What you get
Everything below comes on a successful try; a failed try gives nothing.
Fertalizer Potion every time
Odds and speed
Rules in full: how gathering works.
Where to find it
It is not in the world at the start. It appears with one of these:
Rejuvinate the Flower Field (stage 2), while it runs