Multi-Stage Search Ranking Engine

Multi-stage Learning-to-Rank (LTR) funnel processing 100k+ QPS at <50ms P99 latency: L1 Hybrid Retrieval (BM25 + Vector KNN) → L2 LightGBM Pre-Rank → L3 Deep Neural LTR → L4 MMR Diversity.

P99 Latency < 50ms P99
Peak QPS 100,000 QPS
Availability 99.99%
Target Scale 10B Catalog Items
Simulating Active Traffic

Interactive AWS Architecture Flow

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Interactive Architecture Tour

Click 'Next' or 'Play Tour' to step through request execution sequence.

Networking

AWS Application Load Balancer

Service Overview

Accepts incoming HTTP/2 client connections, authenticates requests against custom rules, and load balances across ECS container groups.

Core Tech Stack (AWS Mappings)