Time series analysis vs linear regression
The data you are having is panel data which is a combination of both cross sectional data and Time series.

You can try with regression models by giving time stamp to your data .Like maintaining one feature based your weekday (1 to 7).or if you have trends and seasonality in your data you can go to giving week number as feature like (0 to 53) weeks.