How would you design a custom anomaly detection system to identify unusual patterns in your data pipeline processing logs within Azure Databricks?

Real Exam

Implementing a custom logging framework in Azure Databricks notebooks to detect anomalies and alert via email

3.6%

Using Azure Monitor for basic anomaly detection without custom model implementation

6.3%

Streaming logs to Azure Event Hubs, processing them with Azure Databricks to identify anomalies using machine learning models, and visualizing results in Power BI

75.7%

Capturing logs in Azure Blob Storage, using Databricks for periodic analysis with custom models, and reporting anomalies through Azure Logic Apps

14.4%

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How would you design a custom anomaly detection system to identify unusual patterns in your data pipeline processing logs within Azure Databricks?