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lovable-integrationsEdge Function Integration

How to Integrate Lovable with Mixpanel

Add Mixpanel analytics to a Lovable app using either the client-side Mixpanel JavaScript SDK (best for pageview and UI event tracking) or a Supabase Edge Function that calls Mixpanel's HTTP Ingestion API server-side (best for backend events and keeping your project token private). Set your project token in Cloud → Secrets, install the mixpanel-browser package, and implement identify/track/alias patterns for user analytics.

What you'll learn

  • How to install and initialize the Mixpanel JavaScript SDK in a Lovable Vite+React project
  • How to implement identify, track, and alias patterns for user analytics
  • How to create a Supabase Edge Function that proxies events to Mixpanel's HTTP Ingestion API
  • How to track custom events for key user actions like signups, feature usage, and conversions
  • How to build a basic in-app analytics dashboard using Mixpanel's query API
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Intermediate18 min read30 minutesAnalyticsMarch 2026RapidDev Engineering Team
TL;DR

Add Mixpanel analytics to a Lovable app using either the client-side Mixpanel JavaScript SDK (best for pageview and UI event tracking) or a Supabase Edge Function that calls Mixpanel's HTTP Ingestion API server-side (best for backend events and keeping your project token private). Set your project token in Cloud → Secrets, install the mixpanel-browser package, and implement identify/track/alias patterns for user analytics.

Adding Mixpanel Product Analytics to Your Lovable App

Mixpanel is the analytics platform of choice for product-led growth teams. Unlike pageview-focused tools like Google Analytics, Mixpanel is built around events — specific user actions like 'Signed Up', 'Created Project', 'Upgraded to Pro', or 'Clicked Export Button'. Each event can carry properties (the plan the user was on, the feature they used, the value they entered) that allow deep segmentation and funnel analysis. For Lovable app builders, adding Mixpanel answers the questions that matter most: which features are actually used, where users drop off in onboarding, and which actions predict retention.

There are two integration approaches, and the right choice depends on what you are tracking. The client-side SDK approach (mixpanel-browser) is simpler and covers 80% of use cases: it tracks user interactions in the React frontend, including pageviews, button clicks, form submissions, and feature usage. Your Mixpanel project token lives in the frontend code — this is a public token by design, similar to how Google Analytics tracking IDs are public. The server-side Edge Function approach is used when you need to track backend events (successful payments, email sends, API calls), when you want to avoid ad blockers that may block direct Mixpanel requests, or when you need to use the Mixpanel Service Account secret for accessing the Export API or Import API.

Lovable's security infrastructure blocks approximately 1,200 hardcoded API keys daily — while your Mixpanel project token is technically public, any Mixpanel Service Account secrets or API keys used for server-side operations must be stored in Cloud → Secrets, never hardcoded. The SOC 2 Type II certified Cloud Secrets panel is the only correct place for these credentials in a Lovable project.

Integration method

Edge Function Integration

Mixpanel integrates with Lovable through two complementary approaches. Client-side tracking uses the mixpanel-browser SDK installed as an npm package — track UI events and pageviews directly from React components using your Mixpanel project token. Server-side tracking routes events through a Supabase Edge Function that calls Mixpanel's HTTP Ingestion API with your secret key stored in Cloud → Secrets, enabling backend event tracking and privacy-preserving analytics.

Prerequisites

  • A Lovable account with an existing project that has user authentication configured (Supabase Auth)
  • A Mixpanel account — free tier available at mixpanel.com with up to 20M monthly events
  • Your Mixpanel project token from Settings → Project Settings (not the Secret key — the project token is public and used client-side)
  • For server-side integration: a Mixpanel Service Account credential from Settings → Service Accounts
  • Basic familiarity with browser developer tools to verify events are being sent

Step-by-step guide

1

Get your Mixpanel credentials and add them to Lovable Secrets

Before writing any code, gather the right credentials from Mixpanel and store them securely in Lovable. Log in to your Mixpanel account at mixpanel.com. In the top-right corner, click your project name to access project settings. Navigate to Settings → Project Settings. You will see your Project Token — a 32-character alphanumeric string like 'abc123def456...' — listed under the project details. This is your public project token, safe to use in client-side JavaScript code. Copy it. For server-side integration (the Edge Function approach), you also need a Service Account: go to Settings → Service Accounts, click 'Add Service Account', give it a name like 'lovable-backend', and copy the generated username and secret. Now store the credentials in Lovable. Open your Lovable project in the browser editor. Click the + icon next to the Preview button to open the Cloud tab. Click 'Secrets' in the Cloud tab panel. Click 'Add secret'. Add a secret named MIXPANEL_PROJECT_TOKEN and paste the project token value. If you are using server-side integration, add MIXPANEL_SERVICE_ACCOUNT_USERNAME and MIXPANEL_SERVICE_ACCOUNT_SECRET as additional secrets. Click Save for each secret. The secrets are now encrypted and available to Edge Functions via Deno.env.get(). For client-side use, you also need to expose the public project token to the frontend: add VITE_MIXPANEL_TOKEN to your .env file (and to Lovable's environment configuration) with the same project token value — the VITE_ prefix makes it available in React code.

Pro tip: Your Mixpanel Project Token is not a secret — it is a public identifier similar to a Google Analytics tracking ID. It is safe to put in VITE_-prefixed environment variables that are embedded in the frontend bundle. The Service Account secret, however, must stay in Cloud Secrets and only be used in Edge Functions.

Expected result: MIXPANEL_PROJECT_TOKEN, VITE_MIXPANEL_TOKEN, and (optionally) MIXPANEL_SERVICE_ACCOUNT_USERNAME and MIXPANEL_SERVICE_ACCOUNT_SECRET are stored in Lovable Cloud Secrets. The VITE_MIXPANEL_TOKEN is also configured as a build environment variable so React components can access it.

2

Install the Mixpanel SDK and create the analytics utility

The most reliable way to add Mixpanel to the Lovable project is to use the mixpanel-browser npm package and create a centralized analytics utility that all components import. Open Lovable's chat interface and ask Lovable to install the package and create the utility file. The analytics utility should handle three core Mixpanel patterns that product analytics teams rely on: first, initialization using your project token with production-appropriate settings (disabling debug mode in production, setting the persistence method to localStorage, and enabling automatic pageview tracking if desired); second, user identification — calling mixpanel.identify() when a user logs in with their Supabase user ID as the distinct_id, and mixpanel.people.set() to store user properties like email, plan, and signup date on the Mixpanel person profile; third, event tracking — a simple track() wrapper function that adds common properties to every event (current URL, user plan, timestamp) before sending them to Mixpanel. Create the utility as a singleton module so it initializes once and all imports reference the same Mixpanel instance. The utility should handle the case where the VITE_MIXPANEL_TOKEN environment variable is not set (development environments without analytics configured) by checking for the token before initializing.

Lovable Prompt

Install the mixpanel-browser npm package and create a src/lib/analytics.ts utility file. Initialize Mixpanel with the VITE_MIXPANEL_TOKEN environment variable. Export three functions: identify(userId: string, userProperties: object) that calls mixpanel.identify() and mixpanel.people.set(), track(eventName: string, properties?: object) that adds default properties (page URL, timestamp) to every event, and reset() that calls mixpanel.reset() on logout. Handle the case where the token is undefined by logging a warning and skipping initialization.

Paste this in Lovable chat

src/lib/analytics.ts
1import mixpanel from 'mixpanel-browser';
2
3const token = import.meta.env.VITE_MIXPANEL_TOKEN;
4
5let initialized = false;
6
7export function initMixpanel() {
8 if (!token) {
9 console.warn('Mixpanel token not configured. Analytics disabled.');
10 return;
11 }
12 mixpanel.init(token, {
13 debug: import.meta.env.DEV,
14 persistence: 'localStorage',
15 track_pageview: true,
16 });
17 initialized = true;
18}
19
20export function identify(userId: string, properties?: Record<string, unknown>) {
21 if (!initialized) return;
22 mixpanel.identify(userId);
23 if (properties) {
24 mixpanel.people.set(properties);
25 }
26}
27
28export function track(eventName: string, properties?: Record<string, unknown>) {
29 if (!initialized) return;
30 mixpanel.track(eventName, {
31 ...properties,
32 $current_url: window.location.href,
33 timestamp: new Date().toISOString(),
34 });
35}
36
37export function reset() {
38 if (!initialized) return;
39 mixpanel.reset();
40}

Pro tip: Call initMixpanel() once in your app's root component (src/App.tsx or src/main.tsx) inside a useEffect hook so it runs after the browser environment is available. Never call it during server-side rendering — Vite apps run client-side only, so this is not usually an issue, but it is a good habit.

Expected result: The mixpanel-browser package is installed. The analytics.ts utility exists with identify, track, and reset functions. Mixpanel initializes when VITE_MIXPANEL_TOKEN is set. The browser console shows Mixpanel debug output in development mode confirming initialization succeeded.

3

Implement user identification and event tracking in the app

With the analytics utility created, add tracking calls at the key points in your application where user behavior matters. The most important tracking calls are: user identification after login, core feature usage events, and conversion events like subscription upgrades. For user identification, find the authentication event in your Lovable app — typically in the Supabase auth state change handler. After a successful login, call the identify function with the user's Supabase user ID and key user properties. Using the Supabase user ID as the Mixpanel distinct_id ensures consistent tracking across devices and sessions. For signup events, call track('Signed Up') immediately after successful registration with properties like the plan the user signed up for and the acquisition source if known. For the identify call after signup, use Mixpanel's alias pattern: call mixpanel.alias(userId) before identify() to link the anonymous pre-signup session to the identified post-signup user. This preserves any events tracked before login in the same user journey. For feature usage, add track calls to the most important user actions: creating a project, using a key feature, sharing content, or completing a workflow. Each track call should include contextual properties — what state the user was in, what options they chose, what the outcome was. For logout, call the reset function to clear the Mixpanel cookie, preventing the next user on the same device from being associated with the previous session.

Lovable Prompt

Add Mixpanel analytics tracking to the authentication flow and main feature interactions. Call identify() with the user's ID and email after login. Track 'Signed Up' on registration, 'Logged In' on login, 'Logged Out' on logout. Track 'Feature Used' with a feature_name property whenever a user performs a key action. Call reset() when the user logs out. Import from src/lib/analytics.ts.

Paste this in Lovable chat

src/hooks/useAnalytics.ts
1// In your auth component or hook
2import { identify, track, reset } from '@/lib/analytics';
3import { useEffect } from 'react';
4import { supabase } from '@/integrations/supabase/client';
5
6export function useAnalytics() {
7 useEffect(() => {
8 const { data: { subscription } } = supabase.auth.onAuthStateChange(
9 (event, session) => {
10 if (event === 'SIGNED_IN' && session?.user) {
11 identify(session.user.id, {
12 $email: session.user.email,
13 $created: session.user.created_at,
14 plan: 'free', // update from your users table
15 });
16 track('Logged In');
17 }
18 if (event === 'SIGNED_OUT') {
19 track('Logged Out');
20 reset();
21 }
22 }
23 );
24 return () => subscription.unsubscribe();
25 }, []);
26}

Pro tip: Add the useAnalytics hook to your root App component so it runs throughout the entire user session. This ensures auth state changes are always captured regardless of which page the user is on.

Expected result: Opening Mixpanel's Live View shows real-time events appearing as you use the app. Signing in triggers a 'Logged In' event with the user's properties. Feature interactions trigger their respective events with contextual properties.

4

Create a Supabase Edge Function for server-side Mixpanel events

For backend events that should not rely on the client browser — payment confirmations, email sends, background job completions — create a Supabase Edge Function that calls Mixpanel's HTTP Ingestion API directly. This approach also bypasses ad blockers that may intercept direct Mixpanel requests from the browser. In your Lovable project, open the chat and ask Lovable to create a new Edge Function for Mixpanel event tracking. The Edge Function calls Mixpanel's track endpoint at https://api.mixpanel.com/track using a POST request. Mixpanel's HTTP API accepts events as JSON objects containing the event name, distinct_id of the user, and any properties. The Edge Function authenticates using your Mixpanel project token (for simple ingestion) or Service Account credentials (for more advanced operations). The token and any credentials are read from Deno.env.get() — never hardcoded. The function accepts a POST request from your frontend or from other Edge Functions with the event data as a JSON body, validates the inputs, formats them in Mixpanel's required schema, and forwards them to Mixpanel's API. Handle errors gracefully — if Mixpanel is unavailable, log the error but still return a success response to the caller so analytics failures do not break core functionality. The Edge Function approach is also useful as a proxy layer that intercepts all analytics events, allowing you to add data enrichment (adding server-side user attributes that the client might not have) or routing events to multiple analytics services simultaneously.

Lovable Prompt

Create a Supabase Edge Function called 'mixpanel-track' that accepts a POST request with a JSON body containing event_name, distinct_id, and optional properties. The function should forward the event to Mixpanel's HTTP Ingestion API at https://api.mixpanel.com/track using the MIXPANEL_PROJECT_TOKEN secret. Return 200 even if Mixpanel fails so analytics errors don't break the calling code.

Paste this in Lovable chat

supabase/functions/mixpanel-track/index.ts
1// supabase/functions/mixpanel-track/index.ts
2import { serve } from 'https://deno.land/std@0.168.0/http/server.ts';
3
4const corsHeaders = {
5 'Access-Control-Allow-Origin': '*',
6 'Access-Control-Allow-Headers': 'authorization, x-client-info, apikey, content-type',
7};
8
9serve(async (req) => {
10 // Handle CORS preflight
11 if (req.method === 'OPTIONS') {
12 return new Response('ok', { headers: corsHeaders });
13 }
14
15 try {
16 const token = Deno.env.get('MIXPANEL_PROJECT_TOKEN');
17 if (!token) {
18 console.error('MIXPANEL_PROJECT_TOKEN not configured');
19 return new Response(JSON.stringify({ success: false }), {
20 status: 200, // Return 200 to avoid breaking callers
21 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
22 });
23 }
24
25 const body = await req.json();
26 const { event_name, distinct_id, properties = {} } = body;
27
28 if (!event_name || !distinct_id) {
29 return new Response(
30 JSON.stringify({ error: 'event_name and distinct_id are required' }),
31 { status: 400, headers: { ...corsHeaders, 'Content-Type': 'application/json' } }
32 );
33 }
34
35 // Build Mixpanel event payload
36 const eventData = {
37 event: event_name,
38 properties: {
39 token,
40 distinct_id,
41 time: Math.floor(Date.now() / 1000),
42 ...properties,
43 },
44 };
45
46 // Send to Mixpanel HTTP Ingestion API
47 const encodedData = btoa(JSON.stringify([eventData]));
48 const mixpanelResponse = await fetch(
49 `https://api.mixpanel.com/track?data=${encodedData}&verbose=1`,
50 { method: 'GET' }
51 );
52
53 const result = await mixpanelResponse.json();
54 console.log('Mixpanel response:', result);
55
56 return new Response(JSON.stringify({ success: true }), {
57 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
58 });
59 } catch (error) {
60 console.error('Mixpanel track error:', error);
61 // Always return 200 so analytics failures don't break callers
62 return new Response(JSON.stringify({ success: false, error: String(error) }), {
63 status: 200,
64 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
65 });
66 }
67});

Pro tip: Always return HTTP 200 from analytics Edge Functions regardless of whether the Mixpanel API call succeeded. Analytics failures should never block the user's experience or cause frontend error states. Log the failure server-side for debugging but return success to the caller.

Expected result: The mixpanel-track Edge Function is deployed to Lovable Cloud. Calling it with a POST request containing event_name, distinct_id, and properties results in the event appearing in Mixpanel's Live View within seconds. The function returns 200 even when Mixpanel's API is unreachable.

5

Verify events in Mixpanel and set up essential reports

After implementing tracking, verify that events are flowing correctly and set up the essential Mixpanel reports that give immediate product insight. Open your Lovable app in the browser and perform a few key user actions — log in, use a feature, click a button you are tracking. Then open your Mixpanel project and click 'Live View' in the left navigation panel. Live View shows events in real time as they arrive. You should see your tracked events appearing within one to five seconds of performing the action in the app. Click on an event to expand it and verify the properties are correct: check that the distinct_id matches the logged-in user's Supabase user ID, the event name is spelled correctly, and the custom properties (feature_name, plan, etc.) have the expected values. If events are not appearing in Live View, open your browser's developer tools, go to the Network tab, and filter for 'mixpanel' or 'api.mixpanel.com'. You should see POST requests to Mixpanel's tracking endpoint with 200 response codes. No requests means the SDK was not initialized correctly — check that initMixpanel() was called and VITE_MIXPANEL_TOKEN is set. Once tracking is verified, set up three essential Mixpanel reports: a Funnel report showing your signup → onboarding → first feature use → subscription conversion funnel; a Retention report showing what percentage of users return to the app on day 1, day 7, and day 30 after signup; and an Insights report showing daily and weekly active users with a breakdown by user plan or acquisition source. These three reports give you the core product health metrics within minutes of setting up tracking.

Pro tip: For complex Mixpanel analytics implementations or building in-app analytics dashboards using Mixpanel's Query API, RapidDev's team can help architect the event taxonomy and implement server-side tracking patterns that scale with your product.

Expected result: Mixpanel Live View shows events appearing in real time as you use the app. Event properties are correct. The three essential reports (Funnel, Retention, Insights) are created in Mixpanel showing real data from your Lovable app.

Common use cases

Track user onboarding funnel to identify drop-off points

Implement event tracking at each step of the user onboarding flow — account creation, email verification, first project creation, first feature use, and subscription start. Mixpanel's funnel analysis shows exactly which step has the highest drop-off rate, letting you prioritize which part of onboarding to improve.

Lovable Prompt

Add Mixpanel event tracking to the onboarding flow. Track 'Signup Started' when the signup form appears, 'Signup Completed' with email and plan properties when registration succeeds, 'Onboarding Step Completed' with a step_name property at each onboarding screen, and 'First Project Created' when the user creates their first project.

Copy this prompt to try it in Lovable

Track feature usage to inform product roadmap decisions

Add event tracking to every significant feature in the app so you can answer 'which features are our power users using most?' Track feature engagement events with relevant properties — which user segment uses each feature, how often, and with what outcomes. This data informs which features to invest in versus deprecate.

Lovable Prompt

Add Mixpanel tracking to the export feature. Track 'Export Initiated' when the export button is clicked, with properties: export_format (CSV or PDF), item_count (number of items being exported), and user_plan. Track 'Export Completed' with a duration_ms property showing how long the export took.

Copy this prompt to try it in Lovable

Track payment events server-side via Edge Function

Payment events (subscription started, payment failed, churned) are best tracked server-side to ensure accuracy — client-side events can be missed if the user closes the browser before the event fires. Create an Edge Function that sends Mixpanel events after successful Stripe webhook processing, using Mixpanel's server-side HTTP Ingestion API.

Lovable Prompt

Create a Supabase Edge Function that fires Mixpanel events when Stripe webhook events arrive. Track 'Subscription Started' on checkout.session.completed with properties: plan_name, amount, currency, and trial_days. Track 'Payment Failed' on invoice.payment_failed with the failure reason.

Copy this prompt to try it in Lovable

Troubleshooting

Events are not appearing in Mixpanel Live View

Cause: The Mixpanel SDK was not initialized (token not found), the VITE_MIXPANEL_TOKEN environment variable is not set, or an ad blocker is intercepting requests to api.mixpanel.com.

Solution: Open the browser console and look for the Mixpanel initialization message or the 'Mixpanel token not configured' warning. Check that VITE_MIXPANEL_TOKEN is set in your build environment (not just in Cloud Secrets). In the browser Network tab, check if requests to api.mixpanel.com are being blocked by an extension. For production, use the Edge Function proxy approach so events route through your own Supabase URL instead of directly to Mixpanel.

User identification is not working — events show 'anonymous' or wrong distinct_id

Cause: The identify() call is being made before the user's Supabase session is established, or the Mixpanel SDK is not initialized yet when identify is called.

Solution: Move the identify call into the onAuthStateChange callback from Supabase, not into a component mount. The auth state change event fires reliably after the session is established. Make sure initMixpanel() runs before any identify() or track() calls — call initMixpanel() in the app root before any auth-dependent code.

Edge Function returns 'MIXPANEL_PROJECT_TOKEN not configured' in Cloud Logs

Cause: The secret name in Cloud → Secrets does not exactly match the string used in Deno.env.get('MIXPANEL_PROJECT_TOKEN'), or the secret was added after the Edge Function was deployed.

Solution: Go to Cloud → Secrets and verify the exact secret name matches — including case, no trailing spaces, and no extra characters. After verifying the secret name, redeploy the Edge Function by making a small change to its code in Lovable and saving. Edge Functions pick up new or updated secrets only after redeployment.

Mixpanel shows duplicate events — the same user action fires the event twice

Cause: The track() call is placed inside a React component that renders twice in StrictMode (development only) or inside a useEffect without proper dependencies, causing re-firing on re-renders.

Solution: In production, React StrictMode's double-render does not occur. For development, add Mixpanel's deduplicate flag or wrap track calls in a ref to prevent double-firing. For useEffect tracking, ensure the dependency array is correct and the effect only runs when the specific event condition changes.

typescript
1// Use a ref to prevent double-tracking in StrictMode
2const tracked = useRef(false);
3useEffect(() => {
4 if (!tracked.current) {
5 track('Page Viewed', { page: 'Dashboard' });
6 tracked.current = true;
7 }
8}, []);

Best practices

  • Design your event taxonomy before writing tracking code — decide on consistent event naming conventions (noun + past tense verb: 'Project Created', 'File Exported') and a standard set of properties that appear on every event (user_plan, page_url, session_id).
  • Always use the user's Supabase user ID as the Mixpanel distinct_id for identified users — this creates a stable, consistent identifier across devices and sessions and matches your database records.
  • Call mixpanel.alias() only once — at signup, to link the anonymous session to the new user ID. Never call alias for existing users or on login events — this causes identity merge issues in Mixpanel.
  • Store only the public project token in VITE_-prefixed environment variables. Any Mixpanel Service Account secrets used for Export API or Import API calls must live in Cloud → Secrets and only be accessed from Edge Functions.
  • Return HTTP 200 from analytics Edge Functions even on failure — analytics errors should never cause user-visible errors or fail frontend requests. Log failures server-side for debugging but keep them transparent to the user.
  • Use Mixpanel's Super Properties for attributes that should be attached to every event automatically (like the app version, environment, and user plan) — set them once with mixpanel.register() rather than manually adding them to every track() call.
  • Test your tracking implementation in Mixpanel's development project (create a separate project for development with its own project token) before sending data to your production Mixpanel project — development test events contaminate production analytics.
  • Set up a Mixpanel alert for 'Events received per day drops below 100' (or whatever your baseline is) to get notified if your tracking breaks after a deployment.

Alternatives

Frequently asked questions

Is Mixpanel free to use with a Lovable app?

Mixpanel's free tier includes up to 20 million monthly events per month, which is more than sufficient for most early-stage applications. The free tier includes all core analytics features — events, funnels, retention, and cohort analysis. Paid plans start at $28/month for additional features like unlimited data history and advanced data management.

Should I use client-side tracking or the Edge Function approach?

Use client-side tracking for UI events (button clicks, page views, feature interactions) — it is simpler, lower latency, and requires no additional server infrastructure. Use the Edge Function approach for backend events (payment confirmations, email sends, scheduled job results) where the event must be reliably captured regardless of whether the user's browser is still open, or when you need to enrich events with server-side data not available in the browser.

How do I track users across different sessions and devices?

Mixpanel handles cross-session and cross-device tracking through the identify pattern. Before login, users are tracked with an anonymous ID stored in localStorage. When a user logs in, call mixpanel.identify(userId) with their Supabase user ID — Mixpanel then associates all previous anonymous events with the identified user and continues tracking all future sessions under that user ID. For a new account signup, call mixpanel.alias(userId) before identify() to merge the anonymous pre-signup session with the new identified user.

What is the Mixpanel project token and is it safe to include in client-side code?

The Mixpanel project token is a public identifier — it is intentionally safe to expose in client-side JavaScript code, similar to how a Google Analytics measurement ID is public. It cannot be used to read your Mixpanel data or access your account. Only Mixpanel Service Account secrets (used for the Export and Import APIs) need to be kept private and stored in Cloud Secrets.

How do I prevent analytics from tracking my own usage during development?

The most reliable approach is to use a separate Mixpanel project for development (create a second project in Mixpanel and use its token in your .env.local file). This keeps development events completely separate from production data. Alternatively, add a condition to the analytics utility that only initializes Mixpanel when NODE_ENV is production — though this means development events are simply dropped rather than captured in a separate project.

Can I build an in-app analytics dashboard using Mixpanel data?

Yes, using Mixpanel's JQL (JavaScript Query Language) or Query API. Create a Supabase Edge Function that authenticates with your Mixpanel Service Account credentials and calls the Query API to fetch aggregated event data. Return the results to your Lovable frontend to display in charts. The Service Account credentials must be stored in Cloud Secrets and accessed only from the Edge Function — never from client-side code. This approach lets you show users their own usage data inside your app.

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