Pivoting Net-Zero Transition with Data Intelligence Scrutinizing Energy Strategy and Governance at Today’s Net-Zero Transition by Using Data Intelligence Scrutiny at Three Levels: A. Operational integrity strengthened by real-time, forward-looking supply forecast is an imperative to today's electricity system, considering a broader range of sources in the energy mix (e.g., Thailand with a stronger reliance on solar photovoltaics and onshore wind¹), therefore an increasing challenge in meeting an expectation from the quality-of-service point of view, considering security and operational resiliency (premises of the supply-demand balance) particularly at a reasonable level of the economic value return (e.g., marginal costs given the operational energy mix versus marginal prices in the market); B. Strategic planning underpinned by data-driven supply-demand decisions, especially from perspective of the ongoing net-zero transition, where rational choices of the structural shift (e.g., from coal and gas to renewable sources on the supply side, coupling with efficiency improvement on the demand side) potentially play a substantive role in maintaining the energy equilibrium on a whole-of-system level (e.g., considering strategic parameters such as reserve margin but also stronger conducive roles of smart grid infrastructure driven by intermittency-hedged innovation²), thereby strengthening fundamentals of the energy economics as the transition advances in the society and the economy; C. Governance in transition substantiated by grid-level data intelligence of the energy equilibrium, notably with insights from demand-supply characteristics in each specific growth sector (e.g., across emerging growth urban areas but also transportation, logistics and industrial clusters), considering in particular ecosystem-level complementarities and interdependencies, but also broader implications in long-run sustainability and resilience terms³—in greater shared narrative of the global and regional development while leaving no one behind.