Sentigrate helped with optimizing the sensor data pipeline to increase availability for all data products. This involved:

• Setting up a scalable and secure communication between the batteries and the cloud
• Creating an ingestion pipeline to store data in its rawest format
• Building a near real-time data processing engine to provide aggregations and statistics for the dashboard and ML applications
• Initializing a batch processing pipeline for slow storage and non-time-critical applications