Connect Retool to Drip using a REST API Resource with an API token as Bearer authentication. Once connected, you can build e-commerce email operations panels that manage subscribers, view workflow performance metrics, and track conversion data — going far beyond what Drip's native dashboard offers for ops and marketing teams.
| Fact | Value |
|---|---|
| Tool | Drip |
| Category | Marketing |
| Method | REST API Resource |
| Difficulty | Beginner |
| Time required | 15 minutes |
| Last updated | April 2026 |
Build an E-Commerce Email Operations Panel with Drip and Retool
Drip is purpose-built for e-commerce email marketing, with deep integrations into order data, purchase behavior, and customer lifetime value tracking. However, Drip's native interface focuses on campaign creation and individual subscriber views — operations teams that need bulk subscriber management, cross-workflow performance comparisons, or combined email and order analytics quickly outgrow what Drip's UI provides natively. Retool fills this gap by connecting directly to Drip's REST API v2 and building custom internal tools tailored to your workflow.
The connection is straightforward: a single API token is configured once in a Retool REST API Resource, and all queries route through Retool's server-side proxy. This eliminates CORS issues entirely and keeps your Drip credentials off the client. From there, you query Drip's subscribers, workflows, campaigns, and conversion events — binding results to Table components, Chart components, and Forms for write-back operations like tagging subscribers or updating custom fields.
For e-commerce operations teams, the most valuable use case is combining Drip email data with order data from a separate database or Shopify Resource already connected to Retool. A single dashboard can surface which email workflow a customer last interacted with, how many orders they've placed since subscribing, and whether they are currently in an active automation — giving support and marketing teams the full customer picture without switching between tools.
Integration method
Drip connects to Retool via a REST API Resource using Drip's REST API v2 with an API token passed as a Bearer token for authentication. You configure the base URL and token once in Retool's Resources tab, then build queries for each API operation. Retool proxies all requests server-side, keeping your API token off the browser and eliminating CORS issues.
Prerequisites
- A Drip account with at least one active account (Drip uses account IDs in API paths)
- A Retool account (Cloud or self-hosted) with permission to create Resources
- A Drip API token, found in your Drip account under Settings → User Settings → API Token
- Your Drip account ID, visible in the Drip URL (drip.com/account/{account_id}/...) or in account settings
- Basic familiarity with Retool's query editor, component panel, and JavaScript transformers
Step-by-step guide
Find your Drip API token and account ID
Before setting up Retool, you need two pieces of information from Drip: your API token and your account ID. Log into your Drip account at drip.com. Navigate to the top-right menu and click on your email address or avatar, then select 'User Settings'. In the settings page, find the 'API Token' section. Your API token is displayed here — if you have not generated one yet, click 'Generate' or 'Create Token'. Copy the token and store it temporarily in a secure location, such as a password manager. Do not share this token or commit it to version control, as it provides full access to your Drip account. Next, locate your Drip account ID. You can find this in the URL when browsing your Drip account — it appears as a numeric string in the path such as drip.com/account/1234567/dashboard. Alternatively, find it in your account settings under the API documentation link, which typically includes example URLs with your account ID pre-filled. Write down both the API token and the account ID — you will need both when configuring queries in Retool. The account ID is required in the path for most Drip API endpoints, which follow the pattern /v2/{account_id}/subscribers.
Pro tip: Your Drip account ID is numeric and appears in the URL of every page in your Drip account. Save it as a Retool configuration variable so you can reference it across all queries without hardcoding it.
Expected result: You have your Drip API token and account ID ready to use in Retool resource and query configuration.
Create a REST API Resource in Retool
In Retool, open your organization homepage and navigate to the Resources tab in the left sidebar. Click '+ Create new' or '+ Add resource', scroll through the connector list, and select 'REST API'. On the configuration screen, fill in the Name field with 'Drip API' or a similarly descriptive label. In the Base URL field, enter https://api.getdrip.com — this is Drip's API base domain. For Authentication, select 'Bearer token' from the dropdown and paste your Drip API token into the token field. Next, add a default header to ensure the API receives JSON responses: click 'Add header', enter the key as Accept and the value as application/json. Add a second header with key Content-Type and value application/json, which is required for POST and PATCH requests. You do not need to add the account ID to the base URL — you will include it in individual query paths. Click 'Save resource'. Retool saves the configuration and the resource is now available to all apps and workflows in your organization. Because Retool proxies all requests server-side, your Bearer token is never transmitted to end user browsers, and you will not encounter CORS errors when calling Drip's API. If you manage multiple Drip accounts (for example, different brands or client accounts), create a separate REST API resource for each with the corresponding API token.
Pro tip: Store your Drip account ID as a configuration variable in Retool (Settings → Configuration Variables) so queries can reference {{ retoolContext.configVars.DRIP_ACCOUNT_ID }} instead of hardcoding the numeric ID in every query path.
Expected result: A saved REST API Resource named 'Drip API' appears in your Retool Resources list with the correct base URL and Bearer token authentication.
Write queries to fetch subscribers and workflow data
Open your Retool app or create a new one from the Apps tab. In the Code panel at the bottom, click '+ New query' and select your Drip API resource. Create your first query to list subscribers: set Method to GET and enter the URL path as /v2/{{ retoolContext.configVars.DRIP_ACCOUNT_ID }}/subscribers. Add URL parameters to control the response — set status to active (or unsubscribed or bounced depending on what you want to display), per_page to 100 to get the maximum results per page, and page to {{ subscribersTable.paginationOffset / 100 + 1 || 1 }} if you plan to implement pagination. Name this query getSubscribers. Create a second query to list all automation workflows: Method GET, URL path /v2/{{ retoolContext.configVars.DRIP_ACCOUNT_ID }}/workflows. Name this query getWorkflows. Create a third query to get workflow stats for a selected workflow: Method GET, URL path /v2/{{ retoolContext.configVars.DRIP_ACCOUNT_ID }}/workflows/{{ workflowsTable.selectedRow.id }}/workflow_steps — or refer to Drip's API docs for the specific stats endpoint. Run each query by clicking Run to verify the response structure before building transformers. Drip returns all responses as JSON objects with a top-level key matching the resource name (subscribers, workflows, etc.) that contains the data array.
1{2 "method": "GET",3 "path": "/v2/YOUR_ACCOUNT_ID/subscribers",4 "params": {5 "status": "active",6 "per_page": "100",7 "page": "{{ Math.floor(subscribersTable.paginationOffset / 100) + 1 || 1 }}"8 }9}Pro tip: Replace YOUR_ACCOUNT_ID with your actual Drip account ID, or better, reference it from a Retool configuration variable using {{ retoolContext.configVars.DRIP_ACCOUNT_ID }}.
Expected result: The getSubscribers query returns a JSON object with a 'subscribers' array. The getWorkflows query returns a 'workflows' array. Both display data in the query result panel.
Transform API responses and bind to Table components
Drip's API wraps response data in a top-level key matching the resource type, and each subscriber or workflow object contains nested arrays and objects that need flattening before binding to Retool Table components. In the query editor for getSubscribers, click the 'Advanced' tab and toggle on 'Transform results'. Write a transformer that extracts the subscribers array and maps each subscriber to a flat object. Key fields to surface include id, email, status, tags (join the array to a comma-separated string), created_at, lifetime_value, and any custom fields your team tracks. Similarly, add a transformer on getWorkflows to flatten workflow objects with name, status, email_count, and created_at. After writing transformers, drag a Table component onto the canvas. Set its Data source to {{ getSubscribers.data }}. Configure columns — rename headers as needed, set the status column type to Tag for colored badges, and enable row selection. Drag a second Table for workflows and bind it to {{ getWorkflows.data }}. Add a Bar Chart component below the workflows table and configure its series to use workflow name as x-axis and a numeric metric (email count, conversion count) as the y-axis. Wire the workflows table row selection to trigger a getWorkflowStats query, and bind the chart to that query's transformed data.
1// Transformer: flatten Drip subscriber response2const subscribers = data.subscribers || [];3return subscribers.map(sub => ({4 id: sub.id,5 email: sub.email,6 status: sub.status,7 tags: (sub.tags || []).join(', '),8 created: new Date(sub.created_at).toLocaleDateString(),9 lifetime_value: sub.lifetime_value ? `$${(sub.lifetime_value / 100).toFixed(2)}` : '$0.00',10 last_opened: sub.last_opened_email_at11 ? new Date(sub.last_opened_email_at).toLocaleDateString()12 : 'Never',13 custom_fields: JSON.stringify(sub.custom_fields || {})14}));Pro tip: Drip lifetime_value is returned in cents. Divide by 100 in the transformer to display as dollars. Use toFixed(2) for consistent decimal formatting.
Expected result: The subscribers Table displays flat rows with email, status, tags, created date, and lifetime value columns. The workflows Table shows all automation workflows. Both tables are sortable and searchable.
Add subscriber tag update and bulk operations
For a complete operations panel, marketing teams need the ability to apply tags, update custom fields, and manage subscriber status directly from Retool. Create write queries to support these operations. First, create a tag-subscriber query: Method POST, URL path /v2/{{ retoolContext.configVars.DRIP_ACCOUNT_ID }}/tags, Body type JSON with body { "tags": [{ "email": "{{ subscribersTable.selectedRow.email }}", "tag": "{{ tagInput.value }}" }] }. Create an unsubscribe query: Method POST, URL path /v2/{{ retoolContext.configVars.DRIP_ACCOUNT_ID }}/unsubscribes, body { "unsubscribes": [{ "email": "{{ subscribersTable.selectedRow.email }}" }] }. For bulk operations on multiple selected rows, use a JavaScript query that loops through the table's selectedRows array and calls the tag API for each selected subscriber. Add a Form component to the canvas with a TextInput for the tag name and two Buttons: 'Apply Tag' and 'Unsubscribe'. Wire 'Apply Tag' to trigger the tag query, and on the query's Success event handler, trigger getSubscribers to refresh the table and show a 'Tag applied' notification. For complex multi-workflow orchestration and bulk subscriber management across Drip and connected e-commerce platforms, RapidDev's team can help architect and build your complete Retool solution.
1// JavaScript query: bulk tag multiple selected subscribers2const selectedRows = subscribersTable.selectedRows;3const tagToApply = tagInput.value;45if (!tagToApply) throw new Error('Please enter a tag name');6if (selectedRows.length === 0) throw new Error('Please select at least one subscriber');78const payload = {9 tags: selectedRows.map(row => ({10 email: row.email,11 tag: tagToApply12 }))13};1415return await drip_api.trigger({16 method: 'POST',17 path: `/v2/${retoolContext.configVars.DRIP_ACCOUNT_ID}/tags`,18 body: payload19});Pro tip: Drip's batch tag API supports up to 1,000 subscriber-tag pairs per request. For larger bulk operations, split the selectedRows array into chunks of 1,000 using a loop in a JavaScript query.
Expected result: Selecting rows in the subscribers table and clicking 'Apply Tag' successfully adds the tag to all selected subscribers in Drip. The table refreshes automatically to show the updated tag list.
Common use cases
Build a subscriber health and segment management panel
Your marketing team needs to monitor subscriber growth, identify unsubscribes and bounces, and bulk-apply tags to segments. A Retool panel queries Drip's subscribers endpoint with status filters, displays results in a Table with search and filter controls, and provides a form to update tags or custom fields on selected subscribers in bulk.
Build a subscriber management panel that lists all Drip subscribers with columns for email, status (active, unsubscribed, bounced), tags, created date, and lifetime value. Add a search input to filter by email, a status filter dropdown, and a bulk tag form that applies a selected tag to all checked rows via Drip's PATCH subscriber endpoint.
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Create a workflow performance comparison dashboard
You manage ten Drip automation workflows across different customer segments and need to compare their open rates, click rates, and conversion rates in one view. A Retool app queries all workflows via the Drip API, fetches their stats, and displays a sortable table and bar chart comparing key performance metrics side by side.
Build a workflow analytics dashboard that fetches all Drip automation workflows, displays them in a Table with columns for workflow name, status, number of subscribers enrolled, average open rate, and total conversions. Add a Bar Chart comparing conversion rates across workflows, and include a filter dropdown to show only active or paused workflows.
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Build a combined email and order analytics dashboard
Your ops team wants to understand the relationship between email engagement and purchase behavior. A Retool app queries Drip for subscriber event data and a separate database Resource for order history, joins them by customer email in a JavaScript transformer, and surfaces a unified customer profile table showing email engagement scores alongside purchase frequency and average order value.
Build a customer analytics panel that queries Drip subscribers and a PostgreSQL Resource for order data. Use a JavaScript transformer to join both datasets by email address. Display a Table with columns for email, Drip lifecycle stage, total orders, average order value, and last email open date. Add a scatter chart showing email engagement vs. order value correlation.
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Troubleshooting
Query returns 401 Unauthorized
Cause: The API token in the Retool resource is invalid or has been regenerated in Drip since the resource was configured. Drip API tokens do not expire automatically but are invalidated when regenerated.
Solution: Navigate to Resources tab in Retool → select your Drip API resource → verify the Bearer token value. In Drip, go to Settings → User Settings → API Token and confirm the token shown matches what is in Retool. If they differ, copy the current token from Drip and update the resource in Retool by clicking the token field, clearing the old value, pasting the new one, and saving.
Query path returns 404 — endpoint not found
Cause: The account ID in the query path is incorrect or missing. Drip's API v2 requires the account ID as a path segment in virtually all endpoints: /v2/{account_id}/subscribers. Without it, requests hit undefined routes.
Solution: Verify your Drip account ID by logging into drip.com and checking the URL — it appears as a numeric string in the path. Update your query path to include the correct account ID. If using a configuration variable, confirm the variable is defined in Settings → Configuration Variables and is referenced correctly as {{ retoolContext.configVars.DRIP_ACCOUNT_ID }}.
Transformer returns empty array even though the query returns data
Cause: The transformer is trying to access data.subscribers but Drip's response wraps data in a different key. The top-level key varies by endpoint (subscribers, workflows, campaigns, etc.).
Solution: Inspect the raw query response by clicking 'State' in the query result panel and looking at the actual top-level keys. Update the transformer to use the correct key. Add a safe fallback using the || [] pattern so the transformer returns an empty array rather than throwing an error when the key is absent.
1// Check actual response key2const items = data.subscribers || data.campaigns || data.workflows || Object.values(data)[0] || [];3return items.map(item => ({ id: item.id, email: item.email }));POST requests to tag or unsubscribe return 422 Unprocessable Entity
Cause: The request body format does not match Drip's expected schema. Drip requires specific wrapper keys (tags, unsubscribes) and the body must be valid JSON with the correct content type header.
Solution: Ensure the Content-Type: application/json header is set on your Retool resource (default headers) or on the individual query. Verify the request body is a valid JSON object with the correct wrapper key. Check Drip's API documentation for the exact schema — field names like 'email', 'tag', and 'new_email' are case-sensitive. Log the error response body from Drip's API as it usually contains a descriptive error message.
Best practices
- Store your Drip API token as a secret configuration variable in Retool (Settings → Configuration Variables, marked as secret) so it is never exposed to end users and can be rotated without editing the resource configuration.
- Store your Drip account ID as a non-secret configuration variable and reference it in all query paths as {{ retoolContext.configVars.DRIP_ACCOUNT_ID }} to avoid hardcoding it across dozens of queries.
- Use Drip's per_page parameter set to 100 (the maximum) and implement server-side pagination via Retool Table's pagination feature rather than fetching all subscribers at once — large accounts with hundreds of thousands of subscribers will time out otherwise.
- Add transformers to all subscriber queries to flatten the nested response format before binding to Tables, especially for tags (which arrive as an array) and custom fields (which arrive as a nested object).
- Create separate queries for read and write operations and give them clear names (getSubscribers vs. tagSubscriber vs. unsubscribeEmail) so team members editing the app can quickly identify which queries modify data.
- Enable query caching (Advanced tab → Cache results) on analytics queries like getWorkflows with a 10-minute TTL — workflow stats do not change frequently and caching reduces unnecessary API calls.
- Use Retool Workflows for automated tasks like daily unsubscribe sync or weekly performance reports rather than building time-sensitive operations into user-facing apps where query timeout settings are more restrictive.
Alternatives
Klaviyo is a stronger choice for e-commerce email if your team needs advanced segment management and deep Shopify integration — it uses a private API key similar to Drip but has a richer API surface and more robust analytics endpoints.
Mailchimp is a better fit for general-purpose email marketing with a larger API ecosystem — choose it over Drip if your use case is not specifically e-commerce-focused or if you need more third-party integrations.
ConvertKit is the right choice if your team manages content creators or bloggers rather than e-commerce customers — it uses a similar API token auth pattern but is optimized for subscriber sequences and form-based growth.
Frequently asked questions
Does Drip have a native connector in Retool?
No. Drip does not have a dedicated native connector in Retool as of 2026. You connect via a generic REST API Resource using Drip's REST API v2. This provides full access to all Drip API endpoints including subscribers, workflows, campaigns, events, and conversions — it works just as effectively as a native connector would.
How do I find my Drip account ID for API queries?
Your Drip account ID is the numeric string that appears in the URL of every page in your Drip account, formatted as drip.com/account/{account_id}/. It is also visible in Drip's API documentation pages when you are logged in, as most example API calls pre-fill your account ID. Store it as a Retool configuration variable so you do not need to hardcode it in each query.
Can I manage multiple Drip accounts from a single Retool app?
Yes. Create separate REST API Resources in Retool for each Drip account (with the corresponding API token), and build a Select dropdown in your app that controls which account's data is displayed. Reference the selected account's resource name dynamically in your queries, or build separate query sets per account and toggle visibility using Retool's conditional rendering on Container components.
How do I combine Drip email data with Shopify order data in Retool?
Create a Shopify REST API Resource alongside your Drip resource. Write separate queries for Drip subscribers and Shopify customers. In a JavaScript query or transformer, join both datasets by email address using an array .reduce() to build a lookup map from one dataset, then .map() the other with matched values merged in. Bind the combined result to a Table component to display the unified customer view.
Can I trigger Drip automation workflows from Retool?
Yes. Drip's API allows you to record custom events for subscribers, which can trigger automations configured in Drip. Create a POST query to /v2/{account_id}/events with a payload containing the subscriber email and event name. When this query runs (for example, when an ops team member clicks a button in Retool), Drip records the event and fires any automation workflows listening for that event type.
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