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A flash in the pan
Temporary hype
Use it to describe something that gets a lot of attention quickly but fades away just as fast. 
Pop culture reference
Often applies to trends or celebrities that briefly capture public interest. 
Not negative
The phrase is neutral; it doesn't blame the person or thing for not lasting. 