Live-stream analytics
TikRadar
A live-event analytics platform connecting multi-creator ingestion, persistent event storage and real-time dashboards, with coordinated workers, gift analytics and PK-battle reporting.
Product capabilities
- Real-time event capture across creator sessions
- Gift and diamond analytics with gifter leaderboards
- PK-battle scoring and comment export
Platform architecture
Application, data and infrastructure.
Live-event ingestion, worker coordination, event storage, real-time APIs, analytics interfaces and operational tooling.
- IngestionListener workers and subscriptions
- PersistencePostgreSQL event records
- DeliveryWebSockets and optional Redis fan-out
- AnalyticsGifts, leaderboards and PK battles
Data flow
- Creator sessions
- Listener workers
- Event storage
- Real-time delivery
- Analytics
Ingestion and coordination
Dedicated listener processes capture live events. Worker registration, heartbeats and configurable capacity coordinate subscriptions across processes. Listener operation can be separated from API deployment.
Persistence and delivery
Events are persisted for historical analysis. WebSocket delivery supports Redis fan-out or a database-tail source, so the application can serve live views without making the browser responsible for collection.
Analytics and operations
Gift and diamond analytics, gifter leaderboards, PK-battle reporting and comment exports use the captured event stream. Worker controls, structured logs and request tracing support investigation and operation.
- FastAPI
- React / TypeScript
- PostgreSQL
- Redis
- WebSockets
- Listener workers
