which outlier detection technique?
You first need to specify if you are going to work on anomaly detection or novelty detection.

The difference between them is that in anomaly detection, your data contains anomalies, but in novelty detection, your data contains only valid data.

After that you need to choose the algorithms depending on what you have chosen before, there are some algorithms that work only with one type, and there are algorithms that work with both types.