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04 · REAL-TIME DATA FABRIC
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● DATA + AI · 04 / 13
Real-Time Data Fabric
Streaming Lakehouse with deep AI agents.
1.8M+
EVENTS
21.5s
PIPELINE
0.89
F1 SCORE
INDUSTRIES
Tech · DevOps intelligence · SaaS
§ ARCHITECTURE
How it fits together.
CLICK A NODE TO INSPECT →
Event Source
3TB+ events
Auto Loader
Streaming
Bronze
Raw events
Silver
Enriched
Gold
Aggregated
Feature Store
16 features
ML Model
GradientBoost
Deep Agent
8 tools
Governance
Catalog
SYSTEM OVERVIEW
Medallion with Auto Loader, exactly-once checkpointed processing, 16 features, GradientBoost + MLflow registry, LangGraph ReAct agent with 8 SQL tools.
FOR YOU
You are on Databricks and want a production reference for streaming Lakehouse + AI agents.
§ CAPABILITIES
Streaming ingestion
01
Medallion architecture
02
Feature store
03
ML lifecycle
04
Agent-on-warehouse
05
§ IN DETAIL
a.
Medallion: Bronze → Silver → Gold
b.
Exactly-once checkpointed streaming
c.
Decoupled feature engineering with Feature Store
d.
LangGraph ReAct agent with 8 tools on top
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