Identify patterns leading to error in structured log files
There are several different ways to model this.
One option is to simplify the problem ignoring time. Fit a machine learning model that find the features that are associated with presence of errors.
Another option is treat this as event-prediction in time series data. In this case, it would be multivariate time series.