DZone

AUGUST 16, 2019

In this article, we explain why you should pay attention to when building a scalable application. What Is Application Scalability? Application scalability is the potential of an application to grow in time, being able to efficiently handle more and more requests per minute (RPM).

Scalability 145

Scalability Efficiency Hardware Software 145

DZone

NOVEMBER 27, 2023

Optimizing Trino to make it faster can help organizations achieve quicker insights and better user experiences, as well as cut costs and improve infrastructure efficiency and scalability. In this article, we will show you how to tune Trino by helping you identify performance bottlenecks and provide tuning tips that you can practice.

Tuning 162

Tuning Speed Performance Open Source 162

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. Key Takeaways RabbitMQ improves scalability and fault tolerance in distributed systems by decoupling applications, enabling reliable message exchanges.

Best Practices 147

Best Practices Traffic Strategy Efficiency 147

The Netflix TechBlog

MARCH 4, 2025

The Insight TriadAPI To efficiently understand the health of a title and triage issues quickly, all implementations of the observability endpoint must answer: is the title eligible for this phase of promotion, if notwhy is it not eligible, and what can be done to fix any problems. The request schema for the observability endpoint.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Dynatrace

MAY 2, 2024

Rising consumer expectations for transparency and control over their data, combined with increasing data volumes, contribute to the importance of swift and efficient management of privacy rights requests. How can this services administrator meet this request in a quick, compliant, and efficient way?

Tuning 278

Tuning Scalability Efficiency Processing 278

The Netflix TechBlog

NOVEMBER 12, 2024

Without an efficient data retention strategy, this approach may struggle to scale effectively. Rollup Pipeline: Each Counter-Rollup server operates a rollup pipeline to efficiently aggregate counts across millions of counters. In the following sections, we will share key details on how efficient aggregations are achieved.

Latency 251

Latency Cache Infrastructure Strategy 251

Dynatrace

MAY 23, 2024

Such frameworks support software engineers in building highly scalable and efficient applications that process continuous data streams of massive volume. From the Kafka Streams community, one of the configurations mostly tuned in production is adding standby replicas. Recovery time of the latency p90.

Engineering 245

Engineering Tuning Latency Open Source 245

The Netflix TechBlog

JUNE 7, 2021

Summary Providing network insight into the cloud network infrastructure using eBPF flow logs at scale is made possible with eBPF and a highly scalable and efficient flow collection pipeline. After several iterations of the architecture and some tuning, the solution has proven to be able to scale.

Network 327

Network Transportation AWS Cloud 327

All Things Distributed

MARCH 19, 2018

At AWS, we continue to strive to enable builders to build cutting-edge technologies faster in a secure, reliable, and scalable fashion. While building Amazon SageMaker and applying it for large-scale machine learning problems, we realized that scalability is one of the key aspects that we need to focus on. Factorization Machines.

Scalability 129

Scalability Hardware AWS Tuning 129

The Netflix TechBlog

OCTOBER 8, 2024

The Key-Value Abstraction offers a flexible, scalable solution for storing and accessing structured key-value data, while the Data Gateway Platform provides essential infrastructure for protecting, configuring, and deploying the data tier. Those use cases are well served by the Netflix Atlas telemetry system.

Latency 239

Latency Storage Traffic Tuning 239

DZone

MARCH 7, 2023

In addition, pySpark applications can be tuned to optimize performance and achieve better execution time, scalability, and resource utilization. In this article, we will discuss some tips and techniques for tuning PySpark applications. This can significantly reduce network overhead and improve performance.

Big Data 173

Big Data Code Tuning Open Source 173

Dynatrace

APRIL 20, 2023

With more automated approaches to log monitoring and log analysis, however, organizations can gain visibility into their applications and infrastructure efficiently and with greater precision—even as cloud environments grow. ” A data warehouse, on the other hand, is an efficient and fast option for querying data.

Analytics 246

Analytics Infrastructure Storage Architecture 246

The Netflix TechBlog

SEPTEMBER 18, 2024

Central to this infrastructure is our use of multiple online distributed databases such as Apache Cassandra , a NoSQL database known for its high availability and scalability. This model supports both simple and complex data models, balancing flexibility and efficiency. Cassandra), ensuring fast and efficient access.

Latency 260

Latency Storage Cache Efficiency 260

Dynatrace

SEPTEMBER 29, 2021

This opens the door to auto-scalable applications, which effortlessly matches the demands of rapidly growing and varying user traffic. For a deeper look into how to gain end-to-end observability into Kubernetes environments, tune into the on-demand webinar Harness the Power of Kubernetes Observability. What is Docker? Networking.

Open Source 334

Open Source Traffic DevOps Cloud 334

Dynatrace

JUNE 2, 2020

More cost-efficiency through the incorporation of consumption and usage data. Drive developer experience through consistency and scalability. The Dynatrace Environment API v2 delivers a consistent developer experience and scalability by providing a set of common features for all endpoints. Please stay tuned for more details.

Metrics 241

Metrics Scalability Tuning Monitoring 241

The Netflix TechBlog

OCTOBER 27, 2020

Therefore, we must efficiently move data from the data warehouse to a global, low-latency and highly-reliable key-value store. What is Bulldozer Bulldozer is a self-serve data platform that moves data efficiently from data warehouse tables to key-value stores in batches. Figure 1 shows how we use Bulldozer to move data at Netflix.

Latency 252

Latency Storage Big Data Tuning 252

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

Dynatrace

JULY 18, 2023

However, scaling up software development requires more tools along the software product lifecycle, which must be configured promptly and efficiently. Efficient environment configuration at scale One of software engineers’ most significant challenges is managing the numerous tools and technologies required for the software product lifecycle.

Best Practices 246

Best Practices Code Infrastructure Latency 246

The Netflix TechBlog

JUNE 20, 2024

To handle errors efficiently, Netflix developed a rule-based classifier for error classification called “Pensive.” This talk will delve into the creative solutions Netflix deploys to manage this high-volume, real-time data requirement while balancing scalability and cost. Until next time!

Data Engineering 206

Data Engineering Engineering Entertainment Software Engineering 206

Dynatrace

JULY 16, 2020

To do that, we need an easy and efficient API access to all of our Dynatrace Environments, without having to create and maintain API access tokens of individual tenants. The Fan-Out/Fan-In pattern is nowadays found when building serverless functions for high scalability. Consolidating the APIs. I found a good read here.

Cache 289

Cache Serverless Efficiency Tuning 289

Dynatrace

JULY 21, 2020

The Dynatrace Software Intelligence Platform supports you on your way to the enterprise cloud with deep insights into containerized, scalable microservices on cutting-edge technologies like Red Hat OpenShift or Kubernetes. These capabilities allow you to build efficient and robust business services on the mainframe. Stay tuned!

Java 257

Java Database Programming Government 257

Dynatrace

FEBRUARY 9, 2021

Our goal is to make this process simple, scalable, and enjoyable. Our enterprise-grade platform takes care of scalability and manageability including load balancing, routing, and central management. So please stay tuned for updates. .

Software 221

Software Software Technology Technology 221

Dynatrace

FEBRUARY 10, 2021

Critical success factors – velocity, resilience, and scalability. Broad-scale observability focused on using AI safely drives shorter release cycles, faster delivery, efficiency at scale, tighter collaboration, and higher service levels, resulting in seamless customer experiences.

Cloud 242

Cloud DevOps Speed Metrics 242

The Netflix TechBlog

NOVEMBER 6, 2023

In order to train the model on internal training data (video clips with aligned text descriptions), we implemented a scalable version on Ray Train and switched to a more performant video decoding library. We also found that extending contrastive learning to videos and text provided a substantial improvement over frame-level models.

Media 234

Media Social Media Tuning Engineering 234

The Netflix TechBlog

OCTOBER 19, 2020

We earned the trust of our engineers by developing empathy for their operational burden and by focusing on providing efficient tracer library integrations in runtime environments. An additional implication of a lenient sampling policy is the need for scalable stream processing and storage infrastructure fleets to handle increased data volume.

Infrastructure 238

Infrastructure Transportation Storage Open Source 238

The Netflix TechBlog

OCTOBER 18, 2022

As Big data and ML became more prevalent and impactful, the scalability, reliability, and usability of the orchestrating ecosystem have increasingly become more important for our data scientists and the company. Motivation Scalability and usability are essential to enable large-scale workflows and support a wide range of use cases.

Java 211

Java Scalability Traffic Architecture 211

Dynatrace

JULY 24, 2023

In the world of DevOps and SRE, DevOps automation answers the undeniable need for efficiency and scalability. This evolution in automation, referred to as answer-driven automation, empowers teams to address complex issues in real time, optimize workflows, and enhance overall operational efficiency.

DevOps 246

DevOps Traffic Efficiency Servers 246

The Netflix TechBlog

DECEMBER 21, 2020

We built AutoOptimize to efficiently and transparently optimize the data and metadata storage layout while maximizing their cost and performance benefits. This article will list some of the use cases of AutoOptimize, discuss the design principles that help enhance efficiency, and present the high-level architecture.

Storage 212

Storage Latency Efficiency Data Engineering 212

The Netflix TechBlog

NOVEMBER 11, 2022

Although model-based anomaly detection approaches are more scalable and suitable for real-time analysis, they highly rely on the availability of (often labeled) context-specific data. On the other hand, in model-based anomaly detection approaches, models are built and used to detect anomalous incidents in a fairly automated manner.

C++ 321

C++ Metrics Tuning Strategy 321

Scalegrid

NOVEMBER 4, 2024

The results will help database administrators and decision-makers choose the right platform for their performance, scalability, and cost-efficiency needs. Introduction Purpose and Scope Cloud-hosted PostgreSQL solutions are increasingly popular among organizations seeking scalable, high-performance databases.

Benchmarking 130

Benchmarking AWS Tuning Metrics 130

Scalegrid

JANUARY 10, 2025

Heading into 2024, SQL databases will remain essential in data management, increasingly using distributed systems to meet growing needs for scalability and reliability. The main advantages of distributed SQL databases are scalability and continuous operation.

Database 130

Database Scalability Best Practices Blockchain 130

Percona

MAY 1, 2023

Out of the box, the default PostgreSQL configuration is not tuned for any particular workload. It is primarily the responsibility of the database administrator or developer to tune PostgreSQL according to their system’s workload. What is PostgreSQL performance tuning? Why is PostgreSQL performance tuning important?

Tuning 52

Tuning Database Efficiency Performance 52

The Netflix TechBlog

NOVEMBER 3, 2023

For more efficient schema management and evolution, the platform will automatically infer the output schema based on the fields selected by the SQL query. This makes the query service lightweight, scalable, and execution agnostic. Stay tuned for more updates! We plan on gradually expanding the supported capabilities over time.

Processing 271

Processing Engineering Infrastructure Latency 271

The Netflix TechBlog

JANUARY 10, 2024

Moving away from the use of dedicated instances that were constrained in quantity, we tapped into Netflix’s internal trough created due to autoscaling microservices, leading to significant improvements in computation elasticity as well as resource utilization efficiency. depending on the use case.

Processing 238

Processing Media Latency Innovation 238

The Netflix TechBlog

DECEMBER 8, 2021

We knew that given our scale, we needed to rely heavily on automations and that we needed to build our solutions using battle tested scalable infrastructure. Snare Finding Lifecycle Overview Snare was built from the ground up to be scalable to manage Netflix’s massive scale.

AWS 205

AWS Cloud Infrastructure Scalability 205

Dynatrace

DECEMBER 8, 2020

It inherits the automation, AI, scalability, and enterprise-grade robustness of the Dynatrace platform. With new RASP capabilities of the Dynatrace OneAgent, the same trusted approach extends the Dynatrace platform to application security: automatic, intelligent, highly scalable. Stay tuned – this is only the start.

Cloud 306

Cloud Open Source Internet Internet 306

Dynatrace

DECEMBER 18, 2023

For busy site reliability engineers, ensuring system reliability, scalability, and overall health is an imperative that’s getting harder to achieve in ever-expanding, cloud-native, container-based environments. Please stay tuned! To get a more granular look into telemetry data, many analysts rely on custom metrics using Prometheus.

Metrics 245

Metrics Engineering Energy Tuning 245