Bloom Filters Mathmania

So, you’ve come across Bloom filters and understand that, despite their probabilistic nature, they are a great fit for your use case. You’ve decided to integrate them into your system design, but you’re unsure about the optimal size and the number of hash functions needed for your…

Using Binomial Distribution to Model Data Durability

Durability requirements influence the choice of data protection mechanisms, such as replication, erasure coding, and RAID parity configurations. Achieving higher durability involves trade-offs between redundancy, storage usage ratio, and computational complexity. Replication achieves durability by creating multiple copies of data, which increases redundancy but reduces the storage usage ratio. In…

Multi-Container System Design: A Case Study

Case studies are great opportunities to learn from anytime. While textbooks and reference materials servers the purpose of introducing the concepts, definitions and methods, it is case studies that really teaches us on how to apply these in real world. In this blog post we will be discussing the architectural…