You will only be able to see Pearls after triggering or researching the Jewelry (Knowledge).
Pearls can be found alongside beaches and rivers, and tend to be more common in Tropical climates.
Pearls are gathered with the Fisherpig.
Pearls are used in the production of Jewelry (Resource)
Pearls can also be used in the production of Adornments, but are not a requirement.