The Stillaguamish Valley Genealogical Society has digitized the Arlington Times in our holdings (1895-1924). To access the digitized archive, click this link: http://svg.stparchive.com
The Stillaguamish Valley Pioneers have also digitized the Arlington Times (1907-1997) and can be accessed by clicking this link: http://sta.stparchive.com
There is very little overlap between the three archives, so make sure to explore all three links. Navigating to any of the pages will give you a choice to browse the newspapers (by year) or search using keywords.