Day 75: Bloom Filters - The Memory-Efficient Guardians of Your Log Processing System
Module 3: Advanced Log Processing Features | Week 11: Performance OptimizatioN
What We're Building Today
By the end of this lesson, you'll have constructed a complete bloom filter system featuring:
Core Implementation
Memory-efficient bloom filter with configurable false positive rates
Multiple hash functions using MurmurHash3 for optimal distribution
Persistence layer for saving/loading filter state
Production Features
FastAPI REST API with comprehensive endpoints
Real-time web dashboard showing filter statistics
Integration with existing log processing pipeline
Performance monitoring and health checks