Embodiments are directed to providing a plurality of data provisioning tiers for datasets and to throttling access to dataset data based on the dataset's data provisioning tiers. In an embodiment, a computer system receives an input that specifies a maximum number of queries that a user is allowed to perform on a given dataset over a specified period of time. The computer system generates data provisioning tiers for the dataset based on the received input. Each data provisioning tier indicates a maximum number of queries that the user is allowed to perform on a given dataset over a specified period of time. The computer system also applies the generated data provisioning tiers to the dataset so that the user is limited to the maximum number of queries specified in the data provisioning tier.