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Gain deeper insights into your data and optimize the performance of your ecommerce efforts with real-time data collection.\n\n\u003Cbr>\n\n## 🧩 Before You Start: Custom App Setup\n\nTo authorize WitCloud with your Shopify store, you need to create a custom application in Shopify Partners and obtain the **Client ID** and **Client Secret** credentials. Follow the steps below to complete this process.\n\n> 💡**Tip:** You need access to **Shopify Partners** dashboard to create a custom app. If you don't have a Partners account, create one at \u003Ca href=\"https://partners.shopify.com\" target=\"_blank\">partners.shopify.com\u003C/a>.\n\n\u003Cbr>\n\n**Step 1: Access the Dev Dashboard**\n\nGo to \u003Ca href=\"https://dev.shopify.com/dashboard\" target=\"_blank\">Shopify Dev Dashboard\u003C/a> and navigate to the **Apps** section. Click **Create app** in the top right corner.\n\n\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/6470ec493e/auth1.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 2: Create a New App**\n\nIn the \"Create an app\" screen, select **Start from Dev Dashboard** option on the right side. Enter the **App name** (e.g., \"WitCloud Connector\") and click **Create**.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/5184b32cff/auth2.png)\n\n\u003Cbr>\u003Cbr>\n\n\n**Step 3: Create a New Version**\n\nGo back to the \u003Ca href=\"https://dev.shopify.com\" target=\"_blank\">Dev Dashboard\u003C/a> and navigate to the **Versions** section. Click **Create a version** to create a new app version with the required scopes.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/454b84447b/auth10.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 4: Configure Scopes and Release**\n\nIn the version configuration:\n\n1. Add the required **Scopes** for WitCloud integration:  \n   - `read_all_orders`  \n   - `read_customers`  \n   - `read_discounts`  \n   - `read_inventory`  \n   - `read_orders`  \n   - `read_products`  \n   - `read_returns`  \n   - `read_online_store_navigation`\n> 📋 **Copy all scopes at once** and paste them into the scopes field:\n  `read_all_orders,read_customers,read_discounts,read_inventory,read_orders,read_products,read_returns,read_online_store_navigation`\n2. Click **Release** to publish this version.\n\n![](https://a.storyblok.com/f/296300/1920x911/db233987a0/auth11.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 5: Confirm Release**\n\nIn the release dialog, you can optionally provide a version name and message. Click **Release** to confirm.\n\n\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/87e876de75/auth12.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 6: Install the App**\n\nGo to your app's **Home** section and click **Install app** to install it on your store.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/63da6866e2/auth13.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 7: Authorize App Installation**\n\nWhen installing the app on your store, you will see a permission request screen. Review the permissions:\n\n- View personal data (Customers, store owner)  \n- View store data (Customers, products, orders, discounts)\n\n\u003Cbr>\n\nClick **Install** to authorize the app.\n\n\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/a895ba11cb/auth15.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 8: Select Store (if multiple stores)**\n\nIf you have multiple stores, select the appropriate store where you want to install the app.\n\n\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/f436d1d229/auth16.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 9: Example Domain Page (Expected Behavior)**\n\nAfter installing the app on your store, you may be redirected to an **Example Domain** page — this is completely normal and expected behavior.\n\n> 💡 **Note:** This page appears because the app is configured with a placeholder redirect URL used during development. It does **not** indicate an error. Simply close this tab and return to your app in the **Shopify Dev Dashboard** to continue.\n\n\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/0b6a7b5458/auth-example-domain.png)\n\n\u003Cbr>\u003Cbr>\n\n**Step 10: Copy Client ID and Client Secret**\n\nNavigate to the **Settings** section of your app. Here you will find the **Credentials** section with:\n\n- **Client ID** — copy this value  \n- **Secret** — click the eye icon to reveal and copy the secret\n\n\u003Cbr>\n\nThese credentials are required for WitCloud authorization.\n\n\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/3c1295a59c/auth14.png)\n\n\u003Cbr>\u003Cbr>\n\n**Done!** You now have the **Client ID** and **Client Secret** needed to authorize Shopify in WitCloud. Use these credentials in the authorization form when setting up the Shopify integration.\n\n\u003Cbr>\n\n## 📝 Configuration Guide\n\nFollow the steps below to connect Shopify with BigQuery. Once the setup is complete, your ad data will be automatically transferred to your BigQuery project.\n\n> 💡 **Tip:** Make sure you have **admin access** to your Shopify account before starting the configuration.\n\n### 🔧 Module Setup\n\nGo to the **Collect** section in the menu > Click **Create Data Collect**.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/e0e587feac/step1.png)\n\n\u003Cbr>\u003Cbr>\n\nSelect **Shopify** from the list of available integrations.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/2bbd948620/step2.png)\n\n\u003Cbr>\u003Cbr>\n\nEnter the **Collect Name**, e.g., \"Shopify Collect\".\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/4f40198ad5/step3.png)\n\n\u003Cbr>\u003Cbr>\n\nEnter the **Shop URL** - your Shopify admin store URL (e.g. your-store.myshopify.com, not your custom domain)\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/3f2bb9d575/step4.png)\n\n\u003Cbr>\u003Cbr>\n\n### 🔑 Authorization\n\n> 💡 **Tip:** If you have previously authorized the Shopify module and do not require additional permissions, you can skip this step.\n\nClick **Authorize**.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/79805fe434/step5.png)\n\n\u003Cbr>\u003Cbr>\n\nFill out the authorization form.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/9ea5e69cb9/step6.png)\n\n\u003Cbr>\u003Cbr>\n\nSelect the appropriate token from the dropdown list.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/7683d951a3/step7.png)\n\n\u003Cbr>\n\n**Advanced settings**\n\nSome tables that store the entire data history — such as products or stocks — are refreshed less frequently; you can adjust this setting in **Data freshness** field.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/bad0f7d095/step8.png)\n\n\u003Cbr>\u003Cbr>\n\nIn the **Tables to collect** field, you can exclude certain tables from being collected. This will affect the speed of data retrieval.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/4962912433/step9.png)\n\n\u003Cbr>\n\n### ⏳ Historical Data and Scheduling\n\nSelect the **date range** for which you want to fetch historical data.\n\n\u003Cbr>\u003Cbr>\n\n![](https://a.storyblok.com/f/296300/1920x911/595182ab20/step10.png)\n\n\u003Cbr>\n\nDuring the initial setup, you can retrieve data going back up to **12 months**, with the possibility of importing older data.\n\n\u003Cbr>\n\nA data synchronization schedule will be created \u003Cu>automatically\u003C/u>. More information on this topic can be found [here](/docs/workflow#auto-workflow).\n\n\u003Cbr/>\n\nClick **Create** to complete the configuration.\n\n\u003Cbr>\n\n✅ **Done!** Your Shopify data will now be synchronized with BigQuery, providing you with detailed insights into the performance of your ecommerce platform.\n\n\u003Cbr>\n\n## 📊 Data Schema\n\nExpand the tables below to view the full data schema collected from Shopify.\n\n\u003Cbr>\n\n::expandable-table\n---\ntitle: '🔎 Click to view the data schema for the shopify_orders table'\n---\n| Field Name                                                   | Mode     | Type      |\n| ------------------------------------------------------------ | -------- | --------- |\n| id                                                           | NULLABLE | STRING    |\n| admin_graphql_api_id                                         | NULLABLE | STRING    |\n| name                                                         | NULLABLE | STRING    |\n| order_number                                                 | NULLABLE | INTEGER   |\n| number                                                       | NULLABLE | INTEGER   |\n| created_at                                                   | NULLABLE | TIMESTAMP |\n| updated_at                                                   | NULLABLE | TIMESTAMP |\n| processed_at                                                 | NULLABLE | TIMESTAMP |\n| cancelled_at                                                 | NULLABLE | TIMESTAMP |\n| currency                                                     | NULLABLE | STRING    |\n| tags                                                         | REPEATED | STRING    |\n| note                                                         | NULLABLE | STRING    |\n| financial_status                                             | NULLABLE | STRING    |\n| fulfillment_status                                           | NULLABLE | STRING    |\n| subtotal_price_set                                           | NULLABLE | RECORD    |\n| total_tax_set                                                | NULLABLE | RECORD    |\n| total_price_set                                              | NULLABLE | RECORD    |\n| customer                                                     | NULLABLE | RECORD    |\n| billing_address                                              | NULLABLE | RECORD    |\n| shipping_address                                             | NULLABLE | RECORD    |\n| shipping_lines                                               | REPEATED | RECORD    |\n| fulfillments                                                 | REPEATED | RECORD    |\n| line_items                                                   | REPEATED | RECORD    |\n| subtotal_price_set.shop_money                                | NULLABLE | RECORD    |\n| subtotal_price_set.shop_money.amount                         | NULLABLE | FLOAT     |\n| subtotal_price_set.shop_money.currency_code                  | NULLABLE | STRING    |\n| subtotal_price_set.presentment_money                         | NULLABLE | RECORD    |\n| subtotal_price_set.presentment_money.amount                  | NULLABLE | FLOAT     |\n| subtotal_price_set.presentment_money.currency_code           | NULLABLE | STRING    |\n| total_tax_set.shop_money                                     | NULLABLE | RECORD    |\n| total_tax_set.shop_money.amount                              | NULLABLE | FLOAT     |\n| total_tax_set.shop_money.currency_code                       | NULLABLE | STRING    |\n| total_tax_set.presentment_money                              | NULLABLE | RECORD    |\n| total_tax_set.presentment_money.amount                       | NULLABLE | FLOAT     |\n| total_tax_set.presentment_money.currency_code                | NULLABLE | STRING    |\n| total_price_set.shop_money                                   | NULLABLE | RECORD    |\n| total_price_set.shop_money.amount                            | NULLABLE | FLOAT     |\n| total_price_set.shop_money.currency_code                     | NULLABLE | STRING    |\n| total_price_set.presentment_money                            | NULLABLE | RECORD    |\n| total_price_set.presentment_money.amount                     | NULLABLE | FLOAT     |\n| total_price_set.presentment_money.currency_code              | NULLABLE | STRING    |\n| customer.admin_graphql_api_id                                | NULLABLE | STRING    |\n| customer.first_name                                          | NULLABLE | STRING    |\n| customer.last_name                                           | NULLABLE | STRING    |\n| customer.email                                               | NULLABLE | STRING    |\n| billing_address.name                                         | NULLABLE | STRING    |\n| billing_address.address1                                     | NULLABLE | STRING    |\n| billing_address.address2                                     | NULLABLE | STRING    |\n| billing_address.city                                         | NULLABLE | STRING    |\n| billing_address.country                                      | NULLABLE | STRING    |\n| billing_address.zip                                          | NULLABLE | STRING    |\n| billing_address.phone                                        | NULLABLE | STRING    |\n| shipping_address.name                                        | NULLABLE | STRING    |\n| shipping_address.address1                                    | NULLABLE | STRING    |\n| shipping_address.address2                                    | NULLABLE | STRING    |\n| shipping_address.city                                        | NULLABLE | STRING    |\n| shipping_address.country                                     | NULLABLE | STRING    |\n| shipping_address.zip                                         | NULLABLE | STRING    |\n| shipping_address.phone                                       | NULLABLE | STRING    |\n| shipping_lines.title                                         | NULLABLE | STRING    |\n| shipping_lines.original_price_set                            | NULLABLE | RECORD    |\n| shipping_lines.original_price_set.shop_money                 | NULLABLE | RECORD    |\n| shipping_lines.original_price_set.shop_money.amount          | NULLABLE | FLOAT     |\n| shipping_lines.original_price_set.shop_money.currency_code   | NULLABLE | STRING    |\n| shipping_lines.discounted_price_set                          | NULLABLE | RECORD    |\n| shipping_lines.discounted_price_set.shop_money               | NULLABLE | RECORD    |\n| shipping_lines.discounted_price_set.shop_money.amount        | NULLABLE | FLOAT     |\n| shipping_lines.discounted_price_set.shop_money.currency_code | NULLABLE | STRING    |\n| fulfillments.admin_graphql_api_id                            | NULLABLE | STRING    |\n| fulfillments.created_at                                      | NULLABLE | TIMESTAMP |\n| fulfillments.status                                          | NULLABLE | STRING    |\n| fulfillments.tracking_info                                   | REPEATED | RECORD    |\n| fulfillments.tracking_info.company                           | NULLABLE | STRING    |\n| fulfillments.tracking_info.number                            | NULLABLE | STRING    |\n| fulfillments.tracking_info.url                               | NULLABLE | STRING    |\n| line_items.admin_graphql_api_id                              | NULLABLE | STRING    |\n| line_items.title                                             | NULLABLE | STRING    |\n| line_items.quantity                                          | NULLABLE | INTEGER   |\n| line_items.taxable                                           | NULLABLE | BOOLEAN   |\n| line_items.discounted_total_set                              | NULLABLE | RECORD    |\n| line_items.discounted_total_set.shop_money                   | NULLABLE | RECORD    |\n| line_items.discounted_total_set.shop_money.amount            | NULLABLE | FLOAT     |\n| line_items.discounted_total_set.shop_money.currency_code     | NULLABLE | STRING    |\n| line_items.original_total_set                                | NULLABLE | RECORD    |\n| line_items.original_total_set.shop_money                     | NULLABLE | RECORD    |\n| line_items.original_total_set.shop_money.amount              | NULLABLE | FLOAT     |\n| line_items.original_total_set.shop_money.currency_code       | NULLABLE | STRING    |\n| line_items.variant                                           | NULLABLE | RECORD    |\n| line_items.variant.admin_graphql_api_id                      | NULLABLE | STRING    |\n| line_items.variant.title                                     | NULLABLE | STRING    |\n| line_items.variant.sku                                       | NULLABLE | STRING    |\n| line_items.variant.price                                     | NULLABLE | FLOAT     |\n| line_items.variant.product                                   | NULLABLE | RECORD    |\n| line_items.variant.product.admin_graphql_api_id              | NULLABLE | STRING    |\n| line_items.variant.product.title                             | NULLABLE | STRING    |\n| line_items.variant.product.handle                            | NULLABLE | STRING    |\n| line_items.variant.inventory_item                            | NULLABLE | RECORD    |\n| line_items.variant.inventory_item.admin_graphql_api_id       | NULLABLE | STRING    |\n| line_items.variant.inventory_item.measurement                | NULLABLE | RECORD    |\n| line_items.variant.inventory_item.measurement.weight         | NULLABLE | RECORD    |\n| line_items.variant.inventory_item.measurement.weight.value   | NULLABLE | FLOAT     |\n| line_items.variant.inventory_item.measurement.weight.unit    | NULLABLE | STRING    |\n::\n\n::expandable-table\n---\ntitle: '🔎 Click to view the data schema for the shopify_products table'\n---\n| Field Name                                       | Mode     | Type      |\n| ------------------------------------------------ | -------- | --------- |\n| id                                               | NULLABLE | STRING    |\n| admin_graphql_api_id                             | NULLABLE | STRING    |\n| title                                            | NULLABLE | STRING    |\n| handle                                           | NULLABLE | STRING    |\n| status                                           | NULLABLE | STRING    |\n| tags                                             | REPEATED | STRING    |\n| vendor                                           | NULLABLE | STRING    |\n| product_type                                     | NULLABLE | STRING    |\n| created_at                                       | NULLABLE | TIMESTAMP |\n| updated_at                                       | NULLABLE | TIMESTAMP |\n| published_at                                     | NULLABLE | TIMESTAMP |\n| body_html                                        | NULLABLE | STRING    |\n| image                                            | NULLABLE | RECORD    |\n| images                                           | REPEATED | RECORD    |\n| options                                          | REPEATED | RECORD    |\n| variants                                         | REPEATED | RECORD    |\n| image.admin_graphql_api_id                       | NULLABLE | STRING    |\n| image.alt                                        | NULLABLE | STRING    |\n| image.src                                        | NULLABLE | STRING    |\n| images.admin_graphql_api_id                      | NULLABLE | STRING    |\n| images.alt                                       | NULLABLE | STRING    |\n| images.src                                       | NULLABLE | STRING    |\n| options.admin_graphql_api_id                     | NULLABLE | STRING    |\n| options.name                                     | NULLABLE | STRING    |\n| options.values                                   | REPEATED | STRING    |\n| variants.admin_graphql_api_id                    | NULLABLE | STRING    |\n| variants.title                                   | NULLABLE | STRING    |\n| variants.sku                                     | NULLABLE | STRING    |\n| variants.price                                   | NULLABLE | FLOAT     |\n| variants.compare_at_price                        | NULLABLE | FLOAT     |\n| variants.barcode                                 | NULLABLE | STRING    |\n| variants.created_at                              | NULLABLE | TIMESTAMP |\n| variants.updated_at                              | NULLABLE | TIMESTAMP |\n| variants.position                                | NULLABLE | INTEGER   |\n| variants.inventory_quantity                      | NULLABLE | INTEGER   |\n| variants.selected_options                        | REPEATED | RECORD    |\n| variants.selected_options.name                   | NULLABLE | STRING    |\n| variants.selected_options.value                  | NULLABLE | STRING    |\n| variants.inventory_item                          | NULLABLE | RECORD    |\n| variants.inventory_item.admin_graphql_api_id     | NULLABLE | STRING    |\n| variants.inventory_item.measurement              | NULLABLE | RECORD    |\n| variants.inventory_item.measurement.weight       | NULLABLE | RECORD    |\n| variants.inventory_item.measurement.weight.value | NULLABLE | FLOAT     |\n| variants.inventory_item.measurement.weight.unit  | NULLABLE | STRING    |\n::\n\n::expandable-table\n---\ntitle: '🔎 Click to view the data schema for the shopify_refunds table'\n---\n| Field Name                                          | Mode     | Type      |\n| --------------------------------------------------- | -------- | --------- |\n| id                                                  | NULLABLE | STRING    |\n| admin_graphql_api_id                                | NULLABLE | STRING    |\n| created_at                                          | NULLABLE | TIMESTAMP |\n| updated_at                                          | NULLABLE | TIMESTAMP |\n| note                                                | NULLABLE | STRING    |\n| order                                               | NULLABLE | RECORD    |\n| total_refunded_set                                  | NULLABLE | RECORD    |\n| refund_line_items                                   | REPEATED | RECORD    |\n| transactions                                        | REPEATED | RECORD    |\n| order.admin_graphql_api_id                          | NULLABLE | STRING    |\n| order.name                                          | NULLABLE | STRING    |\n| order.order_number                                  | NULLABLE | INTEGER   |\n| total_refunded_set.shop_money                       | NULLABLE | RECORD    |\n| total_refunded_set.shop_money.amount                | NULLABLE | FLOAT     |\n| total_refunded_set.shop_money.currency_code         | NULLABLE | STRING    |\n| total_refunded_set.presentment_money                | NULLABLE | RECORD    |\n| total_refunded_set.presentment_money.amount         | NULLABLE | FLOAT     |\n| total_refunded_set.presentment_money.currency_code  | NULLABLE | STRING    |\n| refund_line_items.admin_graphql_api_id              | NULLABLE | STRING    |\n| refund_line_items.quantity                          | NULLABLE | INTEGER   |\n| refund_line_items.subtotal_set                      | NULLABLE | RECORD    |\n| refund_line_items.subtotal_set.shop_money           | NULLABLE | RECORD    |\n| refund_line_items.subtotal_set.shop_money.amount    | NULLABLE | FLOAT     |\n| refund_line_items.subtotal_set.shop_money.currency_code | NULLABLE | STRING |\n| refund_line_items.total_tax_set                     | NULLABLE | RECORD    |\n| refund_line_items.total_tax_set.shop_money          | NULLABLE | RECORD    |\n| refund_line_items.total_tax_set.shop_money.amount   | NULLABLE | FLOAT     |\n| refund_line_items.total_tax_set.shop_money.currency_code | NULLABLE | STRING |\n| refund_line_items.line_item                         | NULLABLE | RECORD    |\n| refund_line_items.line_item.admin_graphql_api_id    | NULLABLE | STRING    |\n| refund_line_items.line_item.title                   | NULLABLE | STRING    |\n| refund_line_items.line_item.sku                     | NULLABLE | STRING    |\n| transactions.admin_graphql_api_id                   | NULLABLE | STRING    |\n| transactions.gateway                                | NULLABLE | STRING    |\n| transactions.kind                                   | NULLABLE | STRING    |\n| transactions.status                                 | NULLABLE | STRING    |\n| transactions.amount_set                             | NULLABLE | RECORD    |\n| transactions.amount_set.shop_money                  | NULLABLE | RECORD    |\n| transactions.amount_set.shop_money.amount           | NULLABLE | FLOAT     |\n| transactions.amount_set.shop_money.currency_code    | NULLABLE | STRING    |\n::\n\n::expandable-table\n---\ntitle: '🔎 Click to view the data schema for the shopify_returns table'\n---\n| Field Name                                   | Mode     | Type    |\n| -------------------------------------------- | -------- | ------- |\n| id                                           | NULLABLE | STRING  |\n| admin_graphql_api_id                         | NULLABLE | STRING  |\n| name                                         | NULLABLE | STRING  |\n| status                                       | NULLABLE | STRING  |\n| decline_reason                               | NULLABLE | STRING  |\n| order                                        | NULLABLE | RECORD  |\n| return_line_items                            | REPEATED | RECORD  |\n| reverse_fulfillment_orders                   | REPEATED | RECORD  |\n| order.admin_graphql_api_id                   | NULLABLE | STRING  |\n| order.name                                   | NULLABLE | STRING  |\n| order.order_number                           | NULLABLE | INTEGER |\n| return_line_items.admin_graphql_api_id       | NULLABLE | STRING  |\n| return_line_items.quantity                   | NULLABLE | INTEGER |\n| return_line_items.return_reason              | NULLABLE | STRING  |\n| return_line_items.return_reason_note         | NULLABLE | STRING  |\n| return_line_items.customer_note              | NULLABLE | STRING  |\n| reverse_fulfillment_orders.admin_graphql_api_id | NULLABLE | STRING |\n| reverse_fulfillment_orders.status            | NULLABLE | STRING  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