<ul data-eligibleForWebStory="false"><li>Understanding the root causes behind anomalies in time series data is crucial for effective anomaly detection.</li><li>Combining detection techniques with methods that explain root causes is key to gaining deeper insights into unusual patterns.</li><li>Merely flagging anomalies is insufficient; understanding why they occur is essential for meaningful analysis.</li><li>The importance of exploring techniques beyond detection to uncover reasons behind anomalies is highlighted in a personal experience of facing a spike in sales data.</li></ul>

Time Series Anomaly Detection and Root Cause Analysis: Complete Guide to Causal Methods

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