When professional options traders need to analyze thousands of contracts simultaneously, speed is critical. Traditional platforms force them to wait for server responses, limiting their ability to react in markets that move at breakneck speed. Option Panel radically transforms this reality by bringing all computational power directly to the browser, eliminating network latency and delivering an experience that rivals native desktop applications.

I architected and developed this professional options trading platform from the ground up, leveraging the unique capabilities of Rust, Leptos, and WebAssembly to create something truly different: a web application that calculates in real-time without relying on expensive servers, scaling unlimitedly while dramatically reducing operational costs.
The Challenge: Speed Without Compromising Accuracy
Imagine a trader analyzing a complex options strategy with multiple positions. Every adjustment to parameters (underlying price, volatility, time to expiration) triggers a multitude of sophisticated mathematical calculations. On a traditional platform, this means waiting while the server processes, calculates, and returns results. In markets that fluctuate second by second, that wait can cost thousands of dollars in missed opportunities.
Professional traders need:
- Calculate option prices at extremely high speed using advanced pricing models (Black-Scholes, Binomial trees, Monte Carlo simulations).
- Compute all Greeks (Delta, Gamma, Vega, Theta, Rho) for thousands of contracts simultaneously, updating in real-time as the market changes.
- Analyze complex multi-leg strategies evaluating risk and potential profitability of sophisticated option combinations.
- Determine implied volatility through iterative algorithms that converge very rapidly.
- Visualize multidimensional risk matrices and profit/loss scenarios with exceptional performance.
- Perform profitability analysis considering multiple market variables simultaneously.
- Process continuous streams of market data without the interface freezing or showing delays.
The Problem with Traditional Architectures:
Conventional web applications send every calculation request to the server, creating a vicious cycle: more users means more server load, which generates processing queues, increasing latency and infrastructure costs that spiral out of control. Traders wait, servers saturate, and operational costs become unsustainable as the platform grows.
The Solution: Client-Side Computation with WebAssembly
My approach revolutionized the entire architecture by moving all computational power directly to each user’s browser. Modern devices have more than sufficient processing capacity to execute these calculations smoothly for a single user, making the browser the ideal platform. No more server trips for calculations, no more queues, no more waiting. Each user gets their own high-performance calculation engine running on their own machine, completely freeing the server and eliminating network latency from the equation.
Architecture and Technology Stack
The platform is built on a modern hybrid architecture that combines the best of client-server computation, maximizing performance while minimizing operational costs.
Key Components:
| Component | Technology | Purpose |
|---|---|---|
| Frontend Framework | Leptos (Rust) | Fully reactive UI with type safety |
| Computation Engine | Rust + WebAssembly | High-performance financial calculations |
| Backend API | Axum (Rust) | RESTful API for data operations |
| Authentication | AWS Cognito | Secure user management |
| Database | PostgreSQL | Persistent data storage |
| Caching Layer | Redis | Real-time data caching |
| UI Framework | Tailwind CSS + Flowbite | Modern, responsive interface |
Why Rust + Leptos + WebAssembly
Rust was the only viable choice for its exceptional performance, memory safety, and compile-time guarantees. The Leptos framework provides a fully reactive UI comparable to React, but compiles to WebAssembly for near-native speed in the browser.
Key Benefits:
- Extremely fast calculation times for complex mathematical operations.
- Zero runtime overhead - no garbage collection pauses.
- Type safety across the entire frontend.
- Compile-time guarantees preventing entire classes of bugs.
Client-Side Computation Architecture
The most critical architectural decision was to move all financial calculations to the browser.
Traditional Architecture
⏱️ Perceptible Latency
Option Panel Architecture
🌐 User Browser
⚡ Near-Instant Response
Transformative Impact:
- Dramatic reduction in server infrastructure costs.
- Unlimited scalability - each user’s browser runs their own calculations, eliminating bottlenecks.
- Ultra-low latency regardless of calculation complexity.
- Exceptional user experience - near-instant feedback on every interaction, no frustrating waits.
Platform overview showing multiple modules: option chains, P/L graphs, and real-time market analysis
Professional option chains visualization with live Greeks (Delta, Gamma, Vega, Theta, Rho) computed in real-time
Core Features
1. Complex Financial Calculations in Real-Time
The platform performs a wide range of sophisticated mathematical calculations required for professional options trading:
Greeks Analysis:
- Delta - Rate of change of option price relative to underlying asset price.
- Gamma - Rate of change of delta relative to underlying asset price.
- Vega - Sensitivity to volatility changes.
- Theta - Time decay of option value.
- Rho - Sensitivity to interest rate changes.
Multi-Leg Strategy Analysis:
- Evaluation of vertical, horizontal, and diagonal spreads.
- Analysis of straddles, strangles, and iron condors.
- Calculation of potential profitability and maximum risk.
- Comparison of alternative strategies.
Risk and Profitability Analysis:
- Profit/loss scenarios under different market conditions.
- Success probability evaluation.
- Breakeven point analysis.
- Risk-return metrics.
Technical implementation:
- Multiple pricing models implemented in pure Rust: Black-Scholes, Binomial (Cox-Ross-Rubinstein), Monte Carlo.
- Compiled to WebAssembly with aggressive optimizations.
- Vectorized calculations to process a multitude of contracts simultaneously.
- Incremental updates - only recalculate affected options when data changes.
- Web Workers for parallel computation without blocking UI.
Performance achievements:
- Extremely high speed - Complex calculations for thousands of contracts completed in real-time with no perceptible waits.
- Silky-smooth visual performance - Interface updates with desktop-class fluidity even during intensive computations.
- Zero perceptible latency - Market data processing happens in real-time without delays or freezes.
2. Risk Management Tools
Interactive three-dimensional risk matrix showing potential profit/loss across different market scenarios with volatility analysis
Comprehensive trading journal with performance analytics, risk metrics, and historical analysis of successful strategies
Advanced risk visualization features:
- P/L matrices showing profit/loss across price and volatility dimensions.
- Portfolio Greeks aggregated across all positions.
- Scenario analysis - “what if” modeling for different market conditions.
- Position sizing recommendations based on risk parameters.
- Real-time alerts for risk threshold breaches.
3. Multi-Broker Integration
The platform integrates with multiple broker APIs to provide:
- Live market data streaming.
- Account synchronization across multiple brokers.
- Order execution directly from the platform.
- Position tracking and reconciliation.
- Historical data for backtesting strategies.
Advanced order ticket with risk analysis and multi-leg strategy support
Comprehensive dashboard showing positions, risk metrics, and P/L across all connected accounts
Results and Impact
Exceptional Performance Results
Business Impact
Related Project
To complement this trading platform and drive user acquisition, I also developed a high-performance landing page using Astro and Tailwind CSS, featuring intelligent lead capture with advanced spam protection and Directus CMS integration.
View the landing page project
Technical Achievements
Conclusion
The Option Panel project represents a breakthrough in financial web application development. By leveraging Rust, Leptos, and WebAssembly, I created a platform that delivers true desktop-class performance (ultra-low latency, impeccable visual fluidity) in a web browser while dramatically reducing operational costs and achieving unlimited horizontal scalability.
This project demonstrates that complex, computationally intensive financial applications traditionally requiring native development can be built for the web without compromising performance. The architectural decision to move calculations client-side resulted in a platform that is simultaneously faster, unlimitedly more scalable, and dramatically more cost-effective than traditional server-based approaches.
Key Takeaways for Similar Projects
- WebAssembly enables desktop-class performance in browsers for computational workloads
- Client-side computation eliminates scalability bottlenecks and server costs
- Rust’s type system prevents entire classes of bugs before execution
- Modern web frameworks like Leptos deliver React-level developer experience with superior performance
Looking to build something similar?
For businesses needing high-performance web applications that handle:
- Complex real-time calculations (financial modeling, scientific computing, data analysis).
- Intensive data processing without server dependencies.
- Desktop-class responsiveness with web deployment benefits.
- Cost-effective scaling without infrastructure growth.
The Rust/Leptos/WebAssembly stack shown in the Option Panel example provides a robust and scalable solution.
I’m available for consulting and development on similar high-performance applications, helping you solve complex technical challenges while maintaining a high level of cost efficiency.
Get in touch →
About the author
Daniel López Azaña
Tech entrepreneur and cloud architect with over 20 years of experience transforming infrastructures and automating processes.
Specialist in AI/LLM integration, Rust and Python development, and AWS & GCP architecture. Restless mind, idea generator, and passionate about technological innovation and AI.
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