DZone

JULY 10, 2023

Welcome back to our series on API design principles for optimal performance and scalability. In our previous blog post, we explored the importance of designing high-performance APIs and the key factors that influence API performance. In this article, we will build upon the concepts discussed in the previous blog post.

Design 277

Design Performance Scalability 277

DZone

JUNE 22, 2023

The goal is to help developers, technical managers, and business owners understand the importance of API performance optimization and how they can improve the speed, scalability, and reliability of their APIs. API performance optimization is the process of improving the speed, scalability, and reliability of APIs.

Scalability 245

Scalability Design Best Practices Performance 245

High Scalability

JANUARY 17, 2022

Design a location-based social search application similar to Tinder which if often used as a dating service. Currently, he is in the Alexa Shopping organization where he is developing machine-learning-based solutions to send personalized reorder hints to customers for improving their experience. Problem Statement.

Design 334

Design Engineering Development 334

Dynatrace

DECEMBER 9, 2024

Non-compliance and misconfigurations thrive in scalable clusters without continuous reporting. The time has come to move beyond outdated practices and adopt solutions designed for the realities of Kubernetes environments. This empowers teams to efficiently deliver secure, compliant Kubernetes applications by design.

Best Practices 290

Best Practices Benchmarking DevOps Efficiency 290

DZone

JULY 2, 2024

Speed and scalability are significant issues today, at least in the application landscape. We have run these benchmarks on the AWS EC2 instances and designed a custom dataset to make it as close as possible to real application use cases. However, the question arises of choosing the best one.

Scalability 264

Scalability Performance Benchmarking Games 264

The Netflix TechBlog

JANUARY 25, 2023

Scalable Annotation Service — Marken by Varun Sekhri , Meenakshi Jindal Introduction At Netflix, we have hundreds of micro services each with its own data models or entities. With the growing number of annotations and its usage across the studio applications, prioritizing scalability becomes essential.

Scalability 291

Scalability Latency Media Architecture 291

DZone

JUNE 25, 2024

As display manufacturing continues to evolve, the demand for scalable software solutions to support automation has become more critical than ever. Scalable software architectures are the backbone of efficient and flexible production lines, enabling manufacturers to meet the increasing demands for innovative display technologies.

Scalability 241

Scalability Software Software Software Architecture 241

High Scalability

JANUARY 25, 2022

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience.

Design 329

Design Engineering Development 329

Dynatrace

DECEMBER 3, 2024

This year’s AWS re:Invent will showcase a suite of new AWS and Dynatrace integrations designed to enhance cloud performance, security, and automation. The rapid evolution of cloud technology continues to shape how businesses operate and compete.

AWS 298

AWS Cloud Performance Innovation 298

DZone

JANUARY 8, 2024

As organizations increasingly migrate their applications to the cloud, efficient and scalable load balancing becomes pivotal for ensuring optimal performance and high availability. Each of these services addresses specific use cases, offering diverse functionalities to meet the demands of modern applications. What Is Load Balancing?

Azure 287

Azure Scalability Traffic Performance 287

Smashing Magazine

JANUARY 7, 2025

How To Design For High-Traffic Events And Prevent Your Website From Crashing How To Design For High-Traffic Events And Prevent Your Website From Crashing Saad Khan 2025-01-07T14:00:00+00:00 2025-01-07T22:04:48+00:00 This article is sponsored by Cloudways Product launches and sales typically attract large volumes of traffic.

Traffic 86

Traffic Website Design Cache 86

High Scalability

DECEMBER 13, 2021

Design a video streaming platform similar to Netflix where content creators can upload their video content and viewers are able to play video on different devices. Problem Statement. We should also be able to store user statistics of the videos such as number of views, video watched duration, and so forth.

Design 253

Design Engineering Development 253

Dynatrace

NOVEMBER 29, 2024

Protect data in multi-tenant architectures To bring you the most value by unifying observability and security in one analytics and automation platform powered by AI, Dynatrace SaaS leverages a multitenancy architecture, enabling efficient and scalable data ingestion, querying, and processing on shared infrastructure.

Storage 246

Storage AWS Azure Architecture 246

DZone

JANUARY 20, 2023

Having a distributed and scalable graph database system is highly sought after in many enterprise scenarios. Do Not Be Misled Designing and implementing a scalable graph database system has never been a trivial task.

Scalability 210

Scalability Big Data Hardware Internet 210

Scalegrid

FEBRUARY 6, 2025

RabbitMQ is designed for flexible routing and message reliability, while Kafka handles high-throughput event streaming and real-time data processing. This decoupling simplifies system architecture and supports scalability in distributed environments. Choosing between RabbitMQ and Kafka depends on your specific messaging needs.

Latency 147

Latency Analytics Architecture Storage 147

The Netflix TechBlog

SEPTEMBER 15, 2021

By Ricky Gardiner , Alex Borysov Background In our previous post , we discussed how we utilize FieldMask as a solution when designing our APIs so that consumers can request the data they need when fetched via gRPC. This solution is not scalable. What if we want to update more than one field and do it atomically in a single RPC?

Design 240

Design Scalability Engineering Performance 240

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.

Design 217

Design AWS Education Innovation 217

The Netflix TechBlog

JANUARY 6, 2025

This thoughtful approach doesnt just address immediate hurdles; it builds the resilience and scalability needed for the future. To address this, we introduced the term Title Health, a concept designed to help us communicate effectively and capture the nuances of maintaining each titles visibility and performance.

Scalability 219

Scalability Cache Engineering Systems 219

Dynatrace

NOVEMBER 20, 2024

Although Dynatrace has its headquarters in Massachusetts and is publicly traded on the New York Stock Exchange ( NYSE:DT ), the epicenter of product design and creation is in Linz, Austria, where the company was founded in 2005. Key to this recognition as a uniquely global company is an agile and scalable approach to creativity.

Innovation 189

Innovation Programming Scalability Design 189

DZone

AUGUST 9, 2023

Machine learning (ML) has seen explosive growth in recent years, leading to increased demand for robust, scalable, and efficient deployment methods. This article proposes a technique using Docker, an open-source platform designed to automate application deployment, scaling, and management, as a solution to these challenges.

Scalability 246

Scalability Best Practices Open Source Virtualization 246

Dynatrace

NOVEMBER 3, 2023

that offers security, scalability, and simplicity of use. are technologically very different, Python and JMX extensions designed for Extension Framework 1.0 Python code also carries limited scalability and the burden of governing its security in production environments and lifecycle management. Extensions 2.0 Extensions 2.0

Technology 264

Technology Technology Scalability Availability 264

Dynatrace

OCTOBER 14, 2024

It also supports scalability, making it suitable for organizations of all sizes. The system demands significant effort to design, manage, and maintain, especially as an organization’s needs evolve. High flexibility , adapting to dynamic environments and diverse user needs.

Monitoring 246

Monitoring Metrics Systems Scalability 246

DZone

OCTOBER 9, 2024

The Scheduler service enables this and is designed to address the performance and scalability improvements on Actor reminders and the Workflow API. In this post, I am going to deep dive into the details of how the Scheduler service was designed and its implementation to give you some background. Prior to v1.14 Prior to v1.14

Scalability 318

Scalability Design Database Processing 318

DZone

JANUARY 19, 2024

A transformative journey into the realm of system design with our tutorial, tailored for software engineers aspiring to architect solutions that seamlessly scale to serve millions of users.

Systems 189

Systems Design Software Engineering Scalability 189

The Netflix TechBlog

DECEMBER 17, 2024

How can we design systems that recognize these nuances and empower every title to shine and bring joy to ourmembers? The complexity of these operational demands underscored the urgent need for a scalable solution. Yet, these pages couldnt be more different. How do we bridge this gap?

Traffic 172

Traffic Scalability Strategy Monitoring 172

Dynatrace

MARCH 5, 2025

Its designed for users familiar with open source standardization looking for support for OpenTelemetry semantic, granular, and advanced log pipeline management capabilities paired with token-based API authentication. The API-based approach is the most flexible.

Open Source 211

Open Source IoT Cloud Azure 211

DZone

FEBRUARY 28, 2025

Grafana Loki is a horizontally scalable, highly available log aggregation system. It is designed for simplicity and cost-efficiency. Created by Grafana Labs in 2018, Loki has rapidly emerged as a compelling alternative to traditional logging systems, particularly for cloud-native and Kubernetes environments.

Architecture 130

Architecture Scalability Efficiency Cloud 130

Scalegrid

FEBRUARY 24, 2025

Key Takeaways RabbitMQ improves scalability and fault tolerance in distributed systems by decoupling applications, enabling reliable message exchanges. This decoupling is crucial in modern architectures where scalability and fault tolerance are paramount. This setup prioritizes data safety, with most replicas online at any given time.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

DZone

AUGUST 14, 2024

When building ETL data pipelines using Azure Data Factory (ADF) to process huge amounts of data from different sources, you may often run into performance and design-related challenges. This article will serve as a guide in building high-performance ETL pipelines that are both efficient and scalable.

Azure 306

Azure Cloud Scalability Efficiency 306

DZone

SEPTEMBER 23, 2024

With the rise of microservices architecture , there has been a rapid acceleration in the modernization of legacy platforms, leveraging cloud infrastructure to deliver highly scalable, low-latency, and more responsive services. Why Use Spring WebFlux?

Performance 287

Performance Latency Architecture Programming 287

Dynatrace

OCTOBER 7, 2021

Instead of worrying about infrastructure management functions, such as capacity provisioning and hardware maintenance, teams can focus on application design, deployment, and delivery. Scalability. Finally, there’s scalability. The first benefit is simplicity. Let’s explore each in more detail. Compute services.

Serverless 325

Serverless AWS Lambda Storage 325

The Netflix TechBlog

NOVEMBER 12, 2024

By: Rajiv Shringi , Oleksii Tkachuk , Kartik Sathyanarayanan Introduction In our previous blog post, we introduced Netflix’s TimeSeries Abstraction , a distributed service designed to store and query large volumes of temporal event data with low millisecond latencies. Today, we’re excited to present the Distributed Counter Abstraction.

Latency 251

Latency Cache Infrastructure Strategy 251

DZone

DECEMBER 4, 2023

As organizations seek more robust, scalable, and reliable solutions for deploying and managing containerized applications , Kubernetes emerges as the clear frontrunner. Kubernetes , on the other hand, is an open-source platform designed to automate the deployment, scaling, and operation of application containers.

Best Practices 328

Best Practices Open Source Scalability Design 328

Dynatrace

MARCH 29, 2024

As organizations continue to expand within cloud-native environments using Google Cloud, ensuring scalability becomes a top priority. Visit Dynatrace booth #1141 during the event to explore how its real-time insights and optimization capabilities ensure seamless scalability and performance.

Google 290

Google Innovation Cloud Analytics 290

The Netflix TechBlog

MARCH 4, 2025

In Part 1 , we identified the challenges of managing vast content launches and the need for scalable solutions to ensure each titles success. Conclusion Throughout this series, weve explored the journey of enhancing title launch observability at Netflix.

Traffic 180

Traffic Strategy Entertainment Innovation 180

DZone

MARCH 20, 2023

Microservices architecture has gained popularity recently as a technique for creating sophisticated and scalable software systems. Microservices are scalable, independently deployable services that talk to one another across a network. HTTP and messaging are two popular methods for microservices communication.

Scalability 264

Scalability Architecture Network Design 264

The Netflix TechBlog

MARCH 28, 2025

These insights have shaped the design of our foundation model, enabling a transition from maintaining numerous small, specialized models to building a scalable, efficient system. It enables large-scale semi-supervised learning using unlabeled data while also equipping the model with a surprisingly deep understanding of world knowledge.

Tuning 165

Tuning Efficiency Latency Strategy 165