What do the Kosher markings on retail food packages mean?

In many countries (like England, America, South Africa, Israel) with a strong Jewish presence, Kosher foods are marked with symbols.

However, many foods that are not marked are also Kosher; notably fresh fruit and vegetables, fresh water, etc.

Other countries have a list of foods that have been checked and certified as Kosher.