1. A system for scalable data deduplication working with small data chunks in a computing environment, comprising: at least one processor device, operated in the computing environment, wherein the at least one processor device is configured to: for each of the small data chunks, generate a signature based on a combination of a representation of characters that appear in the small data chunk and a representation of frequencies of the characters in the small data chunk, wherein the signature is used to help in selecting data to be deduplicated, wherein the signature is generated based on a c-spectrum of the small data chunk, an f-spectrum of the small data chunk, and a p-spectrum of the small data chunk, wherein the c-spectrum of the small data chunk is a sequence of representations of different characters ordered by their frequency of occurrence in the small data chunk, the f-spectrum of the small data chunk is a corresponding sequence of frequencies of the different characters in the small data chunk, and the p-spectrum of the small data chunk is a sequence of different character pairs ordered by their frequency of occurrence in the small data chunk.