One thing in Ubuntu, which has always hit rock bottom in terms of popularity, is Ubuntu Software Centre. The reason often cited is its weak design and layout. Lot of attempts were made, but none of them brought a wind of change in perception among the user community. The guys at Canonical have been under fire recently to resolve this problem. One more attempt is round the corner, Ubuntu Software Centre 5.0 is expected to launch soon.
Ubuntu Manual