👋 Hey {{first_name|there}},

The Beautiful, Wrong Diagram

A few years ago, I led a design session for a new event-processing system.
We filled the whiteboard with boxes and arrows:

  • Producers and consumers

  • Message brokers

  • Retries and DLQs

  • Data pipelines

It was elegant.
Everyone nodded.
We took a photo, turned it into a polished diagram, and shipped it in the design doc.

Three months later, almost none of it was accurate.

  • One “critical” queue was bypassed entirely

  • The retry logic had moved upstream

  • The data pipeline had split into two

  • The system behaved differently under load than we’d modeled

The problem wasn’t that we were sloppy.
The problem was that the first diagram is always wrong.

🧭 The Mindset Shift

From: “We nailed the design”
To: “This is the starting point for learning”

Diagrams are not the truth.
They are hypotheses.

Your first diagram:

  • Is based on assumptions

  • Reflects limited knowledge

  • Ignores real-world constraints you haven’t hit yet

Great architects don’t defend the first diagram.
They use it to expose flaws fast, so the real design can emerge.

Why First Diagrams Fail

  1. Reality Reveals Hidden Complexity
    Integration quirks, third-party limitations, unexpected latency… none of these are on the first diagram.

  2. Assumptions Go Unchallenged
    If everyone agrees instantly, you’re probably missing something. Good design benefits from pushback

  3. People Work Differently Than Paper
    The moment a real team starts building, shortcuts, optimizations, and edge cases shift the design.

  4. Load Changes Everything
    Behavior at 10 users isn’t the same as 10,000 or 10 million.

🧰 Tool: The Diagram Feedback Loop

Here’s how to make your diagrams more resilient to reality:

Step 1: Draw the First Version Fast

Don’t over-polish. Keep it rough enough that people feel free to question it.

Step 2: Invite Diverse Feedback

Get perspectives from:

  • Engineers who will build it

  • Ops/SRE who will run it

  • Product/PM who understands business flows

Step 3: Simulate Stress

Ask:

  • What breaks under load?

  • What if a dependency is slow?

  • Who owns recovery?

Step 4: Version the Diagram

Treat it like code. Version control it. Show its evolution.

Step 5: Validate in Production

The ultimate diagram is the one that matches reality, which means you’ll update it after go-live.

🔍 Example: The “Perfect” API Gateway

One team I coached designed an API gateway with:

  • Route-based microservices

  • Per-service auth

  • Granular caching rules

It looked perfect.
But once it went live:

  • The cache invalidation rules caused stale data issues

  • The per-service auth calls created latency spikes

  • Operations had to centralize some logic for faster hotfixes

The final design was simpler than the first diagram, and far more stable.

That’s the value of iteration.

🛠 Architect Behavior: Diagram as a Conversation, Not a Contract

1. Label Assumptions on the Diagram

Make it clear: “We think X will happen here”, so people know what to validate.

2. Show Alternative Paths

Add dashed lines or grey boxes for “possible future” or “plan B” scenarios.

3. Keep a “Reality Overlay”

Layer on what actually got built versus what was planned.
It’s humbling and incredibly educational.

4. Use Diagrams in Retros

At the end of a project, revisit the original diagram and note what changed and why.

Advanced Tip: “Stress-Test” the Diagram in a Review

Before approving a design:

  • Ask the most junior engineer to walk through a real scenario using the diagram

  • Ask an ops engineer how they’d troubleshoot a failure in it

  • Ask a PM if the diagram still matches the business flow

If they struggle, your diagram isn’t ready, and neither is your architecture.

Action Step: Run a Diagram Audit

Pick a design diagram you’ve made in the last 6 months.
Ask:

  • How closely does it match reality today?

  • Which parts changed and why?

  • Which assumptions were wrong?

Then write down what you’ll do differently on your next diagram.

🎯 Learn the Updated 5-Day Crash Course

If this resonated, the new version of my free 5-Day Crash Course – From Developer to Architect will take you deeper into:

  • Mindset Shift - From task finisher to system shaper

  • Design for Change - Build for today, adapt for tomorrow

  • Tradeoff Thinking - Decide with context, not dogma

  • Architecture = Communication - Align minds, not just modules

  • Lead Without the Title - Influence decisions before you’re promoted

It’s 5 short, focused lessons designed for busy engineers, and it’s free.

👋 Wrapping Up

The first diagram is always wrong.
That’s not failure, that’s the point.

Architects:

  • Treat diagrams as hypotheses

  • Invite feedback early

  • Expect reality to rewrite the plan

  • Capture lessons for the next design

The goal isn’t to defend the first diagram.
It’s to evolve it until it tells the truth.

Thanks for reading.

See you next week,
Bogdan Colța
Tech Architect Insights

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