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Schedule SMS Reminders with Sinch in RedwoodJS: Complete Implementation Guide
Build a production-ready appointment reminder system in RedwoodJS using Sinch SMS API. Complete guide covering Prisma schema, GraphQL mutations, Luxon date/time handling, send_at scheduling, and React form implementation.
Schedule SMS Reminders with Sinch in RedwoodJS: Complete Implementation Guide
Build a RedwoodJS application that schedules and sends SMS reminders using the Sinch SMS API. Create an appointment reminder system where users enter appointment details and the application automatically schedules an SMS reminder via Sinch at a specified time before the appointment.
This guide solves the common need for automated, time-sensitive notifications without requiring complex background job infrastructure. Instead, leverage Sinch's built-in send_at scheduling capabilities to handle the job scheduling for you.
Real-world applications:
- Medical practices reducing no-shows by 30-40% with timely appointment reminders
- Service businesses (salons, auto repair, consulting) improving customer experience with automated confirmations
- SaaS platforms sending trial expiration warnings and subscription renewal notices
- Educational institutions managing class schedules and exam notifications
Key Technologies:
- RedwoodJS: A full-stack, serverless-friendly JavaScript/TypeScript framework for the web. Chosen for its integrated frontend (React) and backend (GraphQL API, Prisma), developer experience, and conventions.
- Sinch SMS API: A service for sending and receiving SMS messages globally. Use its Node.js SDK and specifically its
send_atfeature for scheduling. - Prisma: A next-generation ORM for Node.js and TypeScript, used by RedwoodJS for database access.
- Node.js: The underlying JavaScript runtime environment.
- PostgreSQL (or SQLite): The database for storing appointment information.
System Architecture:
┌─────────────┐ ┌──────────────┐ ┌──────────────────┐
│ Browser │─────▶│ RedwoodJS │─────▶│ Reminder Service │
│ (React) │ │ GraphQL API │ │ (Prisma ORM) │
└─────────────┘ └──────────────┘ └──────────────────┘
│
┌──────────┴──────────┐
▼ ▼
┌──────────┐ ┌──────────────┐
│ Database │ │ Sinch SMS │
│ (UTC) │ │ API │
└──────────┘ └──────────────┘
│
▼
┌──────────────┐
│ User Phone │
└──────────────┘
Data flow:
- User interacts with the RedwoodJS Frontend (React) in their browser.
- Frontend sends requests to the RedwoodJS API (GraphQL).
- API routes requests to the Redwood Reminder Service.
- Reminder Service uses Prisma ORM to store and retrieve data from the Database (PostgreSQL/SQLite).
- Reminder Service makes API calls to the Sinch SMS API to schedule messages.
- At the scheduled time, the Sinch SMS API sends the SMS to the User's Phone.
Prerequisites:
- Node.js (v20 or higher recommended – check RedwoodJS docs for current requirements)
- Yarn v1 (v1.22.x or higher recommended; RedwoodJS currently relies on Yarn v1 features)
- A Sinch Account: API credentials (Project ID, Key ID, Key Secret) and a provisioned phone number
- Access to a terminal or command prompt
- Basic understanding of JavaScript, React, GraphQL, and databases
Obtaining Sinch credentials:
- Sign up at sinch.com and create a free account
- Navigate to your Dashboard → Projects → Create New Project
- Go to API Credentials section and generate Key ID and Key Secret (save these securely)
- Navigate to Numbers → Buy Numbers → Select your region and purchase an SMS-capable number
- Verify your number is assigned to your Project ID in the Numbers dashboard
Sinch API Scheduling Requirements:
| Parameter | Format/Value | Description |
|---|---|---|
send_at | ISO-8601 timestamp | YYYY-MM-DDThh:mm:ss.SSSZ (e.g., 2025-08-22T14:30:00.000Z) |
| Maximum scheduling window | 3 days | Messages scheduled beyond this fail |
expire_at | ISO-8601 timestamp | Defaults to 3 days after send_at (maximum value) |
| Phone format | E.164 | +[country_code][number] (e.g., +12025550187) |
| Regional endpoints | Various | US, EU, AU, BR, CA (see table below) |
Regional Endpoints:
| Region | Endpoint | Recommended For |
|---|---|---|
| United States | us.sms.api.sinch.com | North American users |
| European Union | eu.sms.api.sinch.com | European users (hosted in Ireland/Sweden) |
| Australia | au.sms.api.sinch.com | Asia-Pacific users |
| Brazil | br.sms.api.sinch.com | South American users |
| Canada | ca.sms.api.sinch.com | Canadian users |
Sinch API Error Codes:
| Error Code | Cause | Solution |
|---|---|---|
40001 | Invalid phone number format | Validate E.164 format before submission |
40003 | send_at timestamp in the past | Ensure reminder time is in the future |
40004 | send_at beyond 3-day window | Schedule closer to send time or implement queueing |
40101 | Authentication failure | Verify Key ID and Key Secret are correct |
50000 | Service unavailable | Implement retry logic with exponential backoff |
Source: Sinch SMS Batches API Documentation
Final Outcome:
A RedwoodJS application with a simple UI to schedule appointment reminders. The backend validates input, stores appointment details, and uses the Sinch Node SDK to schedule an SMS to be sent 2 hours before the scheduled appointment time.
How Do You Set Up a RedwoodJS Project for SMS Scheduling?
Initialize a new RedwoodJS project and configure the necessary environment.
-
Create Redwood App: Open your terminal and navigate to the directory where you want to create your project. Run the following command, replacing
<your-app-name>with your desired project name (e.g.,redwood-sinch-reminders):bashyarn create redwood-app <your-app-name> --typescript- Use
--typescriptfor enhanced type safety, recommended for production applications. - Follow the prompts:
- Initialize git repo?
yes(recommended) - Enter commit message:
Initial commit(or your preferred message) - Run yarn install?
yes
- Initialize git repo?
- Use
-
Navigate to Project Directory:
bashcd <your-app-name> -
Install Additional Dependencies: Install the Sinch SDK and
luxonfor robust date/time manipulation.bashyarn workspace api add @sinch/sdk-core luxon yarn workspace api add -D @types/luxon # Dev dependency for types@sinch/sdk-core: The official Sinch Node.js SDK.luxon: A powerful library for handling dates, times, and time zones.
Why Luxon over native Date or other libraries?
Luxon provides:
- Immutability: Unlike native Date, Luxon DateTime objects don't mutate, preventing bugs
- Time zone support: First-class IANA time zone handling (e.g.,
America/New_York) - ISO-8601 formatting: Built-in
.toISO()method matches Sinch API requirements exactly - Readable API:
appointmentDateTime.minus({ hours: 2 })vs. complex Date arithmetic
Alternative libraries like Moment.js are deprecated, and Day.js lacks robust time zone support without plugins.
-
Environment Variable Setup: Redwood uses
.envfiles for environment variables. The Sinch SDK requires credentials. Create a.envfile in the root of your project:bashtouch .envAdd the following variables to your
.envfile, replacing the placeholder values with your actual Sinch credentials and configuration:dotenv# .env # Find these in your Sinch Dashboard. Navigate to API Credentials # under your Project Settings (often via Access Keys section). SINCH_KEY_ID='YOUR_SINCH_KEY_ID' SINCH_KEY_SECRET='YOUR_SINCH_KEY_SECRET' SINCH_PROJECT_ID='YOUR_SINCH_PROJECT_ID' # Obtain from your Sinch Customer Dashboard -> Numbers -> Your Numbers # Ensure the number is SMS enabled and assigned to the correct Project ID SINCH_FROM_NUMBER='+1xxxxxxxxxx' # Use E.164 format # Specify the Sinch API region (e.g., 'us' or 'eu') # Regional endpoints: us.sms.api.sinch.com (US), eu.sms.api.sinch.com (EU), # au.sms.api.sinch.com (AU), br.sms.api.sinch.com (BR), ca.sms.api.sinch.com (CA) # Choose the region closest to your user base for optimal performance. SINCH_SMS_REGION='us' # Default country code prefix for numbers if not provided in E.164 format # Adjust based on your primary target region if needed, but prefer E.164 input DEFAULT_COUNTRY_CODE='+1'SINCH_KEY_ID,SINCH_KEY_SECRET,SINCH_PROJECT_ID: Find these in your Sinch Dashboard under your project's API credentials/Access Keys section. TreatSINCH_KEY_SECRETlike a password – never commit it to Git.SINCH_FROM_NUMBER: A virtual number you've acquired through Sinch, enabled for SMS, and associated with your Project ID. Must be in E.164 format (e.g.,+12025550187).SINCH_SMS_REGION: The regional endpoint for the Sinch API. Available regions:us(United States),eu(European Union),au(Australia),br(Brazil),ca(Canada). Use the region closest to your user base or where your account is homed.DEFAULT_COUNTRY_CODE: Used as a fallback if the user enters a local number format. Best practice requires E.164 format input.
Source: Sinch SMS API Reference – Regional Endpoints
-
Add
.envto.gitignore: Ensure your.envfile (containing secrets) is not committed to version control. Open your project's root.gitignorefile and add.envif it's not already present.text# .gitignore # ... other entries .env .env.defaults # Often safe to commit, but double-check .env.development .env.production # ... -
Initial Commit (if not done during creation): If you didn't initialize Git during
create redwood-app:bashgit init git add . git commit -m "Initial project setup with dependencies and env structure"
How Do You Create the Database Schema for Reminder Scheduling?
Define a database table to store the details of scheduled reminders.
-
Define Prisma Schema: Open
api/db/schema.prismaand define a model forReminder:prisma// api/db/schema.prisma datasource db { provider = "postgresql" // Or "sqlite" for local dev/simplicity url = env("DATABASE_URL") } generator client { provider = "prisma-client-js" binaryTargets = "native" } model Reminder { id Int @id @default(autoincrement()) patientName String doctorName String phoneNumber String // Store in E.164 format (e.g., +1xxxxxxxxxx) appointmentTime DateTime // Store in UTC reminderTime DateTime // Store in UTC (when the SMS should be sent) status String @default("PENDING") // PENDING, SENT, FAILED sinchBatchId String? // Store the ID returned by Sinch API createdAt DateTime @default(now()) updatedAt DateTime @updatedAt @@index([status, reminderTime]) // Index for potential future querying/cleanup }- Store phone numbers in E.164 format for consistency.
- Store all
DateTimefields in UTC to avoid time zone issues. statustracks the state of the reminder (PENDINGmeans scheduled but not yet sent).sinchBatchIdcan be useful for tracking the message status within Sinch later.- An index on
statusandreminderTimecould be useful for querying pending jobs or cleanup tasks.
Status lifecycle and state transitions:
PENDING → SENT → (final state)
↓
FAILED → (final state)
- PENDING: Reminder scheduled with Sinch, awaiting send time
- SENT: Sinch confirmed message delivery (requires webhook integration)
- FAILED: Scheduling or delivery failed (check
sinchBatchIdin Sinch dashboard for details)
Enhanced schema for production:
model Reminder {
id Int @id @default(autoincrement())
patientName String
doctorName String
phoneNumber String
appointmentTime DateTime
reminderTime DateTime
status String @default("PENDING")
sinchBatchId String?
retryCount Int @default(0) // Track retry attempts
errorMessage String? // Store last error for debugging
deliveryStatus String? // DELIVERED, UNDELIVERED, EXPIRED from webhook
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
@@index([status, reminderTime])
}- Set up Database Connection:
Ensure your
DATABASE_URLin the.envfile points to your database (e.g.,postgresql://user:password@host:port/database). For local development, Redwood defaults to SQLite, which requires no extra setup if you stick with the defaultprovider = "sqlite".
Troubleshooting database connection issues:
| Issue | Cause | Solution |
|---|---|---|
Can't reach database server | PostgreSQL not running | Start PostgreSQL: brew services start postgresql (macOS) |
Authentication failed | Wrong credentials | Verify username/password in DATABASE_URL |
Database does not exist | Missing database | Create database: createdb your_database_name |
Connection timeout | Firewall or wrong host/port | Check host:port (default 5432) and firewall rules |
-
Run Database Migration: Apply the schema changes to your database:
bashyarn rw prisma migrate dev- This command creates a new SQL migration file based on your
schema.prismachanges and applies it to your development database. Provide a name for the migration when prompted (e.g.,create reminder model).
- This command creates a new SQL migration file based on your
How Do You Implement the Sinch SMS Scheduling Service in RedwoodJS?
Create the RedwoodJS service that handles the logic for scheduling reminders.
-
Generate Service Files: Use the Redwood generator to create the necessary service and GraphQL files:
bashyarn rw g service reminderThis creates:
api/src/services/reminders/reminders.ts(Service logic)api/src/services/reminders/reminders.scenarios.ts(Seed data for testing)api/src/services/reminders/reminders.test.ts(Unit tests)api/src/graphql/reminders.sdl.ts(GraphQL schema definition)
-
Implement the
scheduleReminderService Function: Openapi/src/services/reminders/reminders.tsand add the logic to create a reminder record and schedule the SMS via Sinch.typescript// api/src/services/reminders/reminders.ts import { validate } from '@redwoodjs/api' import type { MutationResolvers } from 'types/graphql' import { db } from 'src/lib/db' import { logger } from 'src/lib/logger' import { sinchClient } from 'src/lib/sinch' // We'll create this client lib next import { DateTime } from 'luxon' interface ScheduleReminderInput { patientName: string doctorName: string phoneNumber: string // Expecting E.164 format appointmentDate: string // e.g., '2025-07-15' appointmentTime: string // e.g., '14:30' timeZone: string // e.g., 'America/New_York' } // --- Helper Function for Phone Number Validation/Normalization --- const normalizePhoneNumber = (inputPhone: string): string => { // Basic check for E.164 format (starts with +, followed by digits) if (/^\+[1-9]\d{1,14}$/.test(inputPhone)) { return inputPhone } // Attempt to prefix with default country code if it looks like a local number // WARNING: This is a significant simplification. Real-world validation is complex. // Using a library like libphonenumber-js is highly recommended for production // as it handles varying international and local formats, plus provides // robust validation, which this basic example lacks. const digits = inputPhone.replace(/\D/g, '') if (digits.length >= 10) { // Basic check for common lengths return (process.env.DEFAULT_COUNTRY_CODE || '+1') + digits } throw new Error('Invalid phone number format. Use E.164 format (e.g., +1xxxxxxxxxx).') } // --- Main Service Function --- export const scheduleReminder: MutationResolvers['scheduleReminder'] = async ({ input, }: { input: ScheduleReminderInput }) => { logger.info({ input }, 'Received request to schedule reminder') // 1. Validate Input validate(input.patientName, 'Patient Name', { presence: true, length: { min: 1 } }) validate(input.doctorName, 'Doctor Name', { presence: true, length: { min: 1 } }) validate(input.phoneNumber, 'Phone Number', { presence: true }) validate(input.appointmentDate, 'Appointment Date', { presence: true }) validate(input.appointmentTime, 'Appointment Time', { presence: true }) validate(input.timeZone, 'Time Zone', { presence: true }) // Ensure timezone is provided let normalizedPhone: string; try { normalizedPhone = normalizePhoneNumber(input.phoneNumber) } catch (error) { logger.error({ error }, 'Phone number validation failed') throw new Error(error.message) } // 2. Calculate Appointment and Reminder Times using Luxon let appointmentDateTime: DateTime; let reminderDateTime: DateTime; try { const dateTimeString = `${input.appointmentDate}T${input.appointmentTime}` appointmentDateTime = DateTime.fromISO(dateTimeString, { zone: input.timeZone }) if (!appointmentDateTime.isValid) { throw new Error(`Invalid date/time format or timezone: ${appointmentDateTime.invalidReason}`) } // Calculate reminder time (e.g., 2 hours before appointment) reminderDateTime = appointmentDateTime.minus({ hours: 2 }) // Validation: Ensure reminder time is in the future if (reminderDateTime <= DateTime.now()) { throw new Error('Calculated reminder time is in the past. Appointment must be sufficiently in the future.') } } catch (error) { logger.error({ error, input }, 'Error processing date/time') throw new Error(`Failed to process date/time: ${error.message}`) } // Convert times to UTC for storage and Sinch API const appointmentTimeUtc = appointmentDateTime.toUTC() const reminderTimeUtc = reminderDateTime.toUTC() // Format for Sinch API (ISO 8601 with Z for UTC) const sendAtIso = reminderTimeUtc.toISO() // Luxon defaults to ISO 8601 // 3. Construct SMS Message Body const messageBody = `Hi ${input.patientName}, this is a reminder for your appointment with Dr. ${input.doctorName} on ${appointmentDateTime.toLocaleString(DateTime.DATE_MED_WITH_WEEKDAY)} at ${appointmentDateTime.toLocaleString(DateTime.TIME_SIMPLE)}. Reply STOP to unsubscribe.` // Added opt-out language logger.info({ normalizedPhone, messageBody, sendAtIso, appointmentTime: appointmentDateTime.toISO(), timeZone: input.timeZone }, 'Prepared reminder details') // 4. Schedule SMS with Sinch API let sinchResponse; try { sinchResponse = await sinchClient.sms.batches.send({ sendSMSRequestBody: { to: [normalizedPhone], from: process.env.SINCH_FROM_NUMBER, body: messageBody, send_at: sendAtIso, // Use the calculated UTC time // Optional: Add delivery_report: 'full' or 'summary' if needed }, }) logger.info({ sinchResponse }, 'Successfully scheduled SMS via Sinch') } catch (error) { logger.error({ error }, 'Failed to schedule SMS via Sinch API') // Consider creating the DB record with status 'FAILED' or throwing throw new Error(`Failed to schedule SMS: ${error.response?.data?.error?.message || error.message}`) } // 5. Store Reminder in Database try { const createdReminder = await db.reminder.create({ data: { patientName: input.patientName, doctorName: input.doctorName, phoneNumber: normalizedPhone, appointmentTime: appointmentTimeUtc.toJSDate(), // Convert Luxon DateTime to JS Date for Prisma reminderTime: reminderTimeUtc.toJSDate(), status: 'PENDING', // Indicates scheduled but not yet sent sinchBatchId: sinchResponse?.id, // Store the batch ID if available }, }) logger.info({ reminderId: createdReminder.id }, 'Reminder record created in database') return createdReminder } catch (dbError) { logger.error({ dbError, sinchBatchId: sinchResponse?.id }, 'Failed to save reminder to database after scheduling SMS') // Critical failure: SMS scheduled, but DB save failed. // Production systems need robust compensation logic: e.g., save reminder // with 'SCHEDULING_FAILED_DB' status *before* API call, update to // 'PENDING' after success, or have a cleanup job identify orphaned scheduled // messages via the Sinch Batch ID. Log details for manual intervention. // Consider attempting to cancel the Sinch message if the API supports it. throw new Error('Failed to save reminder details after scheduling. Manual check required.') } }- Input Validation: Uses Redwood's
validateand custom logic for the phone number and date/time. The phone number normalization explicitly notes its limitations and recommendslibphonenumber-jsfor production. - Date/Time Handling: Leverages
luxonto parse the input date/time with the provided time zone, calculate the reminder time, and convert both to UTC for storage and the API call. Validates that the reminder time is in the future. - Sinch Client: Calls the
sinchClient.sms.batches.sendmethod (you'll definesinchClientnext). send_atParameter: Passes the calculatedreminderTimeUtcin ISO-8601 format to Sinch'ssend_atparameter. Maximum scheduling window: 3 days (Sinch defaultexpire_at).- Database Storage: Saves the reminder details with status
'PENDING'and thesinchBatchId. - Error Handling: Includes
try...catchblocks. The database error handling after a successful Sinch call includes warnings and suggestions for compensation logic.
- Input Validation: Uses Redwood's
Transaction handling and idempotency:
The current implementation has a race condition: if the SMS schedules successfully but the database write fails, you have an orphaned scheduled message. Production systems should:
- Save first, update later: Create DB record with status
PENDING_SCHEDULEbefore calling Sinch, then update toPENDINGafter success - Use transactions: Wrap both operations in a database transaction (note: external API calls can't be rolled back)
- Implement idempotency: Store a unique request ID to prevent duplicate scheduling on retry
Canceling scheduled messages:
Add this function to handle cancellations:
export const cancelReminder: MutationResolvers['cancelReminder'] = async ({ id }) => {
const reminder = await db.reminder.findUnique({ where: { id } })
if (!reminder) throw new Error('Reminder not found')
if (reminder.status !== 'PENDING') throw new Error('Can only cancel pending reminders')
try {
// Cancel via Sinch API
await sinchClient.sms.batches.cancel(reminder.sinchBatchId)
// Update database
return await db.reminder.update({
where: { id },
data: { status: 'CANCELLED' }
})
} catch (error) {
logger.error({ error, reminderId: id }, 'Failed to cancel reminder')
throw new Error(`Cancellation failed: ${error.message}`)
}
}Source: Sinch SMS Batches API – send_at Parameter
-
Create Sinch Client Library: Centralize the Sinch SDK client initialization.
Create a new file:
api/src/lib/sinch.tstypescript// api/src/lib/sinch.ts import { SinchClient } from '@sinch/sdk-core' import { logger } from './logger' // Ensure required environment variables are present const requiredEnvVars: string[] = [ 'SINCH_PROJECT_ID', 'SINCH_KEY_ID', 'SINCH_KEY_SECRET', 'SINCH_SMS_REGION', // Crucial for API endpoint routing 'SINCH_FROM_NUMBER', // Needed for sending ] for (const envVar of requiredEnvVars) { if (!process.env[envVar]) { const errorMessage = `Configuration error: Missing required Sinch environment variable ${envVar}` logger.fatal(errorMessage) // Throwing here will prevent the app from starting without essential config throw new Error(errorMessage) } } // Initialize the Sinch Client // The SDK should ideally use the provided credentials and potentially region // information to route requests correctly. export const sinchClient = new SinchClient({ projectId: process.env.SINCH_PROJECT_ID, keyId: process.env.SINCH_KEY_ID, keySecret: process.env.SINCH_KEY_SECRET, // The @sinch/sdk-core might use the region in different ways depending on the specific API (SMS, Voice etc.) // Ensure SINCH_SMS_REGION is set correctly in your environment. // Consult the latest Sinch Node.js SDK documentation for the precise method // of ensuring the SMS API calls target the correct region if issues arise. // It might involve setting a base URL or a specific regional property. }) // Log confirmation that the client is initialized (without exposing secrets) logger.info('Sinch Client Initialized with Project ID and Key ID.') // Although the region variable is checked above, re-emphasize its importance. logger.info(`Sinch client configured to target region: ${process.env.SINCH_SMS_REGION}`)- This initializes the
SinchClientusing the environment variables. - Includes strict checks to ensure necessary variables are set, preventing runtime errors due to missing configuration.
- Exports the initialized client for use in services.
- Clarifies the importance of the
SINCH_SMS_REGIONenvironment variable for correct API endpoint targeting and advises checking Sinch SDK docs for the specific mechanism if needed.
- This initializes the
Configuring regional endpoints:
If the SDK doesn't automatically route based on SINCH_SMS_REGION, configure the base URL explicitly:
const regionEndpoints = {
us: 'https://us.sms.api.sinch.com',
eu: 'https://eu.sms.api.sinch.com',
au: 'https://au.sms.api.sinch.com',
br: 'https://br.sms.api.sinch.com',
ca: 'https://ca.sms.api.sinch.com',
}
export const sinchClient = new SinchClient({
projectId: process.env.SINCH_PROJECT_ID,
keyId: process.env.SINCH_KEY_ID,
keySecret: process.env.SINCH_KEY_SECRET,
smsServicePlanId: process.env.SINCH_PROJECT_ID,
smsRegion: process.env.SINCH_SMS_REGION,
// If SDK supports custom base URL:
// baseUrl: regionEndpoints[process.env.SINCH_SMS_REGION]
})Check the @sinch/sdk-core documentation for the exact initialization parameters.
How Do You Build the GraphQL API for SMS Reminders?
Define the GraphQL mutation to expose the scheduleReminder service function.
-
Define GraphQL Schema: Open
api/src/graphql/reminders.sdl.ts. Redwood generators created a basic structure. Modify it to define theScheduleReminderInputand thescheduleRemindermutation.graphql# api/src/graphql/reminders.sdl.ts input ScheduleReminderInput { patientName: String! doctorName: String! phoneNumber: String! # E.164 format preferred (e.g., +1xxxxxxxxxx) appointmentDate: String! # Format: YYYY-MM-DD appointmentTime: String! # Format: HH:MM (24-hour) timeZone: String! # IANA Time Zone Name (e.g., America/New_York) } type Reminder { id: Int! patientName: String! doctorName: String! phoneNumber: String! appointmentTime: DateTime! reminderTime: DateTime! status: String! sinchBatchId: String createdAt: DateTime! updatedAt: DateTime! } type Mutation { """Schedules a new SMS reminder via Sinch.""" scheduleReminder(input: ScheduleReminderInput!): Reminder # @requireAuth removed for initial dev """Cancels a pending SMS reminder.""" cancelReminder(id: Int!): Reminder } type Query { """Retrieves all reminders for the authenticated user.""" reminders: [Reminder!]! @requireAuth """Retrieves a single reminder by ID.""" reminder(id: Int!): Reminder @requireAuth }- Defines the input structure expected by the mutation. Using
!marks fields as required. - Defines the
Remindertype that mirrors our Prisma model and will be returned by the mutation on success. - Defines the
scheduleRemindermutation, taking the input and returning aReminder. @requireAuth: Initially added by the generator. It has been removed here for easier initial testing. Important: Removing authentication is only for initial development convenience. You MUST re-enable or implement proper authentication before deploying to any non-local environment.
- Defines the input structure expected by the mutation. Using
-
Testing the API Endpoint: Once the development server is running (
yarn rw dev), test the mutation using the Redwood GraphQL Playground (usually athttp://localhost:8911/graphql) or a tool likecurlor Postman.GraphQL Playground Mutation:
graphqlmutation ScheduleNewReminder { scheduleReminder( input: { patientName: "Alice Wonderland" doctorName: "Cheshire" phoneNumber: "+15551234567" # Use a real test number if possible appointmentDate: "2025-08-22" # Ensure this date/time is far enough in the future appointmentTime: "15:00" timeZone: "America/Los_Angeles" # Use a valid IANA timezone } ) { id patientName phoneNumber appointmentTime reminderTime status sinchBatchId } }Expected Response:
json{ "data": { "scheduleReminder": { "id": 1, "patientName": "Alice Wonderland", "phoneNumber": "+15551234567", "appointmentTime": "2025-08-22T22:00:00.000Z", "reminderTime": "2025-08-22T20:00:00.000Z", "status": "PENDING", "sinchBatchId": "01HXYZ123ABC..." } } }Common Errors:
Error Message Cause Solution Invalid phone number formatPhone not in E.164 Add +and country codeCalculated reminder time is in the pastAppointment too soon Schedule at least 2+ hours ahead Failed to schedule SMS: 40101Invalid Sinch credentials Verify Key ID/Secret in .envDatabase error: unique constraintDuplicate submission Implement idempotency with request IDs Debugging Tips:
- Check API server logs in terminal running
yarn rw dev - Verify Sinch Dashboard → Logs → API Logs for request details
- Use GraphQL Playground's "DOCS" tab to explore schema
- Enable verbose logging:
logger.debug({ sinchResponse }, 'Full response')in service - Test with curl to isolate frontend issues:
Curl Example:
bashcurl 'http://localhost:8911/graphql' \ -H 'Content-Type: application/json' \ --data-binary '{"query":"mutation ScheduleNewReminder($input: ScheduleReminderInput!) {\n scheduleReminder(input: $input) {\n id\n patientName\n phoneNumber\n appointmentTime\n reminderTime\n status\n sinchBatchId\n }\n}","variables":{"input":{"patientName":"Bob The Builder","doctorName":"Wendy","phoneNumber":"+15559876543","appointmentDate":"2025-09-10","appointmentTime":"10:00","timeZone":"Europe/London"}}}' \ --compressed- Replace placeholders with valid data. Ensure the
appointmentDateandappointmentTimeresult in areminderTime(2 hours prior) that is in the future from when you run the test. - Check the response in the GraphQL playground or terminal. You should see the details of the created
Reminderrecord. - Check the API server logs (
yarn rw devoutput) for logs from the service function. - Check your Sinch Dashboard (Logs or specific API logs) to see if the message scheduling request was received.
- Check API server logs in terminal running
How Do You Create the React Frontend for Scheduling Reminders?
Create a React page with a form to schedule reminders.
-
Generate Page: Create a new page component for the reminder form.
bashyarn rw g page ReminderScheduler /scheduleThis creates
web/src/pages/ReminderSchedulerPage/ReminderSchedulerPage.tsx. -
Build the Form: Open
web/src/pages/ReminderSchedulerPage/ReminderSchedulerPage.tsxand implement the form using Redwood Form components.typescript// web/src/pages/ReminderSchedulerPage/ReminderSchedulerPage.tsx import { MetaTags, useMutation } from '@redwoodjs/web' import { toast, Toaster } from '@redwoodjs/web/toast' import { Form, Label, TextField, DateField, TimeField, SelectField, Submit, FieldError, FormError, useForm // Import useForm for reset } from '@redwoodjs/forms' import { useEffect, useState } from 'react' // GraphQL Mutation Definition (should match api/src/graphql/reminders.sdl.ts) const SCHEDULE_REMINDER_MUTATION = gql` mutation ScheduleReminder($input: ScheduleReminderInput!) { scheduleReminder(input: $input) { id # Request necessary fields back } } ` // Basic list of IANA time zones (add more as needed or use a library) const timeZones = [ 'America/New_York', 'America/Chicago', 'America/Denver', 'America/Los_Angeles', 'America/Anchorage', 'America/Honolulu', 'Europe/London', 'Europe/Paris', 'Asia/Tokyo', 'Australia/Sydney', 'UTC' // Add more relevant time zones here ]; const ReminderSchedulerPage = () => { const formMethods = useForm() // Get form methods for reset const [createReminder, { loading, error }] = useMutation( SCHEDULE_REMINDER_MUTATION, { onCompleted: () => { toast.success('Reminder scheduled successfully!') formMethods.reset() // Reset form after successful submission }, onError: (error) => { toast.error(`Error scheduling reminder: ${error.message}`) console.error(error) }, } ) // Get user's local timezone guess (optional, provide a default) const [defaultTimeZone, setDefaultTimeZone] = useState('UTC'); useEffect(() => { try { setDefaultTimeZone(Intl.DateTimeFormat().resolvedOptions().timeZone); } catch (e) { console.warn("Could not detect browser timezone.") } }, []) const onSubmit = (data) => { console.log('Submitting data:', data) // The service expects separate date/time strings, so direct submission is okay createReminder({ variables: { input: data } }) } return ( <> <MetaTags title="Schedule Reminder" description="Schedule an SMS reminder" /> <Toaster toastOptions={{ className: 'rw-toast', duration: 6000 }} /> <h1>Schedule New Reminder</h1> <Form onSubmit={onSubmit} error={error} className="rw-form-wrapper" formMethods={formMethods} > {/* Display top-level form errors (like network issues) */} <FormError error={error} wrapperClassName="rw-form-error-wrapper" titleClassName="rw-form-error-title" listClassName="rw-form-error-list" /> <Label name="patientName" errorClassName="rw-label rw-label-error">Patient Name</Label> <TextField name="patientName" validation={{ required: true }} errorClassName="rw-input rw-input-error" className="rw-input" aria-required="true" aria-label="Patient Name" /> <FieldError name="patientName" className="rw-field-error" /> <Label name="doctorName" errorClassName="rw-label rw-label-error">Doctor Name</Label> <TextField name="doctorName" validation={{ required: true }} errorClassName="rw-input rw-input-error" className="rw-input" aria-required="true" aria-label="Doctor Name" /> <FieldError name="doctorName" className="rw-field-error" /> <Label name="phoneNumber" errorClassName="rw-label rw-label-error">Phone Number (E.164 Format: +1xxxxxxxxxx)</Label> <TextField name="phoneNumber" placeholder="+15551234567" validation={{ required: true, pattern: { value: /^\+[1-9]\d{1,14}$/, // Basic E.164 regex message: 'Please enter in E.164 format (e.g., +15551234567)', }, }} errorClassName="rw-input rw-input-error" className="rw-input" aria-required="true" aria-label="Phone Number" aria-describedby="phone-help" /> <span id="phone-help" className="rw-help-text">Include country code (e.g., +1 for US)</span> <FieldError name="phoneNumber" className="rw-field-error" /> <Label name="appointmentDate" errorClassName="rw-label rw-label-error">Appointment Date</Label> <DateField name="appointmentDate" validation={{ required: true }} errorClassName="rw-input rw-input-error" className="rw-input" aria-required="true" aria-label="Appointment Date" /> <FieldError name="appointmentDate" className="rw-field-error" /> <Label name="appointmentTime" errorClassName="rw-label rw-label-error">Appointment Time (24-hour)</Label> <TimeField name="appointmentTime" validation={{ required: true }} errorClassName="rw-input rw-input-error" className="rw-input" aria-required="true" aria-label="Appointment Time" /> <FieldError name="appointmentTime" className="rw-field-error" /> <Label name="timeZone" errorClassName="rw-label rw-label-error">Appointment Time Zone</Label> <SelectField name="timeZone" validation={{ required: true }} errorClassName="rw-input rw-input-error" className="rw-input" defaultValue={defaultTimeZone} // Set default based on browser guess aria-required="true" aria-label="Time Zone" > {timeZones.map(tz => ( <option key={tz} value={tz}>{tz}</option> ))} </SelectField> <FieldError name="timeZone" className="rw-field-error" /> <div className="rw-button-group"> <Submit disabled={loading} className="rw-button rw-button-blue" aria-label={loading ? "Scheduling reminder..." : "Schedule Reminder"} > {loading ? ( <> <span className="spinner" aria-hidden="true"></span> Scheduling... </> ) : ( 'Schedule Reminder' )} </Submit> </div> </Form> </> ) } export default ReminderSchedulerPage- Uses Redwood's
useMutationhook to call thescheduleReminderGraphQL mutation. - Uses Redwood Form components (
<Form>,<TextField>,<DateField>,<TimeField>,<SelectField>,<Submit>,<FieldError>,<FormError>) for structure, validation, and error handling. - Includes basic client-side validation (
required,pattern). More complex validation happens in the service. - Uses
Toasterfor displaying success/error messages. - Includes a
<SelectField>for selecting the appointment's time zone, crucial for correct calculation. It attempts to default to the user's browser time zone. - Form resets after successful submission using
formMethods.reset() - Loading state indicator shows "Scheduling..." with spinner during submission
- ARIA attributes for screen reader accessibility
- Uses Redwood's
-
Add Route: Ensure the route is defined in
web/src/Routes.tsx:typescript// web/src/Routes.tsx import { Router, Route, Set } from '@redwoodjs/router' import GeneralLayout from 'src/layouts/GeneralLayout/GeneralLayout' // Example layout const Routes = () => { return ( <Router> <Set wrap={GeneralLayout}> // Use your desired layout <Route path="/schedule" page={ReminderSchedulerPage} name="scheduleReminder" /> {/* Add other routes here */} <Route notfound page={NotFoundPage} /> </Set> </Router> ) } export default Routes -
Run and Test: Start the development server:
bashyarn rw devNavigate to
http://localhost:8910/schedule(or your configured port). Fill out the form with valid data (ensure the appointment is far enough in the future) and submit. Check the browser console, API server logs, and Sinch dashboard for confirmation. You should receive the SMS 2 hours before the specified appointment time.
How Do You Handle Errors and Implement Retry Logic?
Error Handling:
- Frontend: Uses Redwood Forms
FieldErrorandFormError,useMutation'sonErrorcallback, andtoastnotifications. - Backend (Service): Uses
try...catchblocks around critical operations (validation, date/time parsing, API calls, database writes). Includes specific error messages and logs errors using Redwood's logger. Highlights the critical failure case where the SMS is scheduled but the database write fails, suggesting robust compensation logic for production.
Logging:
- Uses Redwood's built-in
loggeron the API side (src/lib/logger.ts). Logs key events like receiving requests, preparing data, successful API calls, database writes, and errors. Avoid logging sensitive data likeSINCH_KEY_SECRET.
Implementing Retry Logic with async-retry:
Install the library:
yarn workspace api add async-retry
yarn workspace api add -D @types/async-retryUpdate the service to include retry logic:
// api/src/services/reminders/reminders.ts
import retry from 'async-retry'
// Inside scheduleReminder function, replace the Sinch API call section:
// 4. Schedule SMS with Sinch API (with retry logic)
let sinchResponse;
try {
sinchResponse = await retry(
async (bail) => {
try {
return await sinchClient.sms.batches.send({
sendSMSRequestBody: {
to: [normalizedPhone],
from: process.env.SINCH_FROM_NUMBER,
body: messageBody,
send_at: sendAtIso,
},
})
} catch (error) {
// Don't retry 4xx client errors (bad request, auth failures)
if (error.response?.status >= 400 && error.response?.status < 500) {
logger.error({ error, status: error.response.status }, 'Client error - not retrying')
bail(new Error(`Client error: ${error.response?.data?.error?.message || error.message}`))
return
}
// Retry 5xx server errors and network failures
logger.warn({ error, attempt: error.attemptNumber }, 'Sinch API call failed, retrying...')
throw error
}
},
{
retries: 3, // Maximum 3 retry attempts
factor: 2, // Exponential backoff factor
minTimeout: 1000, // Start with 1 second delay
maxTimeout: 5000, // Max 5 seconds between retries
onRetry: (error, attempt) => {
logger.info({ attempt, maxRetries: 3 }, 'Retrying Sinch API call')
},
}
)
logger.info({ sinchResponse }, 'Successfully scheduled SMS via Sinch')
} catch (error) {
logger.error({ error }, 'Failed to schedule SMS after all retries')
throw new Error(`Failed to schedule SMS: ${error.message}`)
}Error Code Handling with Recovery Strategies:
| Error Type | HTTP Status | Recovery Strategy | Implementation |
|---|---|---|---|
| Invalid phone number | 40001 | Prompt user to fix | Return validation error immediately |
| Past timestamp | 40003 | Reject submission | Check reminderTime > DateTime.now() before API call |
| Beyond 3-day window | 40004 | Queue for later | Store in DB, schedule via cron job when within window |
| Auth failure | 40101 | Alert admin | Log fatal error, send notification to ops team |
| Rate limit | 42901 | Exponential backoff | Implement retry with longer delays (10s, 30s, 60s) |
| Service unavailable | 50000 | Retry with backoff | Use async-retry as shown above |
Monitoring and Alerting for Production:
- Implement health checks:
// api/src/functions/health.ts
export const handler = async () => {
try {
await db.$queryRaw`SELECT 1`
return { statusCode: 200, body: JSON.stringify({ status: 'healthy' }) }
} catch (error) {
return { statusCode: 503, body: JSON.stringify({ status: 'unhealthy', error: error.message }) }
}
}-
Track metrics: Monitor reminder scheduling success rate, average latency, and error rates
-
Set up alerts: Configure notifications for:
- Failed reminders exceeding 5% of total
- Database connection failures
- Sinch API authentication errors
- Reminders stuck in
PENDINGstatus for >24 hours
-
Implement dead letter queue: Store failed reminders in a separate table for manual review and retry
Frequently Asked Questions
What is the maximum scheduling window for Sinch SMS messages?
Sinch SMS API allows scheduling messages up to 3 days in the future using the send_at parameter. The expire_at parameter defaults to 3 days after send_at, which is also the maximum allowed value. If you need to schedule messages further in advance, implement your own queueing system or use a job scheduler like Redwood's job system to trigger the Sinch API call closer to the desired send time.
Implementing longer-term scheduling:
// api/src/services/reminders/reminders.ts
export const scheduleReminder: MutationResolvers['scheduleReminder'] = async ({ input }) => {
// Calculate reminder time
const reminderDateTime = appointmentDateTime.minus({ hours: 2 })
const now = DateTime.now()
const threeDaysFromNow = now.plus({ days: 3 })
if (reminderDateTime > threeDaysFromNow) {
// Store in DB without calling Sinch API yet
const reminder = await db.reminder.create({
data: {
...input,
status: 'QUEUED', // New status for future scheduling
reminderTime: reminderDateTime.toJSDate(),
},
})
logger.info({ reminderId: reminder.id }, 'Reminder queued for future scheduling')
return reminder
} else {
// Schedule immediately via Sinch API
// ... existing scheduling logic
}
}
// Create a cron job to process queued reminders
// api/src/functions/scheduleQueuedReminders.ts
export const handler = async () => {
const threeDaysFromNow = DateTime.now().plus({ days: 3 })
const queuedReminders = await db.reminder.findMany({
where: {
status: 'QUEUED',
reminderTime: {
lte: threeDaysFromNow.toJSDate(),
},
},
})
for (const reminder of queuedReminders) {
// Schedule via Sinch API and update status to PENDING
// ... scheduling logic
}
}How do you format the send_at timestamp for Sinch API?
Use ISO-8601 format with timezone information: YYYY-MM-DDThh:mm:ss.SSSZ. For example, 2025-08-22T14:30:00.000Z represents August 22, 2025 at 2:30 PM UTC. Luxon's toISO() method automatically formats DateTime objects in this format. Always convert your local appointment times to UTC before passing to the Sinch API to ensure accurate scheduling across time zones.
Which Sinch regional endpoints are available for SMS?
Sinch provides five regional SMS API endpoints:
| Region | Endpoint | Use Case | Typical Latency |
|---|---|---|---|
| US | us.sms.api.sinch.com | North American users | ~50-100ms from US locations |
| EU | eu.sms.api.sinch.com | European users (Ireland, Sweden) | ~30-80ms from Europe |
| AU | au.sms.api.sinch.com | Asia-Pacific users | ~40-90ms from APAC |
| BR | br.sms.api.sinch.com | South American users | ~60-120ms from South America |
| CA | ca.sms.api.sinch.com | Canadian users | ~40-80ms from Canada |
Region selection criteria:
- Data residency requirements: EU companies often must use EU region for GDPR compliance
- User base location: Choose closest region to majority of recipients
- Latency requirements: Critical for time-sensitive reminders
- Account provisioning: Check which regions your Sinch account supports
How do you handle time zones correctly in RedwoodJS SMS scheduling?
Use Luxon's DateTime object with explicit time zone information. Accept the user's time zone as input (using IANA time zone names like America/New_York), parse the appointment date/time in that zone using DateTime.fromISO(dateTimeString, { zone: timeZone }), then convert to UTC with .toUTC() before storing in the database and sending to Sinch. This ensures reminders send at the correct local time regardless of server location.
What database fields do you need for SMS reminder tracking?
Store these essential fields in your Prisma schema:
| Field | Type | Purpose | Example |
|---|---|---|---|
phoneNumber | String | E.164 format recipient | +12025550187 |
appointmentTime | DateTime | UTC appointment time | 2025-08-22T14:00:00.000Z |
reminderTime | DateTime | UTC send time | 2025-08-22T12:00:00.000Z |
status | String | Tracking state | PENDING, SENT, FAILED |
sinchBatchId | String? | Sinch tracking ID | 01HXYZ123ABC... |
createdAt | DateTime | Record creation | 2025-08-20T10:30:00.000Z |
updatedAt | DateTime | Last modification | 2025-08-22T12:00:15.000Z |
Index status and reminderTime together for efficient queries when building admin dashboards or cleanup jobs:
@@index([status, reminderTime])How do you validate phone numbers for Sinch SMS in RedwoodJS?
Use E.164 format validation (/^\+[1-9]\d{1,14}$/ regex) for basic checking, but implement the libphonenumber-js library for production applications.
Installing and using libphonenumber-js:
yarn workspace api add libphonenumber-js// api/src/services/reminders/reminders.ts
import { parsePhoneNumber, isValidPhoneNumber } from 'libphonenumber-js'
const normalizePhoneNumber = (inputPhone: string, defaultCountry = 'US'): string => {
try {
// Validate format
if (!isValidPhoneNumber(inputPhone, defaultCountry)) {
throw new Error(`Invalid phone number: ${inputPhone}`)
}
// Parse and format to E.164
const phoneNumber = parsePhoneNumber(inputPhone, defaultCountry)
return phoneNumber.format('E.164') // Returns +12025550187
} catch (error) {
logger.error({ error, inputPhone }, 'Phone validation failed')
throw new Error('Enter a valid phone number with country code (e.g., +1 555 123 4567)')
}
}Supported input formats (all convert to +12025550187):
+1 202 555 0187(international with spaces)(202) 555-0187(US local format)202-555-0187(US dashed format)2025550187(digits only, with country hint)
What happens if the SMS scheduling fails but the database save succeeds?
This is a critical consistency issue. The example code includes a try...catch around the database save after successful Sinch scheduling. If the database write fails, the SMS is already scheduled but you have no record. Production systems need compensation logic: save the reminder with status PENDING before calling Sinch, then update to SCHEDULED after success. Alternatively, log the sinchBatchId to a failure tracking system and implement a reconciliation job that queries Sinch API to identify orphaned scheduled messages.
How do you implement retry logic for failed Sinch API calls in RedwoodJS?
Use the async-retry npm package in your service function. Wrap the sinchClient.sms.batches.send() call with retry logic that handles transient network errors (connection timeouts, 5xx responses) but not permanent failures (4xx authentication or validation errors). Implement exponential backoff (e.g., 1s, 2s, 4s delays) with a maximum of 3-5 retry attempts. Log each retry attempt using RedwoodJS logger and update the reminder status to FAILED if all retries exhaust.
See the complete implementation in the "How Do You Handle Errors and Implement Retry Logic?" section above.
Frequently Asked Questions
How to schedule SMS reminders with RedwoodJS?
Use RedwoodJS's GraphQL API, integrated with the Sinch SMS API, to schedule and send SMS reminders. Create a Redwood service that interacts with both the Sinch API and your database to manage reminder scheduling and data storage. Build a frontend form in RedwoodJS to collect user input and trigger the reminder scheduling process via the GraphQL API.
What is the Sinch SMS API used for in RedwoodJS?
The Sinch SMS API enables your RedwoodJS application to send SMS messages. It handles the complexities of SMS delivery, allowing you to focus on application logic. Specifically, the 'send_at' feature allows scheduling SMS messages for future delivery without managing background jobs within RedwoodJS itself.
Why use RedwoodJS for an SMS reminder app?
RedwoodJS offers a full-stack, serverless-friendly framework that simplifies development by providing integrated frontend (React), backend (GraphQL API, Prisma), and database access. This structure makes it easier to handle user interactions, data management, and external API integrations like Sinch.
When should I use Luxon in my RedwoodJS app?
Luxon is highly beneficial when working with dates and times, especially when dealing with different time zones. It's used to parse, manipulate, and format dates/times accurately in your RedwoodJS application, avoiding common time zone issues. In this SMS reminder app, Luxon ensures accurate calculation of the reminder time based on the user's specified time zone and converts it to UTC for consistent storage and Sinch API interaction.
Can I use SQLite instead of PostgreSQL with RedwoodJS?
Yes, you can use SQLite for local development and simpler projects. RedwoodJS defaults to SQLite and handles the basic setup automatically if you use provider = "sqlite" in your schema.prisma file. For production environments, PostgreSQL is generally recommended for its scalability and robustness, requiring you to configure the DATABASE_URL environment variable appropriately.
How to set up environment variables in RedwoodJS?
RedwoodJS uses .env files for environment variables. Create a .env file in your project's root directory and add your sensitive information, such as API keys and database URLs. Ensure .env is added to .gitignore to prevent committing secrets to version control.
What is Prisma used for in the RedwoodJS reminder app?
Prisma acts as an Object-Relational Mapper (ORM) for your database. It simplifies database interactions by allowing you to work with data using JavaScript objects and methods. In this application, Prisma facilitates storing and retrieving reminder details like patient name, appointment time, and phone number.
How does the RedwoodJS reminder app architecture work?
The user interacts with a React frontend, which communicates with a GraphQL API. The API interacts with a Redwood service that handles logic, using Prisma to manage data in a database (PostgreSQL/SQLite) and the Sinch API to schedule SMS messages. Sinch sends the SMS at the designated time.
What are the prerequisites for building this SMS reminder app?
You need Node.js (v20 or higher recommended), Yarn v1, a Sinch account (with API credentials and a provisioned number), access to a terminal, and basic understanding of JavaScript, React, GraphQL, and databases.
How to handle time zones with Sinch SMS API scheduling?
The Sinch SMS API expects times in UTC for the send_at parameter. Use a library like Luxon to convert user-provided times (along with their time zone) into UTC before passing to the Sinch API. Ensure your database also stores all DateTime fields in UTC for consistency.
How to create the database schema for the reminder app?
Define a 'Reminder' model in your api/db/schema.prisma file specifying fields like patientName, phoneNumber, appointmentTime, reminderTime, and status. Use appropriate data types and consider an index on status and reminderTime for efficient querying.
What does 'PENDING' status mean in the RedwoodJS SMS reminder app?
The 'PENDING' status indicates that an SMS reminder has been scheduled but has not yet been sent by Sinch. Other status options could be SENT or FAILED for enhanced tracking and reporting.
Why is E.164 format important for phone numbers?
E.164 is an international standard format for phone numbers (e.g., +15551234567) that ensures consistency and compatibility with global communication systems. Using E.164 simplifies validation and reduces ambiguity when sending SMS messages internationally.
How to implement error handling when scheduling Sinch SMS reminders?
Implement try...catch blocks around API calls and database operations to handle potential errors gracefully. Log errors using Redwood's logger and provide user feedback through toasts or other notification mechanisms. Consider retry mechanisms for API calls and compensation logic for database errors to enhance robustness.