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AI-driven Shopify navigation menu
This video demonstrates how to use the AI-driven Shopify navigation menu template.
import json
import logging
import os
import re
import threading
import time
from collections import defaultdict, Counter
from datetime import datetime, timedelta
from typing import Any, Dict, List
from urllib.parse import urlparse
from uuid import uuid4
import requests
import uvicorn
from fastapi import Body, FastAPI, HTTPException, Path, Query, Request
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import HTMLResponse, JSONResponse
from pydantic import BaseModel, Field
# If you change ask for the actual values then it will try to use them instead of prompting for values every time.
shop_url = "ask"
access_token = "ask"
NUM_ITEMS_TO_SHOW = 10Frequently Asked Questions
How can this AI-driven Shopify navigation menu improve customer experience and potentially increase sales?
The AI-driven Shopify navigation menu enhances customer experience by personalizing product recommendations based on user browsing patterns. As users navigate through the store, the app learns from their behavior and predicts which products they might be interested in next. This personalized approach can lead to increased engagement, as customers are more likely to find relevant products quickly. By displaying these recommendations in a carousel, the app makes it easy for users to discover new items they might not have found otherwise. This improved product discovery can potentially lead to higher conversion rates and increased sales for Shopify store owners.
What types of Shopify stores would benefit most from implementing this AI-driven navigation menu?
The AI-driven Shopify navigation menu is particularly beneficial for: - Stores with large product catalogs: The app helps customers navigate through extensive collections more efficiently. - Fashion and accessories stores: Where product recommendations based on browsing history can lead to complementary purchases. - Electronics stores: Where customers often compare similar products before making a decision. - Specialty stores with niche products: The app can help guide customers to related items they might not have discovered on their own. - High-traffic stores: The more data the app collects, the more accurate its predictions become, making it especially valuable for stores with many visitors.
How does the AI-driven Shopify navigation menu handle user privacy concerns?
The AI-driven Shopify navigation menu is designed with user privacy in mind. It doesn't collect or store personal information like names or email addresses. Instead, it uses anonymized browsing data to make predictions. The app stores recent product URLs visited by each user in their local browser storage, which is not accessible to the store owner or any third parties. Additionally, the app implements measures to prevent data bombing and limits the number of training samples per client to avoid potential misuse. Store owners can also customize the app's behavior through a dashboard, allowing them to exclude certain collections or products if desired.
How can I integrate the AI-driven Shopify navigation menu into my store's theme?
To integrate the AI-driven Shopify navigation menu into your store's theme, you need to add a specific HTML element and a JavaScript snippet. Here's how:
How does the AI-driven Shopify navigation menu handle the initial lack of user data for new visitors?
The AI-driven Shopify navigation menu is designed to handle new visitors effectively. When there's no browsing history available for a user, the app falls back to a default recommendation strategy. This is implemented in the get_recommended_collections function:
```python def get_recommended_collections(recently_visited_products: List[str], count_impressions: bool) -> CollectionSuggestions: # ... (earlier code)
index = 0
while len(collection_ids) < 3 * NUM_ITEMS_TO_SHOW and index < len(shopify_fallback_collections):
from_fallback = shopify_fallback_collections[index]
index += 1
if from_fallback not in collection_ids and not shopify_collections[from_fallback].exclude:
collection_ids.append(from_fallback)
# ... (rest of the function)
```
This code ensures that even without user data, the carousel is populated with a selection of collections from the store. As the user begins to navigate the store, the app quickly starts learning from their behavior and adjusts the recommendations accordingly. Additionally, store owners can pin certain collections to always appear in the carousel, ensuring that key products or promotions are consistently visible to all visitors, including new ones.
Created: | Last Updated:
Introduction to the AI-driven Shopify Navigation Menu Template
This template is designed to enhance the shopping experience on Shopify stores by predicting and displaying products that users are likely to be interested in based on their browsing patterns. The AI-driven navigation menu uses machine learning to learn from user behavior and dynamically updates a carousel with product suggestions. This guide will walk you through the steps to set up and integrate this template into your Shopify store.
Getting Started
To begin using this template, click Start with this Template on the Lazy platform. This will pre-populate the code in the Lazy Builder interface, so there's no need for you to copy or paste any code manually.
Initial Setup
Before testing the app, you'll need to set up some environment secrets within the Lazy Builder. These secrets include your Shopify store URL and an access token to authenticate API requests.
- Log in to your Shopify admin dashboard.
- Go to Apps and then click on Manage private apps.
- Create a new private app or use an existing one to obtain the API credentials.
- Ensure that the private app has the read_products permission.
- Copy the API key (access token) provided by Shopify.
- In the Lazy Builder, navigate to the Environment Secrets tab.
- Add a new secret with the key
SHOP_URLand the value as your Shopify store URL (e.g.,mybeautifulshop.myshopify.com). - Add another secret with the key
ACCESS_TOKENand paste the API key you copied from Shopify as the value.
With these secrets in place, the app will be able to fetch collections and products from your Shopify store.
Test: Pressing the Test Button
Once you've set up the environment secrets, click the Test button in the Lazy Builder. This will deploy the app and launch the Lazy CLI. If the app requires any additional user input, you will be prompted to provide it through the Lazy CLI.
Entering Input
If the app prompts you for input, such as the address of your Shopify store or the app access token, enter the requested information directly into the Lazy CLI. This input is necessary for the app to authenticate and interact with your Shopify store's API.
Using the App
After deployment, the Lazy platform will provide you with a dedicated server link to use the API. Additionally, if the app uses FastAPI, you will also receive a link to the API documentation. You can use these links to interact with the app and see how the AI-driven navigation menu works.
The app also includes a dashboard where you can manage collections and view analytics. Access the dashboard by navigating to the URL provided by the Lazy platform after deployment.
Integrating the App
To integrate the AI-driven navigation menu into your Shopify store, you'll need to add a snippet of code to your store's theme. Here's the sample code provided in the template:
<script async src='YOUR_SERVER_JS_ADDRESS'></script>
Replace YOUR_SERVER_JS_ADDRESS with the server JavaScript address provided by the Lazy platform after deployment. Add this snippet to your Shopify store's theme template where you want the navigation carousel to appear.
For detailed instructions on where and how to add this code to your Shopify theme, refer to the documentation link provided in the code:
Documentation about the Component
By following these steps, you will have successfully integrated the AI-driven Shopify navigation menu into your store, providing a personalized shopping experience for your customers.
Template Benefits
-
Personalized Shopping Experience: This AI-driven navigation menu tailors product recommendations based on user behavior, enhancing the shopping experience and potentially increasing customer satisfaction.
-
Increased Conversion Rates: By predicting and displaying products that users are likely interested in, the app can boost click-through rates and ultimately lead to higher conversion rates and sales.
-
Improved Product Discovery: The carousel feature helps users discover new products they might not have found otherwise, potentially increasing average order value and product range exposure.
-
Data-Driven Insights: The app collects valuable data on user browsing patterns and product interactions, providing merchants with insights to inform inventory management and marketing strategies.
-
Easy Integration with Shopify: Designed specifically for Shopify stores, this template offers a seamless integration process, allowing merchants to quickly implement advanced AI-driven navigation without extensive technical knowledge.
Technologies
Boost Shopify with Lazy AI: Automate Store Management, API Integration, Marketing and More
