In one aspect, a computerized method for just-in-time synthetic computations on time-series data using a metrics approach, comprising: receiving a set of raw time-series data; synchronizing the raw time-series data; implementing a metrics feature that enables the creation of a plurality of complex metrics that operate on time series data; and enabling a query of the computed data just as a query of the raw time series data is performed.