The story
The expression first appears c. 1783 in the play All pleas'd at last.
Etymology from Wiktionary, CC BY-SA 4.0.
talk is cheap
Today it means: It is easy to make boastful or unrealistic statements which are not supported by actions or evidence. Full definition →