A.G.); mjpalomo@us.es (M.J.M.-P.) 3Unidad asociada al CSIC de "Uso sostenible del suelo y el agua en la agricultura (US-IRNAS)", Abstract: Water, especially in arid and semiarid regions, is increasingly a disputed commodity among different productive sectors; the pressure for a more sustainable use of water in agriculture will grow. The main strategy to cope with water scarcity is the use of improved, innovative, and precise deficit irrigation management practices which are able to minimize the impact on fruit yield and quality. The aim of this paper was to develop a certification index or hydroSOS quality index for extra virgin olive oil and processed table olives. The hydrosSOS fruits and vegetables are those cultivated under regulated deficit irrigation (RDI). Different indicators in three quality areas ((i) fatty acids, (ii) phenolic compounds, and (iii) sensory attributes) were identified as showing characteristic or typical responses under RDI conditions. Marks or scores were assigned to each one of these indicators to calculate the proposed index. It can be concluded that an extra virgin olive oil (EVOO) or processed table olives are hydroSOStainable foods, if they meet 2 conditions: (i) fulfill the conditions established in the hydroSOS "irrigation" index, and (ii) fulfill the requirements of the hydroSOS "quality" index. HydroSOS quality index will be specific to each crop and variety and will depend on functional and sensory factors.Water 2020, 12, 555 2 of 11 water in agriculture will grow as agriculture uses 60% or 1500 trillion liters of the 2500 trillion liters of water it uses each year, which represents 70% of the world's accessible water [3]. Consequently, arid and semiarid agrosystems will be forced to cope with water scarcity and to practice sustainable agriculture. In this sense, the main strategies to cope with water scarcity are: (i) the use of improved, innovative, and precise deficit irrigation management practices which are able to minimize the impact on fruit yield and quality; and (ii) the use of plant materials with low water-demand and/or able to withstand deficit irrigation with minimum impact on yield and fruit quality [4].Deficit irrigation can improve fruit quality by raising the dry matter percentage and the levels of healthy bioactive compounds [5,6]. Among these compounds, particular mention must be made to a huge variety of secondary metabolites, mainly phenolic compounds. Phenolics represent an important source of biological activities [7] and have frequently been associated with beneficial effects for human health [8]. Regulated deficit irrigation (RDI) is probably the most useful deficit irrigation strategy to improve water saving and, if properly applied, to increase harvest quality without or having minimum impacts in marketable yield. RDI is based in reducing irrigation, or even completely stop irrigation, during the water stress-tolerant phenological periods (non-critical periods) and supplying full irrigation during the water stress-sensitive phenological periods (crit...