Just began using a CPAP last week. My first attempts were to try and use a nose clip, sleep wedge, and other tools to no avail. Following a take home test I discovered my apnea was severe. I have now started with a CPAP machine. Results are promising.
Go visit a pulmonologist and get a diagnosis. Getting one and starting on a CPAP was life-changing for me.