Systems

The Event Sourcing Concept

Jay Banlasan

Jay Banlasan

The AI Systems Guy

tl;dr

Instead of storing the current state, store the events that led to it. This changes how you debug and audit.

Instead of storing what your data looks like right now, store every event that led to the current state. That is event sourcing. And it changes how you debug, audit, and understand your business operations.

In a traditional system, you update a record in place. A lead's score changes from 60 to 80. The old value is gone. You know the current score but not why it changed or what the journey looked like.

In an event-sourced system, you store the events: "Lead scored 60 on Jan 5 from initial assessment," "Lead opened 3 emails on Jan 8," "Lead attended webinar on Jan 10," "Lead re-scored 80 on Jan 12." The current state is derived from the events. And the events are never lost.

Why This Matters for Business

Auditing becomes trivial. When someone asks why a lead was scored at 80, you do not guess. You replay the events. Every data point that contributed to the score is visible in chronological order.

Debugging becomes straightforward. When something goes wrong, you look at the event stream. The sequence of events that led to the error tells you exactly what happened, not just what the current state is.

Experimentation becomes safer. Want to try a new scoring algorithm? Replay your historical events through the new algorithm and compare outputs without touching the live system.

Where to Apply It

Customer journeys. Every interaction, every touchpoint, every conversion event stored in sequence. This gives you a complete picture of how customers move through your funnel.

Operational changes. Every configuration change, every threshold update, every prompt modification stored as events. When a change causes a problem, the event history shows exactly what changed and when.

Financial transactions. Every charge, refund, adjustment, and credit stored as events. The current balance is the sum of all events. Reconciliation becomes a straightforward replay.

The Practical Start

You do not need special event sourcing software to start. Append-only log files work. A database table where you insert new rows instead of updating existing ones works. The principle is simple: never overwrite, always append.

Start with one system. Your lead pipeline is a natural fit. Log every status change as a new event. After a month, you will wonder how you ever debugged without it.

The Trade-Offs

Event sourcing adds complexity. Storing every event takes more storage than storing only the current state. Querying the current state requires replaying events or maintaining a separate read model.

For most businesses, the trade-off is worth it for critical systems and unnecessary for everything else. Your financial transactions deserve event sourcing. Your internal task list probably does not.

Apply the event sourcing concept where the audit trail, debugging capability, and experimentation value justify the additional complexity. Start with one system, prove the value, then decide whether to expand.

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