Presentation: Stream Processing in Uber
Abstract
The realtime system is the heart and soul of Uber's logistic platform. It is responsible for fulfilling requests from riders while striving to maximize driver utilization and minimize rider cost. To make our realtime system efficient and intelligent, we need to extract deep and timely insights from our carefully curated data. We also have to make the insights easily accessible for both people and machines to consume in real time. This talk will discuss how stream processing is used in Uber's realtime system to solve a wide range problems, including but not limited to realtime aggregation and prediction on geospatial time series, data migration, monitoring and alerting, and extracting patterns from data streams. This talk will also present the architecture of the stream processing pipeline with a focus on how and why the architecture has evolved into its current form.
Similar Talks
Tracks
Covering innovative topics
Monday Nov 16
-
Architectures You've Always Wondered About
Silicon Valley to Beijing: Exploring some of the world's most intrigiuing architectures
-
Applied Machine Learning
How to start using machine learning and data science in your environment today. Latest and greatest best practices.
-
Browser as a platform (Realizing HTML5)
Exciting new standards like Service Workers, Push Notifications, and WebRTC are making the browser a formidable platform.
-
Modern Languages in Practice
The rise of 21st century languages: Go, Rust, Swift
-
Org Hacking
Our most innovative companies reimagining the org structure
-
Design Thinking
Level up your approach to problem solving and leave everything better than you found it.
Tuesday Nov 17
-
Containers in Practice
Build resilient, reactive systems one service at a time.
-
Architecting for Failure
Your system will fail. Take control before it takes you with it.
-
Modern CS in the Real World
Real-world Industry adoption of modern CS ideas
-
The Amazing Potential of .NET Open Source
From language design in the open to Rx.NET, there is amazing potential in an Open Source .NET
-
Optimizing You
Keeping life in balance is always a challenge. Learning lifehacks
-
Unlearning Performance Myths
Lessons on the reality of performance, scale, and security
Wednesday Nov 18
-
Streaming Data @ Scale
Real-time insights at Cloud Scale & the technologies that make them happen!
-
Taking Java to the Next Level
Modern, lean Java. Focuses on topics that push Java beyond how you currently think about it.
-
The Dark Side of Security
Lessons from your enemies
-
Taming Distributed Architecture
Reactive architectures, CAP, CRDTs, consensus systems in practice
-
JavaScript Everywhere!
Javascript is Everywhere. Learn why
-
Culture Reimagined
Lessons on building highly effective organizations