"I was one of the unlucky ones who got a defective unit with the 'Blinking Blue Light,'" one customer wrote on Amazon.com's website . "From what Sony is telling people, the failure rate is about half a percent...but there sure are a lot of unhappy users online."
Despite the early glitches, the PS4 has been a big win with consumers judging by early sales. On Amazon.com 1,735 customers gave the product a five-star rating from a total of 2,678 reviews as of Tuesday afternoon in Asia, with a number of positive reviews.
(Read more: PS4 and Xbox One neck-and-neck in games console race)
There was no immediate response from Sony to an email from CNBC regarding the glitches in the new PS4.
In a report about the PS4 in the Huffington Post, a Sony representative was quoted as saying: "We are closely monitoring for additional reports, but we think these are isolated incidents and represent a very small percentage of total units shipped to consumers to date."
Sony is expected to release the PS4 in Europe and Latin America this Friday and in Japan next February.
—By CNBC.Com's Dhara Ranasinghe; Follow her on Twitter