The Netflix TechBlog

MARCH 28, 2025

This scenario underscored the need for a new recommender system architecture where member preference learning is centralized, enhancing accessibility and utility across different models. At inference time, when multi-step decoding is needed, we can deploy KV caching to efficiently reuse past computations and maintain lowlatency.

Tuning 200

Tuning Efficiency Latency Strategy 200

The Netflix TechBlog

MARCH 4, 2025

Part 3: System Strategies and Architecture By: VarunKhaitan With special thanks to my stunning colleagues: Mallika Rao , Esmir Mesic , HugoMarques This blog post is a continuation of Part 2 , where we cleared the ambiguity around title launch observability at Netflix. The request schema for the observability endpoint.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Dynatrace

SEPTEMBER 9, 2022

Today, organizations must adopt solid modernization strategies to stay competitive in the market. According to a recent IDC report , IT organizations need to create a modernization and rationalization plan that aligns with their overall digital transformation strategy. Improved efficiency.

Strategy 264

Strategy Benchmarking Serverless Cloud 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 75

Efficiency Hardware Architecture Design 75

Dynatrace

MARCH 18, 2024

In response, many organizations are adopting a FinOps strategy. Suboptimal architecture design. Forecasting and budgeting A FinOps strategy involves forecasting future cloud costs and budgeting accordingly to align spending with business goals and objectives. Poorly designed cloud solutions can become costly over time.

Best Practices 278

Best Practices Strategy Cloud AWS 278

DZone

JANUARY 31, 2024

When you are preparing your application for release, an efficient initial strategy is to integrate a single payment service. But as your application's market reach grows, so does the necessity for flexible and diverse payment options.

Scalability 294

Scalability Architecture Strategy Infrastructure 294

The Netflix TechBlog

FEBRUARY 14, 2025

We can experiment with different content placements or promotional strategies to boost visibility and engagement. Analyzing impression history, for example, might help determine how well a specific row on the home page is functioning or assess the effectiveness of a merchandising strategy.

Tuning 166

Tuning Latency Efficiency Storage 166

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. Youll also learn strategies for maintaining data safety and managing node failures so your RabbitMQ setup is always up to the task.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

MAY 8, 2023

Digital transformation strategies are fundamentally changing how organizations operate and deliver value to customers. Some of the benefits organizations seek from digital transformation journeys include the following: Increased DevOps automation and efficiency. Improved customer experience. Competitive advantage.

Strategy 244

Strategy Retail DevOps Traffic 244

Dynatrace

MARCH 1, 2023

As digital transformation accelerates, organizations turn to hybrid and multicloud architectures to innovate, grow, and reduce costs. But the complexity and scale of multicloud architecture invites new enterprise challenges. Protection means securing complex, distributed and high-velocity cloud architectures,” the article continued.

Strategy 246

Strategy Cloud Software Software 246

The Netflix TechBlog

NOVEMBER 12, 2024

In the following sections, we’ll explore various strategies for achieving durable and accurate counts. Without an efficient data retention strategy, this approach may struggle to scale effectively. Additionally, we employ a bucketing strategy to prevent wide partitions.

Latency 251

Latency Cache Infrastructure Strategy 251

The Netflix TechBlog

MARCH 10, 2023

These applications are built on a microservices architecture, and the Asset Management Platform provides asset management to those dozens of services for various asset types. Although this indexing strategy worked smoothly for a while, interesting challenges started coming up and we started to notice performance issues over time.

Strategy 264

Strategy Cache Storage Analytics 264

Scalegrid

FEBRUARY 6, 2025

This article outlines the key differences in architecture, performance, and use cases to help determine the best fit for your workload. RabbitMQ follows a message broker model with advanced routing, while Kafkas event streaming architecture uses partitioned logs for distributed processing. What is RabbitMQ? What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 147

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). Log ingestion strategy no. Log ingestion strategy No. Log ingestion strategy No.

Strategy 245

Strategy AWS Open Source Transportation 245

Dynatrace

APRIL 5, 2024

Service type (General Parameters Exceptions / mute request) To maintain SLO integrity, we employ various strategies, such as muting requests, ignoring certain elements, or enforcing exceptions only when a problem is identified. Contact Sales The post Efficient SLO event integration powers successful AIOps appeared first on Dynatrace news.

Efficiency 264

Efficiency Traffic Tuning Metrics 264

High Scalability

JUNE 18, 2018

You can view the original article—H ow to implement consistent hashing efficiently —on Ably's blog. In this article, we’ll understand what consistent hashing is all about and why it is an essential tool in scalable distributed system architectures. Hashing revisited.

Efficiency 172

Efficiency Programming Strategy Scalability 172

DZone

OCTOBER 2, 2024

This section will provide insights into the architecture and strategies to ensure efficient query processing in a sharded environment. In this section, we’ll walk through the factors to consider when selecting a shard key, common mistakes to avoid, and how to balance performance with even data distribution.

Database 279

Database Systems Scalability Traffic 279

Scalegrid

MARCH 14, 2024

Mastering Hybrid Cloud Strategy Are you looking to leverage the best private and public cloud worlds to propel your business forward? A hybrid cloud strategy could be your answer. Understanding Hybrid Cloud Strategy A hybrid cloud merges the capabilities of public and private clouds into a singular, coherent system.

Strategy 130

Strategy Cloud Artificial Intelligence Infrastructure 130

O'Reilly Software

OCTOBER 23, 2018

A look at the roles of architect and strategist, and how they help develop successful technology strategies for business. I should start by saying this section does not offer a treatise on how to do architecture. Vitruvius and the principles of architecture. Architecture begins when someone has a nontrivial problem to be solved.

Strategy 100

Strategy Architecture Technology Technology 100

Dynatrace

NOVEMBER 2, 2023

Spiraling cloud architecture and application costs have driven the need for new approaches to cloud spend. FinOps is a cloud financial management philosophy and practice that strives to control the cost of cloud adoption strategies without restricting the scope of cloud resources. What is FinOps? FinOps company culture.

Cloud 246

Cloud Strategy Retail Energy 246

Scalegrid

JANUARY 8, 2024

Confused about multi-cloud vs hybrid cloud and which is the right strategy for your organization? Real-world examples like Spotify’s multi-cloud strategy for cost reduction and performance, and Netflix’s hybrid cloud setup for efficient content streaming and creation, illustrate the practical applications of each model.

Cloud 147

Cloud Strategy Scalability Artificial Intelligence 147

Dynatrace

FEBRUARY 25, 2025

This blog post dissects the vulnerability, explains how Struts processes file uploads, details the exploit mechanics, and outlines mitigation strategies. Introduction Apache Struts 2 is a widely used Java framework for web applications, valued for its flexibility and Model-View-Controller (MVC) architecture.

Servers 214

Servers Processing Java Tuning 214

Dynatrace

MARCH 6, 2024

The latest Dynatrace report, “ The state of observability 2024: Overcoming complexity through AI-driven analytics and automation ,” explores these challenges and highlights how IT, business, and security teams can overcome them with a mature AI, analytics, and automation strategy.

Analytics 246

Analytics Innovation Strategy Storage 246

Scalegrid

MARCH 22, 2024

A well-planned multi cloud strategy can seriously upgrade your business’s tech game, making you more agile. Key Takeaways Multi-cloud strategies have become increasingly popular due to the need for flexibility, innovation, and the avoidance of vendor lock-in. Thinking about going multi-cloud?

Strategy 130

Strategy Cloud Government Innovation 130

Dynatrace

JULY 11, 2024

Today, IT services have a direct impact on almost every key business performance indicator, from revenue and conversions to customer satisfaction and operational efficiency. With hybrid and multi-cloud architectures rendering organizations’ environments more complex and distributed, cloud observability has become increasingly important.

Monitoring 264

Monitoring Retail Energy Cloud 264

Dynatrace

JULY 6, 2022

And what are the best strategies to reduce manual labor so your team can focus on more mission-critical issues? Ultimately, IT automation can deliver consistency, efficiency, and better business outcomes for modern enterprises. IT automation tools can achieve enterprise-wide efficiency. Creating a sound IT automation strategy.

Artificial Intelligence 246

Artificial Intelligence Tuning Strategy Big Data 246

Scalegrid

JANUARY 5, 2024

Enhanced data security, better data integrity, and efficient access to information. This article cuts through the complexity to showcase the tangible benefits of DBMS, equipping you with the knowledge to make informed decisions about your data management strategies. It provides tools for organizing and retrieving data efficiently.

Efficiency 147

Efficiency Storage Database Scalability 147

Dynatrace

JUNE 26, 2023

Software analytics offers the ability to gain and share insights from data emitted by software systems and related operational processes to develop higher-quality software faster while operating it efficiently and securely. The result is increased efficiency, reduced operating costs, and enhanced productivity.

Software 246

Software Software Analytics Big Data 246

Scalegrid

JANUARY 21, 2025

With its widespread use in modern application architectures, understanding the ins and outs of Redis monitoring is essential for any tech professional. This ensures each Redis instance optimally uses the in-memory data store and aligns with the operating system’s efficiency.

Strategy 130

Strategy Monitoring Latency DevOps 130

Dynatrace

NOVEMBER 20, 2023

The first goal is to demonstrate how generative AI can bring key business value and efficiency for organizations. While technologies have enabled new productivity and efficiencies, customer expectations have grown exponentially, cyberthreat risks continue to mount, and the pace of business has sped up.

AWS 277

AWS Artificial Intelligence Cloud Analytics 277

Dynatrace

MAY 23, 2022

As a result, while cloud architecture has enabled organizations to develop applications iteratively, it also increased exposure to vulnerabilities. Above all, companies modernize and adopt a multicloud strategy to innovate, scale, and increase efficiency. AIOps strategy central to proactive multicloud managemen t – blog.

Strategy 246

Strategy Innovation Cloud Serverless 246

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 305

AWS Efficiency Azure Cloud 305

Dynatrace

JANUARY 11, 2023

Multicloud architectures, on the other hand, blend services from two or more private or public clouds — or from a combination of public, private, and edge clouds. An effective IT infrastructure monitoring strategy includes the following best practices: Determine the best cloud tooling and services for your specific cloud environment.

Cloud 295

Cloud Monitoring Best Practices Infrastructure 295

Dynatrace

JANUARY 26, 2021

Implementing operations in parallel with software development processes allows organizations to reduce deployment time and increase overall efficiency. As teams realize the benefits and efficiency of the DevOps model, application security represents a new frontier in streamlined software development. Environmental forces.

DevOps 306

DevOps Best Practices Open Source Tuning 306

Dynatrace

JULY 29, 2024

AI is also crucial for securing data privacy, as it can more efficiently detect patterns, anomalies, and indicators of compromise. But this strategy is too slow and inaccurate to manage the accelerating pace of digital transformation and the vast volumes of data generated every day. Learn more in this blog.

Analytics 245

Analytics Government DevOps Efficiency 245

Dynatrace

MAY 4, 2022

To address these challenges, organizations are adopting cloud-first strategies and cloud-native application development practices. As part of its Distributed Cloud research series , the Enterprise Strategy Group (ESG) surveyed 387 North American IT professionals responsible for managing application infrastructure.

Cloud 246

Cloud DevOps Strategy Monitoring 246

Dynatrace

MAY 1, 2023

In addition to improved IT operational efficiency at a lower cost, ITOA also enhances digital experience monitoring for increased customer engagement and satisfaction. Here are the six steps of a typical ITOA process : Define the data infrastructure strategy. How does IT operations analytics work? Clean data and optimize quality.

Analytics 246

Analytics Artificial Intelligence Big Data Open Source 246