I always heard 1500 participants are required to make it valid.

But look how easy even that many can be corrupt. What if they're saying 100% of people think God is real, but the survey featured 1500 people from rural Texas. It would be heavily biased.

Source: Took 4 Statistic classes in a row when getting my MBA.