In this paper we expose experiences carried out during the last five years in the domain of Argentine marine sciences. Specifically data generated by Pampa Azul Argentine initiative to improve the publication of data using the advantages provided by Linked Open Data (LOD), Knowledge Graph (KG) and FAIR principles. The focus is on: a) to provide a conceptual analysis of traditional data publication in marine science, b) to describe projects based on LOD that involve information from Argentina, we mainly focus on the OceanGraph KG project, c) generate recommendations for data management for its best use in marine science.XIX Workshop Base de Datos y Minería de Datos (WBDMD)Red de Universidades con Carreras en Informátic