Shopify Abandoned Cart Apps Market Intelligence Dataset (62 features)
Last Updated: 06/03/2026 This dataset packages 281 current Shopify App Store abandoned-cart apps into one analysis-ready table for ecommerce tooling research, merchant screening, pricing analysis, and competitive intelligence. It starts from Shopify's live Abandoned cart category and enriches each app with pricing-plan structure, review volume, Built for Shopify flags, languages, integrations, category feature labels, developer metadata, and messaging-channel signals such as WhatsApp, SMS, email, push, popup, COD, and AI support. Current snapshot highlights: Median starting monthly price is $15.00 Median review count is 8, with the largest app at 1,130 reviews 3.9% of rows carry Shopify's Built for Shopify badge 43.1% of rows include AI, agent, or chatbot language Use cases Benchmark Shopify cart-recovery app pricing, trial strategy, and review density Compare how WhatsApp, SMS, email, push, popup, and multi-channel positioning distribute across the category Screen which apps bundle the broadest feature sets and integrations for merchant recommendations Build internal dashboards for Shopify app-market monitoring, founder research, and agency tooling comparisons Dataset includes 281 rows and 62 columns. Fields included record_id: Text column. Stable unique row identifier derived from the Shopify app handle. app_slug: Text column. Shopify app handle used in the public app-store URL. app_name: Text column. Customer-facing Shopify app name shown on the category and detail pages. app_url: Text column. Canonical public Shopify App Store URL for the app. category_slug: Text column. Shopify App Store category slug used as the source discovery lane. category_name: Text column. Human-readable Shopify category name for the source lane. category_page_url: Text column. Base Shopify category URL used to collect the abandoned-cart app listings. page_number: Whole-number numeric column. Category page number on which the app was discovered. position_on_page: Whole-number numeric column. 1-based position of the app on its discovered category page. category_rank: Whole-number numeric column. Overall 1-based rank across the paginated category crawl. icon_url: Text column. Public Shopify app icon URL exposed on the category card. developer_name: Text column. Developer or company name shown on the app detail page. developer_url: Text column. Developer website URL shown on the support section when available. developer_domain: Text column. Domain extracted from the developer website URL when available. developer_location: Text column. Developer location text shown on the Shopify app detail page when available. launched_date: Text column. Launch date shown on the Shopify app detail page when available. based_in_country: Text column. Country or region text from the app page's based-in note when available. rating: Decimal numeric column. Overall Shopify App Store rating shown for the app. review_count: Whole-number numeric column. Total public review count shown on the Shopify app page. review_histogram_pipe: Text column. Pipe-delimited rating-count histogram in the format star:count. review_share_pct_pipe: Text column. Pipe-delimited rating-share histogram in the format star:percent. pricing_summary: Text column. Short pricing summary shown near the top of the Shopify app detail page. pricing_model: Text column. Best-effort pricing model classification inferred from the pricing summary and plan cards. has_free_plan: True/false column. Boolean flag indicating that Shopify labels the app as having a free plan. has_free_trial: True/false column. Boolean flag indicating that Shopify labels the app as having a free trial. is_free_to_install: True/false column. Boolean flag indicating that Shopify labels the app as free to install. has_built_for_shopify: True/false column. Boolean flag indicating that the app carries the Built for Shopify badge. pricing_plan_count: Whole-number numeric column. Number of pricing plan cards exposed on the Shopify app detail page. monthly_price_min_usd: Decimal numeric column. Lowest monthly list price in USD parsed from the pricing cards when available. monthly_price_max_usd: Decimal numeric column. Highest monthly list price in USD parsed from the pricing cards when available. one_time_price_min_usd: Decimal numeric column. Lowest one-time charge price in USD parsed from pricing text when available. usage_rate_min_usd: Decimal numeric column. Lowest usage-based per-unit price parsed from pricing text when available. yearly_discount_max_pct: Decimal numeric column. Largest yearly savings percentage parsed from the pricing cards when available. plan_names_pipe: Text column. Pipe-delimited pricing plan names from the Shopify app detail page. plan_price_labels_pipe: Text column. Pipe-delimited human-readable plan price labels from the pricing cards. plan_trial_labels_pipe: Text column. Pipe-delimited trial or footer labels associated with the pricing cards. short_description: Text column. Short category-card summary shown for the app in the source category listing. long_description: Free-text column containing longer text values. Longer normalized descriptive text from the Shopify app detail page. key_benefits_pipe: Column contains no non-null values. Pipe-delimited value-proposition bullets from the top descriptive section of the app page. languages_pipe: Text column. Pipe-delimited languages listed on the Shopify app detail page. language_count: Whole-number numeric column. Count of languages listed on the Shopify app detail page. works_with_pipe: Text column. Pipe-delimited integrations or tools listed in the Works with section. integration_count: Whole-number numeric column. Count of integrations or tools listed in the Works with section. category_labels_pipe: Text column. Pipe-delimited top-level Shopify app categories shown inside the app detail page. category_label_count: Whole-number numeric column. Count of top-level category labels shown inside the app detail page. feature_groups_pipe: Text column. Pipe-delimited category feature-group headings shown on the app detail page. category_features_pipe: Free-text column containing longer text values. Pipe-delimited category feature labels shown on the app detail page. feature_count: Whole-number numeric column. Count of distinct category feature labels shown on the app detail page. merchant_summary_text: Free-text column containing longer text values. Shopify Magic merchant-summary text shown for sufficiently reviewed apps when available. has_ai_signal: True/false column. Boolean flag for AI, agent, chatbot, GPT, or automation language in the app text. has_whatsapp_signal: True/false column. Boolean flag for WhatsApp positioning in the app text. has_sms_signal: True/false column. Boolean flag for SMS or text-message positioning in the app text. has_email_signal: True/false column. Boolean flag for email or newsletter positioning in the app text. has_push_signal: True/false column. Boolean flag for push-notification positioning in the app text. has_popup_signal: True/false column. Boolean flag for popup or exit-intent positioning in the app text. has_chatbot_signal: True/false column. Boolean flag for chatbot or live-chat positioning in the app text. has_cod_signal: True/false column. Boolean flag for COD or cash-on-delivery positioning in the app text. has_flow_integration: True/false column. Boolean flag for Shopify Flow positioning or integration language in the app text. primary_channel: Text column. Best-effort primary recovery or messaging channel inferred from the app text. market_signal_score: Whole-number numeric column. Heuristic 0-100 score combining reviews, rating, feature depth, integrations, pricing breadth, and badge signals. source_domain: Text column. Source domain used for category and app-page collection. last_collected_at: Date or timestamp column. UTC timestamp when the row was collected for this dataset build. Find the full description and Dataset card with the dataset outline/structure/features on Hugging Face
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