I suppose it depends on the type of fabric and how it is used, but my experience with the velvet chair is that the fabric absorbed the paint so quickly that it was difficult to spread with a brush and resulted in a saturated, blotchy look. I did a test on a scrap piece of velvet using a paint brush and a roller and you can instantly see that there is better coverage with the roller. You'll also end up using less paint.
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