Real Time Patterns
To transform and load master data, historical data - the design patterns recommended is batch/bulk upload as shown below… Loading data from Azure data factory to GCP bigquery raw layer via firestore.
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Real time patterns
Realtime Data Ingestion Design pattern to Firestore BigQuery - Inegration