Import Pulsar and ingest data

• Pulsar allows the end users to ingest their model data (both input and output) in a Time series database.
  At the moment, our integration works with InfluxDB which would be expanded to support other time series databases in near future.
• Pulsar supports both historical and real-time data to be used for different metric calculations.
• Scalable built of Pulsar makes sure that performance is not degraded with huge volumes of ingested data.
• Pulsar SDK and Data Ingestion containerised service are easily integrated to end user’s machine.

Data Drift and Performance Metrics

• Pulsar employs various industry relevant and standard metrics for users to be able to detect data and model drift.
• Pulsar would additionally provide feature store update for users to update ground truth over historic data.

Dashboard for Metric visualisation

Pulsar is integrated with an inbuilt Grafana service for displaying various data drift metrics over different time-ranges for all the user-defined features.