Automating Load Balancing and Fault Tolerance via Predictive Analysis
Offered By: CNCF [Cloud Native Computing Foundation] via YouTube
Course Description
Overview
Explore cutting-edge techniques for automating load balancing and fault tolerance in Kubernetes environments through predictive analysis in this 32-minute conference talk. Discover how to leverage historical data to predict application traffic patterns, improve system performance, reduce costs, and enhance reliability in Kubernetes and hybrid cloud deployments. Learn about early migration strategies, load balancing priorities, high availability techniques, and scheduling policies. Dive into various predictive analysis topics, including different techniques, model types, and architectural considerations for implementing predictive analysis in your infrastructure. Gain insights into tracking historical data, collecting relevant information, and ensuring accurate results. Walk through a live demo showcasing the practical application of these concepts, and understand how to use tools like Kubernetes to predict anomalies, analyze application logs, and leverage networking data for more intelligent workload balancing.
Syllabus
Introduction
Early Migration
Load Balancing
Load Balancing Priority
High Availability
Scheduling
Policy Units
Solutions
Live Migration
Demo
Predictive Analysis Topics
Predictive Analysis Techniques
Types of Predictive Models
Selective Techniques
Predictive Analysis Architecture
Tracking Historical Data
Collecting Considerations
Accurate Results
Thank You
Questions
Data
Tools
Kubernetes
Predicting Anomalies
Application Logs
Networking Data
Taught by
CNCF [Cloud Native Computing Foundation]
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