Abstract Tannases can reduce haze and astringency in tea beverages, but their application is often limited by poor thermal stability and catalytic efficiency. A tannase from Paraburkholderia pallida (Tanpp) was engineered using active-site mutagenesis and computational hotspot prediction. The double mutant F384T/N307A showed the best performance, with a 2.7-fold increase in catalytic efficiency and an 11-fold longer half-life at 50 °C than wild-type Tanpp. Structural modeling and molecular dynamics simulations suggested that N307A widened the substrate-entry region, whereas F384T compacted the catalytic pocket. The double mutant remained more stable at 323.15 K. In green tea clarification assays, F384T/N307A produced the lowest turbidity and promoted conversion of galloylated catechins into non-galloylated products and gallic acid. It retained superior performance across the tested enzyme dosages and treatment times. These findings show that coordinated active-site remodeling can improve both catalytic performance and thermal durability, supporting F384T/N307A as a promising tannase for tea clarification.