In general, when looking for data, ask yourself: who would be interested in this information? A government agency? A nonprofit? A private company? Then try to discover what agencies, companies, or organizations fall under that category, and see if any of them have publicly available data.
Below are some recommended places to start for basic population and economic data, but depending on the specific data you need, you may need to find other sources.