Thailand risks remaining primarily a host for the physical infrastructure of data centres unless the country develops stronger domestic capabilities in higher-value industries, such as cloud services, artificial intelligence (AI) and cybersecurity, warns Tris Rating.
In a recent research report, the credit rating agency noted Thailand's ability to gain lasting economic benefits from the rapid expansion of data centres will depend on how much of the value created by these investments stays within the country.
Execution risk is rising as project requirements become more demanding, with the country attracting foreign investments in data centres.
"Large investment commitments confirm the country's rising role as a regional digital infrastructure hub, but long-term credit benefits will depend on project execution, power and water readiness, tenant quality, utilisation ramp-up, and the ability of domestic participants to capture higher-value digital services," Tris said.
Thailand's data centre investment pipeline is large by regional standards, supported by commitments from global hyperscalers and co-location operators, said the agency.
"However, the long-term economic benefits will depend less on investment volume and more on Thailand's ability to capture value beyond land, power and construction," noted Tris.
Data centres have four broad models: co-location, hybrid, hyperscale cloud, and NeoCloud. Each model has different levels of revenue visibility, capital intensity and execution risk.
Co-location operators generally benefit from more predictable cash flow, while hyperscale and NeoCloud providers are more dependent on utilisation growth and continued investment.
Hybrid providers occupy a middle position, combining recurring service revenues with lower infrastructure intensity.
"Thailand's data centre market is becoming a segmented system rather than a winner-takes-all market," Tris said.
Western and Chinese hyperscalers, regional co-location operators, domestic players and joint ventures are targeting different customers and using different capital and infrastructure models. These distinct roles should support coexistence in the near term, said the agency.
MORE RESTRICTIVE
The Board of Investment's (BoI) incentives have shifted from broad investment attraction towards more selective promotion based on resource efficiency, localisation and grid readiness.
Recent requirements link full corporate income tax benefits to stricter power usage effectiveness thresholds, water management plans, advanced computing capability, Thai staffing, and confirmed electricity availability.
"These tighter conditions should improve policy discipline, but they also raise execution risk for new and later-stage entrants," said Tris.
"Projects must now demonstrate not only investment scale, but also credible access to power and water, energy-efficient design, local workforce development, and a clearer benefit to Thailand."
KEY CHALLENGES
Beyond BoI requirements, there are structural challenges that could limit returns and domestic value capture in Thailand.
Technology transfer remains concentrated in infrastructure engineering, cloud implementation and platform management, while higher-value activities such as cloud architecture, semiconductor design, and advanced AI development remain largely controlled by global firms.
In addition, capital-intensive expansion could create temporary oversupply if demand lags or multiple projects come online together. Shortages of specialised talent could also increase costs and constrain execution capacity.
"Without stronger research links and skills development, Thailand may capture only a limited share of the sector's highest-margin activities," noted Tris.
Access to renewable energy and water availability are becoming key competitiveness factors. Power procurement frameworks and cooling-water constraints could influence investment timing and long-term operating economics, said the agency.