This document contains data extracted from 61 peer-reviewed papers about privacy-preserving solutions for the local energy market in its different forms, including peer-to-peer markets, collective self-consumption, and transactive energy markets. The papers were collected from IEEE, ACM, Science Direct, MDPI, and Web of Science databases and were identified through a systematic literature search. The data extraction was performed by one author for each paper. After completion, all extracted data were checked for inconsistencies by the participating authors.