Data fuels machine learning and artificial intelligence algorithms used in Automated Driving. Large scale public road data is very crucial for modelling and validation. Lot of post processing, accurate labelling and annotations must be performed in order to effectively use captured huge amount of data. Typically data collection and labelling tasks are operationally labour intensive and error prone. We at Autodrive Technologies have experienced large scale data collections involving Radars and Cameras to validate Collision Avoidance features. Our deep geographical understanding will help you to effectively collect the data across all states in India. We undergo human and model cross validations on labelling to improve marking accuracies.