Google Cloud Platform Solutions: Data, AI, and Infrastructure Best Practices
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BigQuery for Predictive Modeling & Geospatial Data
- Petabyte-scale data warehousing
- GeoJSON and geospatial processing
- Predictive modeling capabilities
IoT Data Processing with Kafka & Dataflow Alerts
- Kafka I/O as input stream
- Dataflow for stream ingestion and windowed processing
- Alerting if moving average falls below 4,000 messages
Cloud SQL for MySQL: High Availability & Zone Failure
- Utilizing failover replicas
- Deployment in a different zone within the same region
- Read replicas for high-scaling scenarios
Kafka for Centralized Data Ingestion & Delivery
- Ability to manage offsets within topics
- Publish/subscribe across multiple topics
- Retaining key ordering and messages for extended periods
Apache Hadoop Migration to Google Cloud Platform
- Cost-effective