I’m looking for recommendations on cost-effective business databases for proprietary sourcing efforts for businesses in Singapore. In the U.S., I’ve relied on platforms like Data Axle, AtoZ Database, and Gale for initial research, but I haven’t found an equivalent resource in Singapore that offers a similar level of accessibility and ease of use.

I’ve come across tools like the Times Business Directory and ACRA API Marketplace, but they either come with high costs or have database structures that make scraping and extracting data challenging.

Does anyone have experience with reliable, affordable resources for business information in Singapore that are conducive to efficient data extraction? Would appreciate any insights or suggestions!