I was working with daily cash flow payments data for the past 19 months. I used Alteryx to summarize the data into weekly payments and then used the distribution analysis to tool to check the distribution of the data. Once I was able to confirm that my data was normally distributed, I used Z-score to identify those weeks with an abnormal level of payments (i.e. more than 2 standard deviations)
Hope this helps.