Data Ingestion

This section details integrations that enable data collection, storage, and analysis:​

• AWS S3: Object storage for collected data

• Azure: Cloud services and data integration

• ELK Stack: Elasticsearch, Logstash, and Kibana for logs

• Google Cloud Storage (GCS): Scalable cloud storage

• InfluxDB: Time-series database for flow logs (supports flow logs only)

• Loki: Log aggregation (supports syslog only)

• Snowflake: Cloud-based data warehousing and analytics

• Splunk: Log indexing and search capabilities