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The ever-growing need of data preservation and their systematic analysiscontributing to sustainable development of the society spurred in the pastdecade,numerous Big Data projects and initiatives are focusing on the EarthObservation (EO). The number of Big Data EO applications has grown extremelyworldwide almost simultaneously with other scientific and technological areasof the human knowledge due to the revolutionary technological progress in thespace and information technology sciences. The substantial contribution to thisdevelopment are the space programs of the renowned space agencies, such asNASA, ESA,Roskosmos, JAXA, DLR, INPE, ISRO, CNES etc. A snap-shot of thecurrent Big Data sets from available satellite missions covering the Bulgarianterritory is also presented. This short overview of the geoscience Big Datacollection with a focus on EO will emphasize to the multiple Vs of EO in orderto provide a snapshot on the current state-of-the-art in EO data preservationand manipulation. Main modern approaches for compressing, clustering andmodelling EO in the geoinformation science for Big Data analysis,interpretation and visualization for a variety of applications are outlined.Special attention is paid to the contemporary EO data modelling andvisualization systems.

Challenges and Solutions for Utilizing Earth Observations in the "Big Data" era