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January 5, 20267 min readCreating Data-Driven UI

Creating Data-Driven UI From Video Sources with Server Sent Events (SSE)

R
Replay Team
Developer Advocates

TL;DR: Leverage Replay's video-to-code engine and Server-Sent Events (SSE) to build dynamic, data-driven UIs that perfectly mirror real user behavior, offering a superior alternative to static mockups and screenshot-based code generation.

The era of static UI mockups is dead. Screenshots offer a pale imitation of user interaction. We need behavior, not just pixels. Today's UIs demand real-time data integration and dynamic updates reflecting actual user flows. The challenge? Replicating complex user journeys into functional, data-driven code. That's where Replay and Server-Sent Events (SSE) come into play.

From Video to Data-Driven Reality: Replay's Approach#

Traditional screenshot-to-code tools fall short because they only capture visual elements. They lack the crucial understanding of why a user interacts with the UI in a specific way. Replay, on the other hand, uses Behavior-Driven Reconstruction. It analyzes video recordings of user interactions to generate code that accurately reflects the intended functionality.

Consider a user navigating a multi-page e-commerce checkout process. A screenshot-to-code tool might generate static representations of each page. Replay, however, understands the flow: adding items to the cart, entering shipping details, applying discounts, and completing the purchase. It can then generate code that not only displays these elements but also connects them to backend data sources via SSE for real-time updates.

Server-Sent Events (SSE): The Key to Dynamic Updates#

Server-Sent Events provide a one-way communication channel from the server to the client. Unlike WebSockets, SSE is simpler to implement and ideal for scenarios where the server pushes updates to the client without requiring continuous bi-directional communication. This makes it perfect for building data-driven UIs that reflect real-time changes.

Why SSE over WebSockets for Data-Driven UIs?#

FeatureServer-Sent Events (SSE)WebSockets
CommunicationOne-way (Server to Client)Two-way
ComplexitySimplerMore Complex
OverheadLowerHigher
Use CasesReal-time updates, notificationsReal-time games, chat applications
Browser SupportExcellentExcellent

For scenarios where you primarily need the server to push data to the client (e.g., stock prices, order status updates, real-time analytics), SSE offers a more efficient and less complex solution than WebSockets. Replay leverages this to create UIs that react instantly to backend data changes.

Building a Real-Time Order Tracking UI with Replay and SSE#

Let's walk through a practical example: building a real-time order tracking UI.

Step 1: Capture User Flow with Replay#

First, record a video of a user interacting with your order tracking system. This could involve logging in, viewing order details, and checking the shipment status. Upload this video to Replay.

Step 2: Generate Initial Code with Replay#

Replay analyzes the video and generates the initial UI code. This code will include the basic structure of the order tracking page, including elements like order ID, shipment status, and estimated delivery date. Replay's multi-page generation ensures that all relevant screens in the user flow are captured and translated into code.

Step 3: Implement SSE Connection#

Now, let's integrate SSE to receive real-time updates on the order status. Here's how you can set up the client-side code using JavaScript:

javascript
// Establishing SSE connection const eventSource = new EventSource('/api/order-updates?orderId=123'); eventSource.onmessage = (event) => { const data = JSON.parse(event.data); updateOrderStatus(data.status); updateEstimatedDelivery(data.deliveryDate); }; eventSource.onerror = (error) => { console.error('SSE error:', error); eventSource.close(); }; // Function to update order status in the UI function updateOrderStatus(status) { const orderStatusElement = document.getElementById('order-status'); if (orderStatusElement) { orderStatusElement.textContent = status; } } // Function to update estimated delivery date in the UI function updateEstimatedDelivery(deliveryDate) { const deliveryDateElement = document.getElementById('delivery-date'); if (deliveryDateElement) { deliveryDateElement.textContent = deliveryDate; } }

This code establishes an SSE connection to the

text
/api/order-updates
endpoint. It listens for
text
message
events, parses the JSON data, and updates the corresponding UI elements with the latest order status and estimated delivery date. The
text
onerror
handler gracefully handles connection errors.

Step 4: Configure the Server-Side SSE Endpoint#

On the server-side (e.g., using Node.js with Express), you need to create an endpoint that streams order updates to the client:

javascript
const express = require('express'); const app = express(); const port = 3000; app.get('/api/order-updates', (req, res) => { res.setHeader('Content-Type', 'text/event-stream'); res.setHeader('Cache-Control', 'no-cache'); res.setHeader('Connection', 'keep-alive'); res.flushHeaders(); // send the headers immediately to the client // Simulate order updates every 3 seconds let orderStatus = 'Processing'; let deliveryDate = '2024-03-15'; let intervalId = setInterval(() => { if (orderStatus === 'Processing') { orderStatus = 'Shipped'; deliveryDate = '2024-03-14'; } else if (orderStatus === 'Shipped') { orderStatus = 'Out for Delivery'; deliveryDate = '2024-03-13'; } else { orderStatus = 'Delivered'; deliveryDate = '2024-03-12'; clearInterval(intervalId); // Stop sending updates } const data = { status: orderStatus, deliveryDate: deliveryDate }; res.write(`data: ${JSON.stringify(data)}\n\n`); // SSE format }, 3000); // Handle client disconnection req.on('close', () => { clearInterval(intervalId); res.end(); }); }); app.listen(port, () => { console.log(`SSE server listening at http://localhost:${port}`); });

This code sets the appropriate headers for SSE, including

text
Content-Type
,
text
Cache-Control
, and
text
Connection
. It then simulates order updates every 3 seconds and sends them to the client in the SSE format (
text
data: JSON_DATA\n\n
). The
text
req.on('close')
handler ensures that the interval is cleared when the client disconnects.

Step 5: Style Injection and Refinement#

Replay also supports style injection, allowing you to customize the UI's appearance. You can inject CSS or Tailwind CSS styles to match your brand's design.

💡 Pro Tip: Use Replay's Product Flow maps to visualize the entire user journey and identify areas where data updates are most critical.

Benefits of Replay's Behavior-Driven Reconstruction with SSE#

  • Accurate Representation of User Intent: Replay understands how users interact with the UI, leading to more accurate and functional code.
  • Real-Time Data Integration: SSE enables dynamic updates, ensuring that the UI always reflects the latest data.
  • Faster Development: Replay automates the process of generating UI code, saving you significant time and effort.
  • Improved User Experience: Data-driven UIs provide a more engaging and informative user experience.
  • Seamless Supabase Integration: Replay integrates seamlessly with Supabase, allowing you to easily connect your UI to your backend data.

⚠️ Warning: Ensure that your SSE endpoint is properly secured to prevent unauthorized access to sensitive data.

Replay vs. Traditional Methods: A Clear Advantage#

FeatureTraditional MockupsScreenshot-to-CodeReplay with SSE
Data IntegrationManualLimitedReal-time
User Behavior UnderstandingNoneNoneDeep
Development SpeedSlowModerateFast
AccuracyLowModerateHigh
Dynamic UpdatesNoNoYes

Frequently Asked Questions#

Is Replay free to use?#

Replay offers a free tier with limited usage. Paid plans are available for higher usage and advanced features.

How is Replay different from v0.dev?#

v0.dev primarily focuses on generating UI components based on text prompts. Replay, on the other hand, analyzes video recordings of user interactions to generate complete, data-driven UIs. Replay understands user behavior, while v0.dev focuses on visual elements.

Can Replay handle complex user flows?#

Yes, Replay's multi-page generation and behavior analysis capabilities allow it to handle complex user flows with multiple screens and interactions.

📝 Note: Replay's ability to analyze video and generate code based on user behavior is a game-changer for UI development. It allows you to create UIs that are not only visually appealing but also functional and data-driven. 🚀


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