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+# Unified Ingestion Architecture (V2)
+
+This updated diagram provides a clearer view of both **real-time** and **batch** data ingestion pipelines.
+
+![Unified Ingestion Architecture](./images/unified_ingestion_arch_v2.jpg)
+
+## Key Components
+
+1. **WebSockets** – for real-time data flow to users.
+2. **Redis Pub/Sub** – collects real-time data from sources and routes them to appropriate servers.
+3. **Kafka Topics** – ensures high-throughput and avoids real-time data loss.
+4. **Redis Insight** – for monitoring data flows.
+5. **Redis Streams** – buffers batch data ingestion from various APIs, mobile apps, etc., ensuring durability and backpressure handling.
+
+Both systems ultimately write to a **PostgreSQL database** through worker consumers.
+