Heterogeneous thin films may be beneficial for sensoring devices. The electrical conductivity of nanoscale metallic particles being embedded in a matrix of non conducting material should exhibit higher sensitivity to mechanical stress and strain compared to homogeneous films. The production of heterogeneous films may follow different routes. This paper describes the attempt to embed Ag nanoclusters emitted from a gas aggregation cluster source into a growing matrix of alumina originating from sputter sources. The characteristics of the cluster source are first resumed, with their mean masses ranging from approx. 1000 to 100,000 atoms per cluster. The expelled and soft landed clusters are extensively examined by transmission electron microscopy verifying their crystalline form. Yet the use of a radio frequency driven sputter source for the embed material destroys and annihilates the Ag clusters even at very low sputter power. If a reactive direct current sputter process is performed within an oxidising sputter gas instead, the Ag clusters are oxidised to different oxides, but they survive as crystalline entities as verified by X-ray diffraction investigations. A simple subsequent heat treatment reduces the Ag oxides to metallic Ag clusters.