A building management system (BMS) includes building equipment configured to provide raw data samples of a data point and a data collector configured to collect the raw data samples from the building equipment and generate a raw data timeseries including a plurality of the raw data samples. The BMS includes a timeseries service configured to generate one or more optimized data timeseries from the raw data timeseries and a timeseries database configured to store the raw data timeseries and the one or more optimized data timeseries. The BMS includes a dashboard layout generator configured to identify each timeseries associated with the data point and to generate a framework-agnostic dashboard layout description capable of being rendered by multiple different rendering frameworks to visualize each of the identified timeseries.