In Alcanena (Portugal) the waste water treatment plant (WWTP) receives tannery waste, after a pretreatment for sulphides and the tanning exhaust baths have been sent to a recovery unit and the municipal waste water from Alcanena residential area. Physical, chemical, and biological treatment processes are involved, and the end products are sludge of similar to 71 % moisture containing mainly organic matter, sulfides, iron, chromium, and other metals. The sludge is dumped, after stabilization, in a specially designed hazardous waste landfill. In this study, tannery mixed sludge (from chemical and biological treatments) was leached and filtered. Leaching was carried out using sulfuric acid (pH 0.5) to release residual sulfides and metals from the slurry. Hydrogen sulfide (H2S) was flushed out into an oxidation trap (hypochlorite/alkaline tank) in which H2S transforms to soluble sulfate. The acidified sludge was fed into a membrane filter press where it was filtered, acid-washed, water-washed, membrane-squeezed, and vacuum-dried reaching lower moisture levels (20-30%). The process cycle is approximately 101-137min in our experiments; however, from this work, a cycle of 90min to produce cakes with 0.9 cm thickness in the industrial scale through cutting some operational time, reaching final moisture of similar to 20% at the end of the dewatering cycle, can be estimated. Filtration was carried out at different feed pressure (3-5 bar) with and without diatomite precoating. The effect of different amounts of diatomite body-feed was studied. Specific cake resistance, a, was found to increase with the increase in feed pressure and to decrease with diatomite precoating and the increased amounts of diatomite body feed. Cake washing was accomplished using 0.05 M H2SO4 (acid washing), to remove residual metals, followed by water washing, to remove cake acidity. Cake dewatering via membrane squeezing was applied using hot water (65 degrees C), and cake moisture was dropped from similar to 71% before squeezing to 42% after squeezing. With vacuum application over the hot cakes, for 30min, cake moisture decreased to similar to 20% for cakes with an average thickness of 0.9cm. Cake chemical analysis showed chromium levels lower than 1000 mg/kg (the maximum Cr concentration allowed by the Portuguese legislation in a solid residue for use in agricultural soil). In addition, produced cake (without diatomite body feed) has a calorific value of 11,000 kJ/kg and accordingly it can be used as a source of energy.