| Name | Label | Kind | Unit / Values | Direction | Transform |
|---|---|---|---|---|---|
| monthly_price_min | Lowest Monthly Price | numeric | USD | ↓ Lower | log1p |
| monthly_price_max | Highest Monthly Price | numeric | USD | ↓ Lower | log1p |
| free_plan_available | Free Plan Available | boolean | - | - | - |
| trial_days | Free Trial Length | numeric | days | ↑ Higher | identity |
| money_back_days | Money-back Guarantee | numeric | days | ↑ Higher | identity |
| templates_count | Number of Templates | numeric | - | ↑ Higher | log1p |
| customizable_templates | Templates Fully Customizable | boolean | - | - | - |
| templates_quality | Template Design Quality | categorical | highest-rated1.00 professional0.90 excellent0.80 premium0.70 attractive0.60 Community0.40 limited gallery layout options0.20 ugly0.00 | - | - |
| template_switching_difficulty | Ease of Changing Template | categorical | switching to an alternative template is allowed1.00 easy0.80 difficult0.40 manual process0.30 not_allowed_after_site_is_live0.20 Cannot switch templates0.00 | - | - |
| visual_editor | Visual (What You See Is What You Get) Editor | boolean | - | - | - |
| drag_and_drop | Drag & Drop Editor | boolean | - | - | - |
| code_editor | Built-in Code Editor / Developer Mode | boolean | - | - | - |
| custom_css | Custom CSS Support | boolean | - | - | - |
| custom_js | Custom JavaScript Support | boolean | - | - | - |
| membership_features | Memberships / User Logins | boolean | - | - | - |
| gated_content | Gated / Paid Content Support | boolean | - | - | - |
| ecommerce | Ecommerce Functionality | boolean | - | - | - |
| unlimited_products | Unlimited Products | boolean | - | - | - |
| product_limit | Product Limit (if any) | numeric | count | ↑ Higher | log1p |
| supports_digital_products | Supports Digital / Downloadable Products | boolean | - | - | - |
| supports_subscriptions | Subscription / Recurring Payments Support | boolean | - | - | - |
| inventory_notifications | Low-stock / Out-of-stock Notifications | boolean | - | - | - |
| abandoned_cart_recovery | Abandoned Cart Recovery | boolean | - | - | - |
| payment_processing_fees_percent | Native Transaction Fees | numeric | percent | ↓ Lower | identity |
| shipping_integrations | Shipping / Fulfillment Integrations | boolean | - | - | - |
| tax_management | Built-in Tax Tools | boolean | - | - | - |
| app_store_count | Third-party Apps / Extensions | numeric | - | ↑ Higher | log1p |
| third_party_integrations_count | Direct Integrations (3rd-party services) | numeric | - | ↑ Higher | log1p |
| api_access | Public API / Developer Access | boolean | - | - | - |
| requires_apps_for_advanced | Requires Apps for Core Advanced Features | boolean | - | - | - |
| seo_features | Built-in SEO Features | boolean | - | - | - |
| blogging | Blogging Platform | boolean | - | - | - |
| google_shopping_integration | Google Shopping / Merchant Integration | boolean | - | - | - |
| google_analytics_integration | Google Analytics Integration | boolean | - | - | - |
| email_marketing | Built-in Email Marketing | boolean | - | - | - |
| ai_tools | AI-assisted Tools (site generation, content, etc.) | boolean | - | - | - |
| ai_tools_strength | AI Tools Capability | categorical | All AI tools included1.00 AI-powered site builder1.00 Blueprint AI Builder0.90 explanation and step-by-step guidance for adding text and images0.80 Product descriptions generation0.70 descriptive text generation based on prompts0.70 Meta tag generation0.60 quick0.50 text generation0.30 | - | - |
| support_live_chat | Live Chat Support | boolean | - | - | - |
| support_email | Email / Ticket Support | boolean | - | - | - |
| support_phone | Phone Support | boolean | - | - | - |
| support_chatbot | Automated Chatbot Support | boolean | - | - | - |
| support_response_time_mins | Support Median Response Time | numeric | minutes | ↓ Lower | log1p |
| support_quality | Support Quality | categorical | excellent1.00 help_and_support_core_evaluation_category1.00 knowledgeable staff0.80 8/100.70 7/100.60 3.0 out of 50.50 mixed (community members and customer support)0.40 unhelpful0.00 | - | - |
| hosting_included | Hosting Included | boolean | - | - | - |
| uptime_percentage | Uptime Guarantee / Observed Uptime | numeric | percent | ↑ Higher | identity |
| cdn_included | CDN Included | boolean | - | - | - |
| backups | Backups Available | boolean | - | - | - |
| backups_automated | Automated / Scheduled Backups | boolean | - | - | - |
| server_performance_score | Server Performance / Speed Score | numeric | - | ↑ Higher | identity |
| scalability_suitability | Suitability for Large / Complex Sites | categorical | Suitability for Large / Complex Sites0.90 Suitable for large/complex sites0.80 flexible0.70 Not ideal for complex websites with specific requirements0.40 not suitable for large ecommerce businesses0.30 Not suitable for ecommerce stores with large inventories0.20 Not suitable for large/complex sites0.00 | - | - |
| ssl_included | SSL Certificates Included | boolean | - | - | - |
| backups_available_for_free_plans | Backups Available on Free/Basic Plans | boolean | - | - | - |
| target_audience | Primary Target Audience | categorical | artist websites1.00 enterprise1.00 beginners1.00 developers0.90 businesses0.80 small businesses0.70 Small businesses0.70 creative people who want to sell unusual products0.60 teams managing multiple sites0.50 less tech-savvy audience0.30 | - | - |
| Name | Label | Type | Weight |
|---|---|---|---|
| Affordabilityaffordability | |||
| monthly_price_min | Lowest Monthly Price | numeric_inverse_ecdf | 0.50 |
| monthly_price_max | Highest Monthly Price | numeric_inverse_ecdf | 0.50 |
| Value Additionvalue_addition | |||
| free_plan_available | Free Plan Available | atomic | 0.20 |
| trial_days | Free Trial Length | numeric_ecdf | 0.30 |
| money_back_days | Money-back Guarantee | numeric_ecdf | 0.30 |
| templates_count | Number of Templates | numeric_ecdf | 0.20 |
| Ease of Useease_of_use | |||
| visual_editor | Visual (What You See Is What You Get) Editor | atomic | 0.25 |
| drag_and_drop | Drag & Drop Editor | atomic | 0.25 |
| code_editor | Built-in Code Editor / Developer Mode | atomic | 0.25 |
| customizable_templates | Templates Fully Customizable | atomic | 0.25 |
| Ecommerce Featuresecommerce_feat | |||
| ecommerce | Ecommerce Functionality | atomic | 0.30 |
| unlimited_products | Unlimited Products | atomic | 0.20 |
| product_limit | Product Limit (if any) | numeric_ecdf | 0.20 |
| supports_subscriptions | Subscription / Recurring Payments Support | atomic | 0.20 |
| payment_processing_fees_percent | Native Transaction Fees | numeric_inverse_ecdf | 0.10 |
| Supportsupport | |||
| support_live_chat | Live Chat Support | atomic | 0.25 |
| support_email | Email / Ticket Support | atomic | 0.25 |
| support_phone | Phone Support | atomic | 0.25 |
| support_response_time_mins | Support Median Response Time | numeric_inverse_ecdf | 0.25 |
| Performanceperformance | |||
| server_performance_score | Server Performance / Speed Score | numeric_ecdf | 0.50 |
| uptime_percentage | Uptime Guarantee / Observed Uptime | numeric_ecdf | 0.50 |
| Securitysecurity | |||
| ssl_included | SSL Certificates Included | atomic | 0.50 |
| backups | Backups Available | atomic | 0.25 |
| backups_automated | Automated / Scheduled Backups | atomic | 0.25 |
| Integrationintegration | |||
| app_store_count | Third-party Apps / Extensions | numeric_ecdf | 0.50 |
| third_party_integrations_count | Direct Integrations (3rd-party services) | numeric_ecdf | 0.50 |
| Attribute | Type | Slider Label | Min Label | Max Label |
|---|---|---|---|---|
Lowest Monthly Price monthly_price_min | atomic | Lowest Monthly Price | High Price | Low Price |
Highest Monthly Price monthly_price_max | atomic | Highest Monthly Price | Low Price | High Price |
Free Plan Available free_plan_available | atomic | Free Plan Available | No Free Plan | Free Plan |
Free Trial Length trial_days | atomic | Free Trial Length | No Trial | Long Trial |
Money-back Guarantee money_back_days | atomic | Money-back Guarantee | No Guarantee | Long Guarantee |
Number of Templates templates_count | atomic | Number of Templates | Few Templates | Many Templates |
Templates Fully Customizable customizable_templates | atomic | Templates Fully Customizable | Not Customizable | Fully Customizable |
Template Design Quality templates_quality | atomic | Template Design Quality | Poor Quality | Premium Quality |
Ease of Changing Template template_switching_difficulty | atomic | Ease of Changing Template | Very Difficult | Very Easy |
Visual (What You See Is What You Get) Editor visual_editor | atomic | Visual Editor | No Visual Editor | Visual Editor |
Drag & Drop Editor drag_and_drop | atomic | Drag & Drop Editor | No Drag & Drop | Drag & Drop |
Built-in Code Editor / Developer Mode code_editor | atomic | Built-in Code Editor | No Code Editor | Code Editor |
Custom CSS Support custom_css | atomic | Custom CSS Support | No CSS Support | CSS Supported |
Custom JavaScript Support custom_js | atomic | Custom JavaScript Support | No JavaScript Support | JavaScript Supported |
Memberships / User Logins membership_features | atomic | Membership Features | No Memberships | Memberships Available |
Gated / Paid Content Support gated_content | atomic | Gated Content Support | No Gated Content | Gated Content |
Ecommerce Functionality ecommerce | atomic | Ecommerce Functionality | No Ecommerce | Ecommerce Available |
Unlimited Products unlimited_products | atomic | Unlimited Products | Product Limit | Unlimited Products |
Product Limit (if any) product_limit | atomic | Product Limit | No Products | High Limit |
Supports Digital / Downloadable Products supports_digital_products | atomic | Supports Digital Products | No Digital Support | Digital Support |
Subscription / Recurring Payments Support supports_subscriptions | atomic | Recurring Payments Support | No Support | Recurring Payments |
Low-stock / Out-of-stock Notifications inventory_notifications | atomic | Low-stock Notifications | No Notifications | Low-stock Alerts |
Abandoned Cart Recovery abandoned_cart_recovery | atomic | Abandoned Cart Recovery | No Recovery | Recovery Available |
Native Transaction Fees payment_processing_fees_percent | atomic | Native Transaction Fees | High Fees | No Fees |
Shipping / Fulfillment Integrations shipping_integrations | atomic | Shipping Integrations | No Integrations | Many Integrations |
Built-in Tax Tools tax_management | atomic | Built-in Tax Tools | No Tax Tools | Tax Tools Included |
Third-party Apps / Extensions app_store_count | atomic | Third-party Apps | Few Apps | Many Apps |
Direct Integrations (3rd-party services) third_party_integrations_count | atomic | Third-party Integrations | No Integrations | Many Integrations |
Public API / Developer Access api_access | atomic | Public API Access | No API Access | API Access |
Requires Apps for Core Advanced Features requires_apps_for_advanced | atomic | Requires Apps for Features | No Requirements | Requires Apps |
Built-in SEO Features seo_features | atomic | Built-in SEO Features | No SEO Tools | SEO Tools Included |
Blogging Platform blogging | atomic | Blogging Platform | No Blogging | Blogging Available |
Google Shopping / Merchant Integration google_shopping_integration | atomic | Google Shopping Integration | No Integration | Integration Available |
Google Analytics Integration google_analytics_integration | atomic | Google Analytics Integration | No Integration | Integration Available |
Built-in Email Marketing email_marketing | atomic | Built-in Email Marketing | No Email Marketing | Email Marketing Included |
AI-assisted Tools (site generation, content, etc.) ai_tools | atomic | AI-assisted Tools | No AI Tools | AI Tools Included |
AI Tools Capability ai_tools_strength | atomic | AI Tools Capability | Limited AI Tools | Full AI Tools |
Live Chat Support support_live_chat | atomic | Live Chat Support | No Chat Support | Live Chat Available |
Email / Ticket Support support_email | atomic | Email Support | No Email Support | Email Support Available |
Phone Support support_phone | atomic | Phone Support | No Phone Support | Phone Support Available |
Automated Chatbot Support support_chatbot | atomic | Automated Chatbot Support | No Chatbot | Chatbot Available |
Support Median Response Time support_response_time_mins | atomic | Support Response Time | Long Wait | Quick Response |
Support Quality support_quality | atomic | Support Quality | Poor Quality | Excellent Support |
Hosting Included hosting_included | atomic | Hosting Included | No Hosting | Hosting Included |
Uptime Guarantee / Observed Uptime uptime_percentage | atomic | Uptime Guarantee | Low Uptime | High Uptime |
CDN Included cdn_included | atomic | CDN Included | No CDN | CDN Included |
Backups Available backups | atomic | Backups Available | No Backups | Backups Included |
Automated / Scheduled Backups backups_automated | atomic | Automated Backups | No Automation | Automated Backup |
Server Performance / Speed Score server_performance_score | atomic | Server Performance | Poor Performance | Excellent Performance |
Suitability for Large / Complex Sites scalability_suitability | atomic | Complex Site Suitability | Not Suitable | Highly Suitable |
SSL Certificates Included ssl_included | atomic | SSL Certificates Included | No SSL | SSL Included |
Backups Available on Free/Basic Plans backups_available_for_free_plans | atomic | Backups on Free Plans | No Backups | Backups Included |
Primary Target Audience target_audience | atomic | Primary Target Audience | Not Targeting | Specific Audience |
Affordability affordability | composite | Affordability | High Cost | Low Cost |
Value Addition value_addition | composite | Value Addition | Limited Features | Many Features |
Ease of Use ease_of_use | composite | Ease of Use | Complex Setup | User-friendly |
Ecommerce Features ecommerce_feat | composite | Ecommerce Features | Basic Ecommerce | Full Ecommerce |
Support support | composite | Support | Limited Support | Comprehensive Support |
Performance performance | composite | Performance | Low Performance | High Performance |
Security security | composite | Security | Basic Security | Maximum Security |
Integration integration | composite | Integration | Few Integrations | Many Integrations |
A well-rounded choice for users who want a mix of features and value.
Ideal for users prioritizing cost-effectiveness over advanced features.
Focused on speed and efficiency for users who demand top performance.
Caters to users seeking high-end features and exceptional support.
Designed for users who prioritize security and data protection above all.