What can be downloaded
Only available public stories can be downloaded. If a story expired, was deleted, is private or is limited to Close Friends, a legitimate public downloader cannot retrieve it.
Best input
A clean username, profile link or story link gives the downloader the best chance to find the available media.
Why Telegram helps
Telegram keeps the media in chat, which makes it easier to return to the result, profile and related content later.