Data mining is the new emerging technology that can be applied in many real-world problems in order to make the solution. Conventional data mining application faces critical challenges and lack of soft power in solving real-world complex problems when deployed. This data mining is implemented on the IT Infrastructure in order to provide better services. In this aspect, the authors use a new paradigm shift from 'Data-centered knowledge discovery' to 'Domain-driven actionable knowledge discovery'. The domain-driven actionable knowledge discovery also termed as domain-driven data mining, ubiquitous intelligence must be involved and meta-synthesized into the mining process this an actionable knowledge discovery-based problem-solving system is formed as the space for data mining.