• Introduces a fluoride-free process for extracting Nb, Ta, Zr, and Hf from tin slags using sulfuric acid thermal treatment and leaching.
• Thermodynamic simulations predict optimal conditions for sulfate complex formation, enhancing metal recovery and reducing energy consumption.
• The proposed pyro-hydrometallurgical route avoids hazardous hydrofluoric acid, mitigating environmental impacts.
• The generated PLS is enriched with target metals, suitable for downstream purification via solvent extraction.
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