China, however, is forging ahead. Under its "One Belt One Road" initiative that aims to recreate the Silk Road land and maritime trade routes, China has sought opportunities for halal trade with Muslim and Arab countries through bilateral trade agreements.
In Linxia city, in China's Gansu province, several companies have struck trade agreements with Turkey and Kazakhstan to export manufactured food products, reported Want China Times.
China has also set up networking conferences and seminars, including the Sino-Malaysian Halal Food and Muslim Supplies Certification and Industry Cooperation Seminar that took place in July this year.
And it has created infrastructure to support the halal trade, including the construction of halal food and Muslim supplies manufacturing hubs such as the Wuzhong Halal industrial park, in the Muslim stronghold of Ningxia, which has attracted 218 companies.
It is not just external demand that is driving China's interest in halal.
Joy Huang, China research manager at Euromonitor International, told CNBC that demand was also underpinned by non-Muslim mainland residents.
Read MoreFood fight! The next battle for China e-commerce
"Halal food is considered to be healthy and hygienic, given the high standards for manufacturers," Huang said. "Non-Muslims think that [halal food] is safer, given the number of food safety scandals in China," she added.
Major local food players are jumping on the bandwagon to meet the growing domestic appetite for halal products. Shineway Group, one of China's largest processed meat companies, was an early starter, investing $310 million in a halal meat production base in 2009.
But even halal providers in China have suffered from food safety scares.
The country got its first large halal foods certification center, the Ningxia Halal Foods International Trading Certification Center, only in 2014. It is permitted to certify halal foods in several provinces.
And while certification rules are improving, most halal centers are only operated at the regional level, and lack national standardization and legislative support. According to Euromonitor, this is because Muslims are a minority in China and the government is more focused on general food safety than the religious requirements of a relatively small group of consumers.
There are also concerns that China's slew of food safety scandals could hinder the growth of Chinese halal food exporters. This is unlikely, however, to be a long lasting roadblock.
The biggest halal food company in China is Inner Mongolia Yili Industrial Group. Also known as Yili Group, the company, which reported total revenue of $8.4 billion in 2014, focuses on dairy products including formula milk, pasteurized milk and ice cream.
Read MoreHow China's yuan devaluation could affect your food costs
Seven years ago Yili was implicated in a milk scandal after tests found melamine in its infant formula. The firm had to conduct a widespread recall of tainted milk powers and issue public apologies. Then in 2012 the company was embroiled in another scandal when unusual levels of mercury were found in its infant formula by the China's General Administration of Quality Supervision, Inspection and Quarantine (AQSIQ).
Despite these high-profile food safety issues, Yili Group continued to develop new product lines such as organic halal milk to attract consumers - a move that has clearly worked. Euromonitor found that retail sales of Yili's organic halal milk brand Satine Organic increased from $14.54 million in 2010 to over $422.25 million in 2014.
Huang remains positive about the growth prospect of halal food manufacturers.
"Fake certification is very common in China [but] I don't think the halal food manufacturers will take the risk of faking halal foods to attract more consumers," said Huang.
Fazil Hami, principal consultant and chief executive of Singapore-based halal consultancy HCS Consultants, told CNBC in a phone interview that he was equally convinced of China's ability to capitalize on growing global demand for halal products.
"The halal market is growing, and sooner or later, no one will deny [the need for] Chinese-manufactured halal food products," he said.