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Explore the concept of Multidimensional Time-State Analytics in this 36-minute talk from Confluent. Dive into the growing need for complex analytics to track precise metrics at Internet scale across various domains, including logistics, food delivery, fintech, cybersecurity, and IoT. Learn about the challenges of stateful context-sensitive analysis over event streams and the importance of ad hoc queries for drilling down into subpopulations of interest. Discover why current systems offer poor abstractions for such workloads and suffer from cost-performance tradeoffs and complexity. Gain insights into Conviva's architectural and algorithmic efforts to tackle these challenges, including a new visual abstraction that can democratize analytics across domains and for non-programmers. Understand how raising the level of abstraction can reduce developer effort, bugs, and cloud costs while offering a unified framework for both streaming and retrospective analysis.
Syllabus
Time-State Analytics
Taught by
Confluent