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  • Patterns for queues, production lines and service systems that actually ship
  • Guidance distilled from 15 years of professional simulation projects

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Cover image of the SimPy eBook by Harry Munro

Tired of piecing together scattered tutorials?

You know simulation could transform your work. You've seen its power to optimise systems, predict outcomes and support better decisions. But every time you try to learn SimPy, you hit the same wall: incomplete documentation, half-finished Stack Overflow answers and tutorials that skip the bits you actually need. Hours disappear. Frustration mounts. There has to be a better way.

Turn Your Ideas into Working Simulations

This guide gives you a clear, structured path from concept to working simulation. No more guesswork. No more dead ends. Just practical, battle-tested patterns from 15+ years of professional simulation work explained in plain English with code you can run today. You bring the domain knowledge; this guide handles the technical implementation.

Download free and ship your first SimPy model this week

Why wait? Open the PDF, run the code examples and start testing scenarios straight away; you will move from curiosity to a working model faster than you thought possible and you will not need a checkout to do it.

Instant access
Download the PDF and companion SimPy snippets in minutes.
Proven patterns
Use resource handling, queues and event flows that mirror real systems.
Lifetime updates
Stay current as the guide and examples grow with new scenarios.

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Inside, you will discover how to:

  • Master SimPy fundamentals: environments, processes, events and resource management
  • Build real-world simulations: queues, production lines, service systems and more
  • Write scalable, professional code using proven patterns and best practices
  • Run powerful "what-if" scenarios to test changes before committing resources
  • Debug and validate your models with confidence

What Others Are Saying

Rory Greig, Research Engineer at Google DeepMind

"Harry consistently impressed me with his mastery of both the technical side of simulation modelling and coding as well as the nuanced aspects of simulation project management."

Rory Greig
Research Engineer at Google DeepMind

Chris Samiullah, Technical Programme Manager at Pydantic

"If you're considering learning simulation from Harry, you couldn't be in better hands."

Chris Samiullah
Technical Programme Manager, Pydantic

Dr Peter Malkin, Principal Operations Researcher at CloudNC

"If you wish to master every aspect of applying simulation to improve business decisions, then Harry is an expert guide."

Dr Peter Malkin
Principal Operations Researcher, CloudNC

Dr Alastair Heggie, Senior Modelling and Simulation Engineer

"You can trust that Harry's practical insights and dedication will set you on a path to mastering simulation and applying it with confidence."

Dr Alastair Heggie
Senior Modelling and Simulation Engineer

Photo of Harry Munro

About the Author

Harry Munro is a Chartered Engineer and simulation specialist with over 15 years of experience across industries from transport to mining to defence to energy. He has helped organisations worldwide build better simulations and make smarter decisions.

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