Daniel López Azaña

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Option Panel - High-Performance Rust Options Trading Platform

Professional web-based options analysis platform combining the power of Rust and WebAssembly to perform complex financial calculations with exceptional performance, including Greeks analysis, multi-leg strategies, risk assessment and profitability evaluation with ultra-low latency.

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.

Option Panel Platform Overview

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:

ComponentTechnologyPurpose
Frontend FrameworkLeptos (Rust)Fully reactive UI with type safety
Computation EngineRust + WebAssemblyHigh-performance financial calculations
Backend APIAxum (Rust)RESTful API for data operations
AuthenticationAWS CognitoSecure user management
DatabasePostgreSQLPersistent data storage
Caching LayerRedisReal-time data caching
UI FrameworkTailwind CSS + FlowbiteModern, 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

flowchart TB A[🌐 User Browser] -->|API Request| B[Server] B -->|Calculation| C[Processing] C -->|Response| A

⏱️ Perceptible Latency

Option Panel Architecture

🌐 User Browser

flowchart TB subgraph Browser[" "] direction TB E[WASM Module] F[Rust Engine Ultra-fast Calculation] G[Leptos Reactive UI] E -->|Process| F F -->|Update| G end style Browser fill:transparent

⚡ 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.

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

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.

Results and Impact

Exceptional Performance Results

Ultra-low latencyExtremely fast response for complex financial calculations across thousands of contracts, virtually eliminating user wait times.
Desktop-class visual fluidityPerfectly smooth animations and transitions even during intensive mathematical computations.
Dramatic operational cost reductionClient-side computation drastically minimizes infrastructure expenses by reducing server load.
Enterprise-grade availabilityRobust and highly reliable system designed for professional traders.
Unlimited scalabilityEach browser runs its own calculations, enabling unlimited growth without increasing costs.
No bottlenecksZero processing queues regardless of the number of concurrent users.

Business Impact

Successfully completed developmentFunctional platform designed for professional options traders.
New market segment enabledHigh-performance solution at accessible price point.
Linear cost scalingInfrastructure costs don’t increase with user base.
Technology validationProved Rust/WebAssembly viability for fintech applications.
Competitive advantageDesktop-class performance in a web platform.

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

Demonstrated Rust/Leptos/WASM viability for professional-grade financial applications.
Created reusable calculation libraries for options pricing and risk analysis.
Established best practices for client-side financial computations with WebAssembly.

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

  1. WebAssembly enables desktop-class performance in browsers for computational workloads
  2. Client-side computation eliminates scalability bottlenecks and server costs
  3. Rust’s type system prevents entire classes of bugs before execution
  4. 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 →

Daniel López Azaña

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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