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API-Based Ingestion Flows
Source API / Paid Media
Schedule ingestion job
Ingestion Orchestrator
Schedule ingestion job
Ingestion Worker
Request incremental data with retry logic
Validation Worker
Deduplication checks
Store data from partitions
Object Storage
Raw data partitioned by source & date
Ad Library Snapshot Ingestion Flow
Ad Library Creative Center
Schedule ingestion job
Ingestion Orchestrator
Schedule ingestion job
Ingestion Worker
Request for snapshot data
Web Crawling Ingestion Flow
Web / Social Media
Schedule Discovery & ingestion jobs
Event-Based Ingestion Flow
Campaign Mgmt / Paid Media Platform
Emit event logs for campaigns, audience, budget, cost
Event Router & Buffer
Buffer events with partitioning
CDC & Transformation Worker
Apply enrichment (user, campaigns Schema normalization)
Analytical Data Store
That
by Niko
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