Want to utilize my layover at Guangzhou Baiyun Airport

On 28th July I will be traveling by China southern flight 360 from New Delhi to winnipeg Canada in between there is a layover of approximately 6hrs my question is how can I utilize my 6hrs layover can I visit some near by tourist spot if yes is visa required or I can get visa on arrival