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4.4 Visualization Layer Dashboards support drag-and-drop charting, parameterized queries, and role-based data filtering. Embedded widgets allow integration into third-party apps. Alerting supports threshold and anomaly-based triggers with notification channels (email, webhooks, Slack).
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5.2 Scalability & Fault Tolerance Horizontal scaling is supported for ingestion, processing, and query layers. State checkpointing and replication provide resilience; failover restores processing with minimal data duplication under exactly-once guarantees. The solutions guide students and teachers through several
Be careful. Editions from 2014, 2018, and 2022 have different pagination. Always verify the ISBN or copyright year. Editions from 2014, 2018, and 2022 have different pagination
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