AUTOMATION CORE v2.0
Auto DB Syncing
Manual migrations are dead. Modern architectures use **Event-Driven Synchronization** to keep global datasets consistent with zero human intervention.
Pipeline_Monitor_v2.log
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SYNCING PRIMARY → REPLICA_01
Step 1: Detecting Changes. Instead of full dumps, we use CDC (Change Data Capture) to listen to the Write-Ahead Log (WAL).
Low-Latency Data Flow
Traditional ETL waits for hours. **CDC** taps directly into the database engine logs (like Postgres WAL or MongoDB Oplog). This allows for sub-second updates across your entire infrastructure.
Engineering Trophies
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CDC Master
Implement Change Data Capture logic.
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Conflict Resolver
Automate timestamp-based merging.
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Data Guardian
Ensure 99.9% referential integrity.