ÆKOS is a new paradigm for discovering and accessing complex ecological data. It aims to preserve the full richness of ecological data and context by using a flexible semi-structured graph model rather than rigid data models. ÆKOS captures descriptive artifacts to provide understanding of data context and avoid overly complex modeling. This approach enables more informed reuse of data for a broader range of questions by allowing users to assess suitability for their purposes.