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How to build Shipping integration with Lovable?

Build a shipping integration with Lovable: API setup, webhooks, rate calculations, testing and deployment tips for smooth order fulfillment

Matt Graham, CEO of Rapid Developers

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How to build Shipping integration with Lovable?

A compact approach: add a small server API inside your Lovable app that calls a shipping provider (I recommend EasyPost or Shippo), store shipments in Supabase, and keep keys in Lovable Cloud Secrets. All work can be done in Lovable Chat Mode (edits/diffs), Preview to test (uses a temporary public URL), and Publish. No terminal required; if you need a persistent webhook endpoint beyond Preview’s URL, export to GitHub and deploy externally (I’ll call out where that’s needed).

 

What we’re building / changing

 

Implement a Shipping integration that:

  • Creates shipments via a server API that calls a shipping provider.
  • Stores shipments in Supabase (server-side using a service key).
  • Receives webhook tracking updates and updates Supabase.

 

Lovable-native approach

 

Use Chat Mode edits to add server endpoints (api routes), front-end UI pages/components, and a small Supabase server helper. Add secrets in Lovable Cloud Secrets UI. Test using Preview (copy Preview public URL to register webhooks). If you need a persistent public URL for production webhooks, export to GitHub and deploy to your host (outside Lovable).

 

Meta-prompts to paste into Lovable

 

Prompt 1 — Add server endpoints + front-end UI

 

Goal: Create API endpoints to create shipments and receive webhooks, and a simple front-end to create a shipment.

Files to create/modify:

  • create src/api/shipments/create.ts — server POST to create shipment with provider and insert into Supabase.
  • create src/api/shipments/webhook.ts — POST receiver for provider webhooks to update Supabase.
  • create src/pages/shipping.tsx — UI form to collect address, call /api/shipments/create and show results.
  • create src/lib/supabaseServer.ts — small server helper that initializes Supabase with service role from Secrets.

Acceptance criteria (done when):

  • POST /api/shipments/create accepts JSON with shipment data and returns a created record + provider response.
  • /api/shipments/webhook accepts webhook calls and updates a Supabase record by provider tracking id.
  • shipping page submits, shows success and a stored shipment id.

Prompt text to paste into Lovable Chat Mode (one message):

// Create API and page files for shipping integration
// File: src/lib/supabaseServer.ts
// // initialize Supabase client for server (use process.env.SUPABASE_SERVICE_ROLE and SUPABASE_URL)
// File: src/api/shipments/create.ts
// // implement POST handler: parse body, call shipping provider API using process.env.SHIPPING_API_KEY, insert record into supabase 'shipments' table with provider_response, return JSON {ok:true, id, providerResponse}
// File: src/api/shipments/webhook.ts
// // implement POST handler: verify (if provider sends signature) or accept, update shipments table by provider tracking id and set latest_status
// File: src/pages/shipping.tsx
// // simple React page: form for from/to addresses, weight; on submit POST /api/shipments/create, show results
//
// Please create these files with minimal, clear code and add TODO comments where env secrets are used so we can wire them next. Make routes use standard fetch and return JSON errors with status codes.

 

Prompt 2 — Add Secrets in Lovable Cloud

 

Goal: Store provider key and Supabase service role safely.

Secrets to add via Lovable Cloud UI:

  • SHIPPING_API_KEY — your EasyPost/Shippo API key
  • SUPABASE\_URL — your Supabase project URL
  • SUPABASE_SERVICE_ROLE — Supabase service role key (server-only)

Acceptance criteria:

  • Secrets appear in Lovable Cloud Secrets list and code refers to process.env.SHIPPING_API_KEY, etc.

 

Prompt 3 — Test webhooks using Preview

 

Goal: Register Preview URL with provider to send webhooks and verify updates arrive in Supabase.

Steps in Lovable:

  • Open Preview, copy the public preview URL (click Preview → Copy URL).
  • In shipping provider dashboard, register webhook to PREVIEW\_URL/api/shipments/webhook.

Acceptance criteria:

  • When provider sends a webhook, /api/shipments/webhook receives it and Supabase record updates (status field changes).

 

How to verify in Lovable Preview

 

  • Open /shipping page in Preview, create a shipment — response should show created id and saved DB entry.
  • Trigger provider webhook (use provider UI or simulate) to observe updates reflected on same shipment record in Preview UI or via Supabase table view.

 

How to Publish / re-publish

 

  • Click Publish in Lovable to push production. If your shipping provider requires a stable webhook URL for production, export to GitHub and deploy to your chosen host (outside Lovable) — Lovable Preview URL is temporary.

 

Common pitfalls in Lovable (and how to avoid them)

 

  • Exposing secret keys in client code — always call provider from server API (our create.ts) and use Lovable Secrets.
  • Webhook URL ephemeral — Preview URL is temporary; for production webhook reliability, export to GitHub and deploy externally.
  • Missing service-role key — Supabase calls that modify DB must use service role key on server; add via Secrets UI.

 

Validity bar

 

This workflow uses only Lovable-native actions (Chat Mode edits, Preview, Secrets UI, Publish). If you need a permanent hosted endpoint for webhooks, export to GitHub and deploy with your normal CI/CD (outside Lovable).

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Want to explore opportunities to work with us?

Connect with our team to unlock the full potential of no-code solutions with a no-commitment consultation!

Book a Free Consultation
Matt Graham, CEO of Rapid Developers

Book a call with an Expert

Starting a new venture? Need to upgrade your web app? RapidDev builds application with your growth in mind.

Book a free No-Code consultation

Best Practices for Building a Shipping integration with AI Code Generators

Start small, make the AI-generator a trustworthy contributor (not the sole architect), use Lovable-native flows (Chat edits, file diffs/patches, Preview, Secrets UI, Publish, GitHub sync) for every change, and push build / test / dependency installs into GitHub Actions or your external CI because Lovable has no terminal. Protect secrets with Lovable Secrets and GitHub Secrets, require automated tests and linting as the contract for generated code, review diffs before applying, and keep generator prompts deterministic and scoped.

 

Workflow rules to follow

 

Always treat generated code as draft until it passes automated checks. Use Lovable Chat edits to iterate, Preview to smoke-test UI, then sync/publish to GitHub where CI installs deps, runs tests, linters, and builds. Don’t rely on local-only behavior inside Lovable — assume the real run happens in CI or production.

  • Use Chat Mode edits and file diffs to propose changes; manually review diffs before applying.
  • Store API keys and secrets in Lovable Secrets and map them to GitHub Actions Secrets for CI/Deploy — never hardcode.
  • Keep dependency changes explicit: edit package.json (or equivalent) in Lovable, but let CI run npm/yarn install.

 

Practical safeguards

 

  • Tests are your contract: add unit/integration tests that the AI targets. If the generator changes behavior, failing tests catch regressions.
  • Limit generator scope: ask for small PR-sized changes, one feature at a time, with clear input/output examples in prompts.
  • Deterministic prompts: include coding conventions, filenames, and API signatures in the prompt so outputs are consistent.
  • Code review + Preview: always preview UI interactions in Lovable and review code diffs before publishing.

 

Example: make Lovable changes + CI for verification

 

// package.json snippet to ensure tests and build scripts exist
{
  "scripts": {
    "test": "jest --ci",
    "build": "next build",
    "lint": "eslint . --max-warnings=0"
  }
}
// .github/workflows/ci.yml - run in GitHub where terminal exists
name: CI
on: [push, pull_request]
jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with:
          node-version: 18
      - run: npm ci
      - run: npm run lint
      - run: npm test
      - run: npm run build

 

Deployment & secrets

 

  • Secrets sync: keep production keys in Lovable Secrets for Preview if supported, but also mirror to GitHub Secrets for CI/deploy. Rotate keys and audit access.
  • Feature flags: enable generated features behind flags so you can flip them without rollback-heavy deploys.

 

Bottom line: use Lovable for iterative authoring and human+AI collaboration, but push real installs, tests, and builds into CI (GitHub Actions). Rely on tests/linting as the guardrails, keep secrets out of code, and always review diffs and Preview before publishing.

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