Abstract: A method and a system for providing seamless access to industrial data in a data lake in a cloud computing environment are provided. The method includes receiving a request to provide access to industrial data in a data lake from a user device. The request includes a semantic query for the industrial data. The semantic query is based on a semantic model. The method includes dynamically generating a representation of the industrial data based on data sets of the industrial data in the industrial data lake using the semantic model associated with the semantic query. The method includes generating results of the semantic query based on the representation of the industrial data. The results include the requested industrial data from the data lake. The method also includes providing the generated results of the semantic query to the user device.