Just as China's economy is beginning to show some signs of a pickup, allaying fears of a hard landing scenario, economists are already warning that the upturn may be short-lived and could unravel as soon as the current quarter wraps up.

"We do believe the impressive rebound in July will be short lived due to temporary pent-up demand and a structural downward growth trend," Ting Lu, China economist at Bank of America Merrill Lynch (BoFA) wrote in a report published Tuesday.