• After in situ reduction Pd catalysts are tested for 3-nitrophenol hydrogenation. • Pd aggregates are not formed on homogeneous beads contrary to heterogeneous beads. • Pd(0) loaded on homogeneous beads is more stable when reused for 3-NP reduction.