Scalegrid

FEBRUARY 24, 2025

Scaling RabbitMQ ensures your system can handle growing traffic and maintain high performance. 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 Scalability 147

The Netflix TechBlog

MARCH 4, 2025

Accurately Reflecting Production Behavior A key part of our solution is insights into production behavior, which necessitates our requests to the endpoint result in traffic to the real service functions that mimics the same pathways the traffic would take if it came from the usualcallers. We call this capability TimeTravel.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Dynatrace

JULY 24, 2023

In the world of DevOps and SRE, DevOps automation answers the undeniable need for efficiency and scalability. They need event-driven automation that not only responds to events and triggers but also analyzes and interprets the context to deliver precise and proactive actions.

DevOps 246

DevOps Traffic Efficiency Servers 246

Dynatrace

SEPTEMBER 29, 2021

This opens the door to auto-scalable applications, which effortlessly matches the demands of rapidly growing and varying user traffic. Containers can be replicated or deleted on the fly to meet varying end-user traffic. Event logs for ad-hoc analysis and auditing. In production, containers are easy to replicate.

Open Source 334

Open Source Traffic DevOps Cloud 334

Dynatrace

AUGUST 8, 2024

As recent events have demonstrated, major software outages are an ever-present threat in our increasingly digital world. Possible scenarios A Distributed Denial of Service (DDoS) attack overwhelms servers with traffic, making a website or service unavailable.

Software 290

Software Software Infrastructure Network 290

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.

Latency 239

Latency Storage Traffic Tuning 239

The Netflix TechBlog

MARCH 5, 2019

Challenges & Opportunities in the Infra Data Space Security Events Platform for Anomaly Detection How can we develop a complex event processing system to ingest semi-structured data predicated on schema contracts from hundreds of sources and transform it into event streams of structured data for downstream analysis?

Infrastructure 185

Infrastructure Cloud Scalability AWS 185

Dynatrace

OCTOBER 31, 2019

With these additional availability zones you’ll get: More scalability and load-balancing options. More space for redundancy and additional options for managing any potential cloud vendor issues, or issues caused by external events. More resiliency and even safer public synthetic monitoring locations.

Scalability 29

Scalability Traffic Monitoring Benchmarking 29

The Netflix TechBlog

MARCH 10, 2023

Existing data got updated to be backward compatible without impacting the existing running production traffic. After reading the asset ids using one of the ways, an event is created per asset id to be processed synchronously or asynchronously based on the use case. Generally, this flow is used for small datasets.

Media 243

Media Traffic Processing Design 243

The Netflix TechBlog

NOVEMBER 3, 2022

With traffic growth, a single leader node handling all request volume started becoming overloaded. Doing so would require a substantial migration effort to move all clients off the old API with questionable value to the affected teams (except for helping us solve Titus' internal scalability problems). it will read version E?

Cache 233

Cache Latency Traffic Systems 233

Dynatrace

SEPTEMBER 8, 2022

In cloud-native environments, there can also be dozens of additional services and functions all generating data from user-driven events. Event logging and software tracing help application developers and operations teams understand what’s happening throughout their application flow and system.

Cloud 260

Cloud Systems Analytics DevOps 260

Dynatrace

DECEMBER 5, 2022

Each tenant gets its own e-commerce site deployed on a shared Kubernetes cluster, isolated through separate namespaces and additional traffic isolation. There was not much traffic during the weekend, but as Monday came along, Dynatrace started sending alerts about a high HTTP failure rate across almost every tenant on the backend service.

Java 246

Java Traffic Education Testing 246

Dynatrace

JUNE 27, 2022

Data collected on page load events, for example, can include navigation start (when performance begins to be measured), request start (right before the user makes a request from the server), and speed index metrics (measure page load speed). RUM, however, has some limitations, including the following: RUM requires traffic to be useful.

Best Practices 244

Best Practices Monitoring Wireless Traffic 244

Dynatrace

MAY 14, 2020

The world’s most scalable, automatic distributed tracing pushes the boundary once again with enhanced Adaptive Load Management. Turnkey cluster overload protection with adaptive traffic management and control. Dynatrace news. Bernd Greifeneder, Dynatrace CTO. Impact on disk space.

Processing 234

Processing Hardware Traffic Storage 234

Dynatrace

SEPTEMBER 5, 2024

It also enhances syslog messages with additional context and optimizes network traffic, improving overall system resilience and security. Dynatrace supports scalable data ingestion, ensuring your observability infrastructure grows with your cloud environment.

Innovation 290

Innovation AWS Analytics Storage 290

The Netflix TechBlog

AUGUST 30, 2021

In the Device Management Platform, this is achieved by having device updates be event-sourced through the control plane to the cloud so that NTS will always have the most up-to-date information about the devices available for testing. The RAE is configured to be effectively a router that devices under test (DUTs) are connected to.

Latency 222

Latency Traffic Transportation Cloud 222

Dynatrace

JUNE 10, 2024

For example, an organization might use security analytics tools to monitor user behavior and network traffic. Improved compliance A better understanding of data security across multiple applications and environments provides a unified view of events and information. This offers two advantages for compliance.

Analytics 264

Analytics Network Open Source Hardware 264

High Scalability

JUNE 22, 2018

. $40 million : Netflix monthly spend on cloud services; 5% : retention increase can increase profits 25%; 50+% : Facebook's IPv6 traffic from the U.S, using them to respond to storage events on s3 or database events or auth events is super easy and powerful. There are more quotes, more everything.

Internet 113

Internet Internet Scalability Artificial Intelligence 113

Dynatrace

MAY 3, 2024

Take the example of Amazon Virtual Private Cloud (VPC) flow logs, which provide insights into the IP traffic of your network interfaces. With this out-of-the-box support for scalable data ingest, log data is immediately available to your teams for troubleshooting and observability, investigating security issues, or auditing.

Cloud 279

Cloud Lambda AWS Analytics 279

The Netflix TechBlog

DECEMBER 17, 2019

In databases like MySQL and PostgreSQL, transaction logs are the source of CDC events. Some of DBLog’s features are: Processes captured log events in-order. Interleaves log with dump events, by taking dumps in chunks. No locks on tables are ever acquired, which prevent impacting write traffic on the source database.

Database 221

Database Traffic Transportation Open Source 221

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

The Netflix TechBlog

DECEMBER 17, 2019

In databases like MySQL and PostgreSQL, transaction logs are the source of CDC events. Some of DBLog’s features are: Processes captured log events in-order. Interleaves log with dump events, by taking dumps in chunks. No locks on tables are ever acquired, which prevent impacting write traffic on the source database.

Database 206

Database Traffic Transportation Open Source 206

Dynatrace

JULY 18, 2023

The screenshot below displays a workflow that listens for a deployment event of the easytrade service in the production stage. The validation process is automated based on events that occur, while the objectives’ configuration, which is validated by the Site Reliability Guardian , is stored in a separate file.

Best Practices 246

Best Practices Code Infrastructure Latency 246

Scalegrid

SEPTEMBER 5, 2024

The key components of automatic failover include the primary server for write operations, standby servers for backup, and a monitor node for health checks and coordination of failover events. In the event of a primary server failure, standby servers are prepared to assume control, which helps reduce system downtime.

Availability 257

Availability Servers Database Open Source 257

The Netflix TechBlog

AUGUST 16, 2023

It’s built on top of Netty , using event loops for non-blocking execution of requests, one loop per core. To reduce contention among event loops, we created connection pools for each, keeping them completely independent. That’s a significant amount and certainly more than is necessary relative to the traffic on most clusters.

Traffic 178

Traffic Servers Google Metrics 178

Dynatrace

NOVEMBER 29, 2022

Transparency and scalability. Proactively manage web and mobile applications based on user experience or traffic. The Dynatrace AI engine, Davis, provides intelligence and context to such detected events and helps to decide the remediation workflow automatically. Lower MTTR. Infrastructure-as-code. Register now!

Infrastructure 244

Infrastructure Code Cloud DevOps 244

Dynatrace

OCTOBER 7, 2020

Scalable and easy Prometheus support for Kubernetes. By directly and automatically feeding Prometheus data from metric exporters, Dynatrace solves the scalability problem. Dynatrace not only monitors everything from hosts to clouds, it’s designed around the pillars of observability: traces, metrics, events, and logs.

Open Source 264

Open Source Metrics Analytics Tuning 264

The Netflix TechBlog

NOVEMBER 22, 2019

We’ve compiled our speaking events below so you know what we’ve been working on. Netflix shares how Amazon EC2 Auto Scaling allows its infrastructure to automatically adapt to changing traffic patterns in order to keep its audience entertained and its costs on target. We look forward to seeing you there! Wednesday?—?December

AWS 38

AWS Entertainment Open Source Benchmarking 38

Dynatrace

FEBRUARY 10, 2021

Critical success factors – velocity, resilience, and scalability. This capability provides version information along with an additional insight into traffic and problems per version.

Cloud 242

Cloud DevOps Speed Metrics 242

Dynatrace

NOVEMBER 22, 2021

EC2 is ideally suited for large workloads with constant traffic. Lambda is Amazon’s event-driven, functions-as-a-service (FaaS) compute service that runs code when triggered for application and back-end services. While this provides greater scalability than on-site instrumentation, it also introduces complexity.

Best Practices 246

Best Practices AWS Monitoring Serverless 246

The Netflix TechBlog

MARCH 7, 2024

Under the hood, Titus is powered by Kubernetes , but it provides a thick layer of enhancements over off-the-shelf Kubernetes, to make it more observable , secure , scalable , and cost-efficient. Explainer flow is event-triggered by an upstream flow, such Model A, B, C flows in the illustration.

Systems 235

Systems Media Cache Open Source 235

Dynatrace

MAY 17, 2023

In the case of Apache, for example, we also get charts and statistics on the number of requests and traffic per second, the workload distribution across worker threads, and even details on the PHP runtime, like OPcache and garbage collection data. On the other hand, if we checked out the process page for our Node.js

Metrics 243

Metrics Database Monitoring Network 243

High Scalability

APRIL 16, 2019

Fun and Informative Events. Advertise your event here! FlexBalancer makes it easy to manage traffic between multiple CDN providers, API’s, Databases or any custom endpoint helping you achieve better performance, ensure the availability of services and reduce vendor costs. Make your job search O (1), not O ( n ).

Analytics 26

Analytics Java Metrics Software Engineering 26

High Scalability

APRIL 10, 2019

Fun and Informative Events. Advertise your event here! FlexBalancer makes it easy to manage traffic between multiple CDN providers, API’s, Databases or any custom endpoint helping you achieve better performance, ensure the availability of services and reduce vendor costs. Make your job search O (1), not O ( n ).

Analytics 26

Analytics Java Metrics Software Engineering 26

Scalegrid

AUGUST 27, 2024

They utilize a routing key mechanism that ensures precise navigation paths for message traffic. Scalability : Message queues can handle multiple requests and messages simultaneously, making it easier to scale an application to meet increasing demands. This scalability is essential for applications that experience fluctuating workloads.

Ecommerce 130

Ecommerce IoT Games Scalability 130

The Netflix TechBlog

OCTOBER 7, 2021

The challenge for clients is that each instance of the application runs on a Netflix member’s device and signals are derived from a firehose of events being sent by devices across the globe. In contrast, a server application runs on servers which are typically identical and a routing abstraction can serve sampled traffic to new versions.

Metrics 206

Metrics Mobile Testing Strategy 206

High Scalability

MAY 14, 2019

Fun and Informative Events. Advertise your event here! FlexBalancer makes it easy to manage traffic between multiple CDN providers, API’s, Databases or any custom endpoint helping you achieve better performance, ensure the availability of services and reduce vendor costs. Make your job search O (1), not O ( n ).

Analytics 24

Analytics Java Metrics Software Engineering 24