This document discusses several projects at CSIRO Computational Informatics (CCI) related to time series data extraction, visualization and exploration from sensor networks and gridded models. It summarizes the TasMAN project which developed a web-based system for exploring and visualizing sparse marine sensor and climate model data. It also discusses the Sense-T and SensorCloud infrastructure for ingesting, annotating, and providing APIs for accessing point-based time series data from multiple research projects. The document compares the SensorCloud API and OGC SOS standards for exchanging versus visualizing time series data.