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January 17, 20267 min readBuilding a Financial

Building a Financial Trading Platform UI from Market Data Videos

R
Replay Team
Developer Advocates

TL;DR: Learn how to rapidly prototype a financial trading platform UI from market data videos using Replay's behavior-driven reconstruction, significantly accelerating development and ensuring accurate representation of user workflows.

The biggest bottleneck in fintech development isn't the backend infrastructure; it's crafting intuitive and functional UIs that accurately reflect real-world trading workflows. Traditional methods relying on static mockups and manual coding are time-consuming, error-prone, and often fail to capture the dynamic nature of market data.

Enter behavior-driven reconstruction. Instead of relying on static images or abstract descriptions, we can now leverage video recordings of traders interacting with existing platforms to automatically generate functional UI code. This drastically speeds up development, ensures a more accurate representation of user behavior, and allows for rapid iteration based on real-world usage patterns.

From Market Data Video to Functional UI: A Step-by-Step Guide#

This guide will walk you through the process of building a basic financial trading platform UI using Replay, starting from a video recording of a trader interacting with a similar platform.

Step 1: Capture and Prepare Your Video#

The foundation of our approach is a clear video recording of a trader using a trading platform. The video should:

  • Showcase common trading workflows: Opening and closing positions, setting limit orders, viewing market data, etc.
  • Be well-lit and focused: Ensure all UI elements are clearly visible.
  • Be reasonably short: Focus on specific use cases (e.g., scalping a specific stock).

📝 Note: Privacy is paramount. Blur out sensitive information like account balances before uploading.

Step 2: Upload and Process with Replay#

Once you have your video, upload it to Replay. Replay's AI engine, powered by Gemini, analyzes the video frame-by-frame, identifying UI elements, user interactions, and underlying intent. This process, known as Behavior-Driven Reconstruction, goes beyond simple screenshot analysis. Replay understands what the user is doing, not just what they are seeing.

Step 3: Review and Refine the Generated Code#

After processing, Replay generates clean, functional code in your chosen framework (e.g., React, Vue.js). You'll likely need to review and refine the generated code, but the initial output provides a significant head start.

Here's an example of React code that Replay might generate for a simple buy order form:

typescript
// Generated by Replay import React, { useState } from 'react'; const BuyOrderForm = () => { const [symbol, setSymbol] = useState(''); const [quantity, setQuantity] = useState(0); const [price, setPrice] = useState(0); const handleSubmit = (event) => { event.preventDefault(); // Simulate order placement console.log(`Buy ${quantity} shares of ${symbol} at ${price}`); }; return ( <form onSubmit={handleSubmit}> <div> <label htmlFor="symbol">Symbol:</label> <input type="text" id="symbol" value={symbol} onChange={(e) => setSymbol(e.target.value)} /> </div> <div> <label htmlFor="quantity">Quantity:</label> <input type="number" id="quantity" value={quantity} onChange={(e) => setQuantity(parseInt(e.target.value))} /> </div> <div> <label htmlFor="price">Price:</label> <input type="number" id="price" value={price} onChange={(e) => setPrice(parseFloat(e.target.value))} /> </div> <button type="submit">Buy</button> </form> ); }; export default BuyOrderForm;

This code provides a basic form with input fields for symbol, quantity, and price, along with a submit button. While it's a simplified example, it demonstrates how Replay can automatically generate functional UI components from video.

Step 4: Integrate with Market Data and Trading APIs#

The generated UI is just the starting point. To create a fully functional trading platform, you need to integrate it with real-time market data feeds and trading APIs. This typically involves:

  1. Connecting to a Market Data Provider: Services like IEX Cloud, Alpha Vantage, or Polygon.io provide real-time stock quotes and historical data.

  2. Integrating with a Brokerage API: APIs from brokers like Alpaca, Interactive Brokers, or TD Ameritrade allow you to place orders and manage positions.

  3. Implementing Real-time Updates: Use technologies like WebSockets to push market data updates to the UI in real-time.

Here's an example of fetching real-time stock quotes using the IEX Cloud API:

typescript
// Example using IEX Cloud API const fetchQuote = async (symbol: string) => { const apiKey = 'YOUR_IEX_CLOUD_API_KEY'; const url = `https://cloud.iexapis.com/stable/stock/${symbol}/quote?token=${apiKey}`; try { const response = await fetch(url); const data = await response.json(); return data; } catch (error) { console.error('Error fetching quote:', error); return null; } }; // Example usage: fetchQuote('AAPL').then(quote => { if (quote) { console.log(`AAPL Price: ${quote.latestPrice}`); } });

⚠️ Warning: Always handle API keys securely. Never commit them directly to your codebase. Use environment variables or a secrets management system.

Step 5: Iterate and Refine Based on User Feedback#

The beauty of this approach is the ability to rapidly iterate based on user feedback. Record new videos of traders using the platform, upload them to Replay, and generate updated UI code. This continuous feedback loop ensures that the platform evolves to meet the specific needs of its users.

Replay vs. Traditional UI Development: A Comparison#

FeatureTraditional UI DevelopmentScreenshot-to-Code ToolsReplay
Input SourceWireframes, MockupsScreenshotsVideo
Behavior AnalysisManualLimited
Code QualityVariableOften LowHigh
Development SpeedSlowModerateFast
AccuracyLow (subjective)Moderate (visual)High (behavior-driven)
Multi-Page SupportManualLimited
Supabase IntegrationManualManual
Style InjectionManualLimited
Product Flow MapsManualLimited

💡 Pro Tip: Replay's Supabase integration allows you to quickly connect your UI to a scalable backend database, further accelerating development.

Benefits of Using Replay for Financial UI Development#

  • Faster Development Cycles: Generate functional UI code in minutes instead of days or weeks.
  • Improved Accuracy: Capture real-world user behavior and translate it directly into code.
  • Reduced Errors: Minimize manual coding errors and inconsistencies.
  • Enhanced User Experience: Create UIs that are intuitive and aligned with user needs.
  • Rapid Prototyping: Quickly test and iterate on new features and designs.
  • Multi-Page Generation: Reconstruct entire workflows, not just single screens.
  • Style Injection: Maintain consistent branding and design across the platform.
  • Product Flow Maps: Visualize user journeys and identify areas for improvement.

Frequently Asked Questions#

Is Replay free to use?#

Replay offers a free tier with limited usage, allowing you to experiment with the platform. Paid plans are available for higher usage and advanced features.

How is Replay different from screenshot-to-code tools?#

Screenshot-to-code tools simply convert images into code. Replay analyzes video to understand user behavior and intent, resulting in more functional and accurate code. Replay also offers multi-page generation, Supabase integration, style injection, and product flow maps, which are not typically found in screenshot-to-code tools.

What frameworks are supported by Replay?#

Replay currently supports React, Vue.js, and HTML/CSS. Support for other frameworks is planned for future releases.

How secure is my data when using Replay?#

Replay prioritizes data security and privacy. All uploaded videos are processed securely and stored in compliance with industry best practices. You can also blur sensitive information in your videos before uploading.

Can Replay handle complex UI interactions?#

Yes, Replay's AI engine is designed to handle complex UI interactions, including drag-and-drop, form submissions, and real-time updates. The accuracy of the generated code depends on the clarity and quality of the input video.


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