They solve the problem of being able to run software against a known set of dependencies instead of depending on the versions that come with the distro. Older packages can still run even when the dependency version the distro provides has changed in a breaking way (as parent suggests), but also the other way, new packages can ship features using newer dependency versions that the distro might not have yet.