This week's edition of Twin4j features a discussion on the importance of graph analytics in detecting conflicts and fraud, with Paul Loke being awarded a Neo4j Graphie Award 2021 for his work. The Tree of Life Web Project is also highlighted, which uses Neo4j to compile information about biodiversity. Additionally, Mako is introduced as a new software tool that converts microbiome data into a graph database, allowing researchers to carry out network-based queries. Other topics include improving Bloomberg Terminal with graph data science, integrating Neo4j with Gravitee for SSO, and exploring cognitive biases using graphs. The edition also features a community member spotlight on Paul Loke and a call to action to RT if you liked the article.