"Welcome to Wherever You Are" features a different album cover on each format. The most recognised cover art is the design on CD, which features the Artane Boys Band from Ireland. Atlantic records also released a limited edition of the album on deluxe digipak. The vinyl edition featured a black & white picture of a Sea Cadet while the cassette cover features a group of boy scouts from 9th/10th Dublin Aughrim Street Scouts performing a human pyramid. The new designs were a departure from the group's previous work with Egan. With INXS missing from the artwork and lack of promotion from the record label, some fans simply wouldn't recognise the new album in record stores. A few months after the album's release, Atlantic re-released the CD edition in Australia with new artwork, this time featuring INXS. The re-printed artwork shows the band walking the desert dressed in suits. The shot was an outtake taken from the photo sessions that were included in the album sleeve.