Shared web hosting means that the server on which your website is hosted, hosts many other website. Simply putting, one server hosts many websites.
Benefit of shared hosting is that it takes less cost to host the website. But the drawback is that there is more burden on the server and your website becomes slow. The bandwidth and data transfer speed provided to your server is very less and the websites looks slower. This can be a problem for those websites which has more bandwidth requirements.