Diatoms (Bacillariophyceae) are aquatic photosynthetic microalgae with an ecological role as primary producers in the aquatic food web. They account substantially for global carbon, nitrogen, and silicon cycling. Elucidating the chemical space of diatoms is crucial to understanding their physiology and ecology. To expand the known chemical space of a cosmopolitan marine diatom,Skeletonema marinoi, we performed High-Resolution Liquid Chromatography-Tandem Mass Spectrometry (LC-MS2) for untargeted metabolomics data acquisition. The spectral data from LC-MS2was used as input for the Metabolome Annotation Workflow (MAW) to obtain putative annotations for all measured features. A suspect list of metabolites previously identified in theSkeletonemaspp. was generated to verify the results. These known metabolites were then added to the putative candidate list from LC-MS2data to represent an expanded catalogue of 1970 metabolites estimated to be produced byS. marinoi. The most prevalent chemical superclasses, based on the ChemONT ontology in this expanded dataset, were “Organic acids and derivatives”, “Organoheterocyclic compounds”, “Lipids and lipid-like molecules”, and “Organic oxygen compounds”. The metabolic profile from this study can aid the bioprospecting of marine microalgae for medicine, biofuel production, agriculture, and environmental conservation. The proposed analysis can be applicable for assessing the chemical space of other microalgae, which can also provide molecular insights into the interaction between marine organisms and their role in the functioning of ecosystems.ImportanceDiatoms are abundant marine phytoplankton members and have great ecological importance and biochemical potential. The cosmopolitan diatomSkeletonema marinoihas become an ecological and environmental research model organism. In this study, we used untargeted metabolomics to acquire a general metabolic profile ofS. marinoito assess its chemical diversity and expand the known metabolites produced by this diatom.S. marinoiproduces a chemically diverse set of secondary metabolites with potential therapeutic properties, such as anti-cancer, antioxidant, and anti-inflammatory. Such metabolites are highly significant due to their potential role in drug discovery and bioeconomy. Lipids fromS. marinoialso have potential in the biofuel industry. Furthermore, the environmental fluctuations in the water bodies directly affect the production of different secondary metabolites from diatoms, which can be key indicators of climate change.