I have some photos that were uploaded by a user who complained that the vertical photos were changed to landscape orientation when they were resized. Indeed, that was the case and in an effort to just move things along I reoriented the photos and uploaded in place. That had no effect when the pictures were viewed inside of a webpage though!
To make as simple a test as possible I created a bare bones web page with no CSS and a single IMG element with no attributes other than src. That continues to show the photo in landscape mode. Copy the photo's URL and paste into another tab and the photo shows in vertical mode. Download the file and open in Windows and it shows in vertical mode.
http://www.texashiking.com/test/PhotoOrientation.htm
The files are being stored on Azure BLOB storage.
I've duplicated this with Chrome version 56, Edge version 38 and Internet Explorer 11.
What could be causing this?