I am an engineer by qualification. But want to do a PhD in marketing. Is it possible? Or am I day dreaming?
It will depend on where you apply. One question an admission committee would have is your academic preparation. If your transcripts show marketing prerequisites it will help tremendously. 

Practical experience is valuable but a PhD requires basic knowledge in the common theories of the field.