Particle agglomeration by granulation was a very ubiquitous operation that finds applications in various industries such as pharmaceutical, food, chemical, fertilizer, etc. Among many granulators, the high shear rapid mixer granulator (RMG) was a very commonly used wet granulator in pharmaceutical industry. The wet granulation process was sensitive to the process parameters and the input product variables. The flow pattern, fill ratio, cohesive forces, velocities, and the kinetic energy of the particles have impact on the granular and the tablet properties. In this work, solid dosage formulation integrated with the RMG process has been studied at an industrial scale. The total formulation of the tablet was kept constant and the impact of various critical operating and process parameters of RMG viz., impeller design, impeller speed, batch size, binder concentration, and binder type on granule and tablet attributes has been studied and analyzed. The optimal set of process parameters to achieve the desired granular and tablet attributes viz., bulk density, compressibility (Carr index) flow properties (Hausner ratio), particle size distribution, texture, tablet hardness, dissolution, and disintegration times were found in the study.