"OpenTelemetry, Databases, and Machine Learning: Troubleshoot Like a Pro" with Adam Furmanek
Автор: San Francisco Bay Area PostgreSQL Users Group
Загружено: 2024-08-16
Просмотров: 205
We don’t need to run the query to see how it’s going to perform. We can ask the database to tell us exactly what it’s going to do. We can capture these details with OpenTelemetry and combine them with signals from our HTTP layer, ORM library, and database driver. Finally, we can analyze these with machine learning algorithms, to automatically troubleshoot issues, identify improvements, and submit corrections.
In this talk, we are going to see how to use OpenTelemetry with modern databases to reason about the performance and correctness of our applications. We are going to use expert knowledge supported by AI to fix problems automatically. All of that for free with modern tooling.
Content:
How databases execute the queries
What is OpenTelemetry and how it can extract signals from all layers of the application
What issues can we identify before even deploying to the staging
environment
How to use expert knowledge and AI to provide automated insights
Learning points:
Database execution plans
Internals of databases
OpenTelemetry and practical applications
Machine learning for reasoning about the performance
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