System Design Interview Roadmap

System Design Interview Roadmap

Financial System Design: ACID and Beyond

Nov 30, 2025
∙ Paid

The $40 Million Glitch That Changed Everything

In 2012, Knight Capital lost $440 million in 45 minutes due to a trading system bug. Not from market volatility—from basic transaction integrity failures. Their system processed trades but failed to properly handle rollbacks when errors occurred, creating phantom positions that spiraled out of control.

This incident crystallizes why financial systems demand rock-solid transaction guarantees. Unlike social media posts or recommendation engines, money can’t just “eventually” be consistent. Today, we’ll explore how ACID properties work in financial systems and what happens when you need to go beyond traditional database transactions.

What We’ll Master Today

  • ACID in Financial Context: Why each property matters for money

  • Distributed Transaction Challenges: When single-database ACID isn’t enough

  • Beyond ACID Patterns: SAGA, Event Sourcing, and Compensation

  • Real-world Case Studies: How major financial platforms handle scale

ACID: Your Financial System’s Foundation

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