOVEMBER 14, 2023

By Abhinaya Shetty , Bharath Mummadisetty At Netflix, our Membership and Finance Data Engineering team harnesses diverse data related to plans, pricing, membership life cycle, and revenue to fuel analytics, power various dashboards, and make data-informed decisions. Our audits would detect this and alert the on-call data engineer (DE).

Data Engineering 271

Data Engineering Engineering Processing Games 271

Dynatrace

NOVEMBER 4, 2024

Business events: Delivering the best data It’s been two years since we introduced business events , a special class of events designed to support even the most demanding business use cases. Simplified and enhanced analytics efficiency. Our Business Analytics solution is a prominent beneficiary of this commitment.

Analytics 241

Analytics Airlines Metrics Monitoring 241

The Netflix TechBlog

FEBRUARY 1, 2022

By Karen Casella, Director of Engineering, Access & Identity Management Have you ever experienced one of the following scenarios while looking for your next role? Most backend engineering teams follow a process very similar to what is shown below. If so, we invite you to begin the interview process.

Engineering 208

Engineering Games Entertainment Innovation 208

The Netflix TechBlog

MAY 1, 2019

Our engineering team and Creative Technologies sound expert joined forces to quickly solve the issue, but a larger conversation about higher quality audio continued. We expect these bitrates to evolve over time as we get more efficient with our encoding techniques. channel stream, as well as audible degradation of high frequencies.

Engineering 274

Engineering Network Media Entertainment 274

DZone

APRIL 7, 2025

Whether youre a developer, DevOps engineer, or QA professional, this image is designed to make your performance testing faster, easier, and more efficient. Today, Im excited to share a new Dockerfile Ive crafted that delivers a lightweight Apache JMeter image without compromising on functionality.

DevOps 130

DevOps Performance Testing Efficiency Engineering 130

The Netflix TechBlog

MARCH 28, 2025

Key insights from this shiftinclude: A Data-Centric Approach : Shifting focus from model-centric strategies, which heavily rely on feature engineering, to a data-centric one. At inference time, when multi-step decoding is needed, we can deploy KV caching to efficiently reuse past computations and maintain lowlatency.

Tuning 165

Tuning Efficiency Latency Strategy 165

O'Reilly

JANUARY 21, 2025

When we talk about conversational AI, were referring to systems designed to have a conversation, orchestrate workflows, and make decisions in real time. By separating these concerns, structured automation ensures that AI-powered systems are reliable, efficient, and maintainable. What Does Structured Automation Look Like in Practice?

Software Engineering 119

Software Engineering Efficiency Engineering Systems 119

The Netflix TechBlog

OCTOBER 28, 2021

Data Engineers of Netflix?—?Interview Interview with Pallavi Phadnis This post is part of our “ Data Engineers of Netflix ” series, where our very own data engineers talk about their journeys to Data Engineering @ Netflix. Pallavi Phadnis is a Senior Software Engineer at Netflix.

Data Engineering 181

Data Engineering Engineering Big Data Software Engineering 181

The Netflix TechBlog

DECEMBER 17, 2024

The Challenge of Title Launch Observability As engineers, were wired to track system metrics like error rates, latencies, and CPU utilizationbut what about metrics that matter to a titlessuccess? How can we design systems that recognize these nuances and empower every title to shine and bring joy to ourmembers?

Traffic 172

Traffic Scalability Strategy Monitoring 172

Scalegrid

FEBRUARY 24, 2025

This guide will cover how to distribute workloads across multiple nodes, set up efficient clustering, and implement robust load-balancing techniques. The architecture of RabbitMQ is meticulously designed for complex message routing, enabling dynamic and flexible interactions between producers and consumers.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

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 is designed to scale easily across the entire Kubernetes stack.

Availability 279

Availability Infrastructure Metrics Hardware 279

The Netflix TechBlog

NOVEMBER 17, 2022

While conventional video codecs remain prevalent, NN-based video encoding tools are flourishing and closing the performance gap in terms of compression efficiency. We employed an adaptive network design that is applicable to the wide variety of resolutions we use for encoding. How do we apply neural networks at scale efficiently?

Network 300

Network Media Innovation Efficiency 300

Dynatrace

JUNE 2, 2022

Site reliability engineering (SRE) continues to gain popularity as organizations embrace hybrid cloud strategies and IT automation at scale. By applying software engineering principles to operations and infrastructure practices, SRE enables organizations to streamline and automate IT processes. Dynatrace news.

DevOps 147

DevOps Innovation Engineering Benchmarking 147

The Netflix TechBlog

SEPTEMBER 18, 2024

Additionally, the tight coupling with multiple native database APIs — APIs that continually evolve and sometimes introduce backward-incompatible changes — resulted in org-wide engineering efforts to maintain and optimize our microservice’s data access.

Latency 260

Latency Storage Cache Servers 260

Scalegrid

MAY 13, 2020

It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. Greenplum Architectural Design.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Scalegrid

JANUARY 5, 2024

Enhanced data security, better data integrity, and efficient access to information. Despite initial investment costs, DBMS presents long-term savings and improved efficiency through automated processes, efficient query optimizations, and scalability, contributing to enhanced decision-making and end-user productivity.

Efficiency 147

Efficiency Storage Database Scalability 147

High Scalability

FEBRUARY 19, 2021

In this article, we discuss the concepts of dependability and fault tolerance in detail and explain how the Ably platform is designed with fault tolerant approaches to uphold its dependability guarantees. Fault tolerant design approaches address these shortfalls to provide continuity both to business and to the user experience.

Engineering 165

Engineering Systems Availability Scalability 165

The Netflix TechBlog

MARCH 25, 2019

Building and Scaling Data Lineage at Netflix to Improve Data Infrastructure Reliability, and Efficiency By: Di Lin , Girish Lingappa , Jitender Aswani Imagine yourself in the role of a data-inspired decision maker staring at a metric on a dashboard about to make a critical business decision but pausing to ask a question?—?“Can

Infrastructure 225

Infrastructure Big Data Transportation Architecture 225