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User Tiers and Refresh Strategy
| Tier | Interactions | Users | Refresh Period | Monthly Cost | Justification |
|---|---|---|---|---|---|
| Platinum | 950560 | 3,806 | 7 Days | $10.09 | Weekly refresh aligns with booking frequency of once per week |
| Gold | 1000000 | 9,431 | 14 Days | $6.93 | Bi-weekly refresh matches booking patterns of once per two weeks |
| Silver | 1000000 | 43,902 | Monthly | $8.64 | Monthly refresh appropriate for monthly booking patterns |
| Red | 1000000 | ~50,000 active | Every Login and limited once a month / user | $9.68 | On-demand refresh optimizes costs for less frequent users |
Total monthly cost: $35.34 (within $50 maximum budget allocation)
Data Processing Pipeline
- Data Ingestion: Process 1GB of data per tier at $0.05/GB
- Model Training: Process user interactions at $0.000002 per interaction
- Platinum: 950,560 interactions
- Gold, Silver, Red: 1,000,000 interactions each
- Inference: Generate recommendations at $0.15 per 1000 users
- Costs vary by tier based on user count Calculation : https://docs.google.com/spreadsheets/d/1MLdsCZUSgiIinAgDazUDAPVsOl7ED-LG8XWz0B5zeho/edit?usp=sharing
Testing
Private (https://app.clickup.com/9003122396/docs/8ca1fpw-7922/8ca1fpw-46236)