Global Warming: What are we measuring?

NASA GISS: Surface Temperature Analysis is a Q&A on absolute surface air temperature, which indicates that it is definitely not absolute, if there is no clear consensus on what is being measured, how often it is being measured and how it is being measured. If data measurement is uncertain, how can we say anything positive either way?