I was wondering if I can use all other correlation metrics for time series as well or are there any restrictions with time series? For example I want to use Spearman's rank correlation coefficient to compare two ordinal scaled time series, is that a valid approach and can I use it to detect lags as well? The same for nominal scaled time series (events like on/off or status) like phi or Cramers V?

Thanks!