Something that states it is for Electronic usage. Electronics parts stores are rare these days. If you can find any near you, call and ask them if they carry liquid soldering flux. One online source is:
http://electronics.mcmelectronics.com/search?cataf=&view=list&w=flux&x=16&y=12
A two ounce jar is around $10. The ones with a brush in the cap are convenient. You might also want to order some "Acid Brushes" for cleaning the board after soldering. I get several and cut the bristles on one of them to half length for scrubbing the tough spots. An old toothbrush works too. Rubbing Alcohol from the drug store is a reasonable cleaning solvent and it's usually cheaper than anything else.
And yes, you do have to clean afterwards. The flux residue absorbs moisture from the air and is partially conductive. As an example, one time I worked on a computer motherboard and failed to clean the flux off. The area was around the CMOS backup battery, a coin cell. They typically last a few to several years. Not this one, it lasted three weeks. So did its replacement. Had to remove the motherboard and wash off the flux!
The fluxes labeled "No Clean" are less active than the rest of the Electronic fluxes; personally, for surface mounted parts I don't quite trust the No Clean claim.
The next strength up are those labeled Rosin, they are often, but not always, adequate; it depends on how clean the surfaces are.
The ones labeled RMA (Rosin Moderately Activated) will handle most things in electronics.
There are also Water Soluble fluxes that don't need a solvent to clean off. The few times I've tried them I have not been impressed.
Avoid the Acid fluxes and those for use in plumbing, they attack and dissolve board traces and component leads.