Advanced Automation Actions
Master the latest automation capabilities including loop processing, WhatsApp Business integration, AI-powered schema generation, and advanced error handling. These powerful features transform complex workflows into simple, reliable automations.
New in 2025! Loop actions, WhatsApp Business messaging, HTTP schema auto-generation, and enhanced social media integrations make Taskade automations even more powerful.
๐ Loop Actions & Batch Processing
What Are Loop Actions?
Loop actions enable batch processing and nested automation workflows, allowing you to process multiple items, repeat actions, and create sophisticated multi-step processes.
Loop Types
1. For Each Loop
Process each item in a list or array:
{
"type": "loop.forEach",
"input": "{{webhook.customer_list}}",
"actions": [
{
"type": "crm.updateContact",
"contactId": "{{item.id}}",
"properties": {
"lastEngagement": "{{now}}",
"status": "processed"
}
},
{
"type": "email.send",
"to": "{{item.email}}",
"template": "engagement_update",
"variables": {
"name": "{{item.name}}"
}
}
],
"options": {
"maxConcurrency": 5,
"delayBetweenItems": "2s",
"continueOnError": true
}
}
2. While Loop
Repeat actions until a condition is met:
{
"type": "loop.while",
"condition": "{{api_response.hasMore}} === true",
"maxIterations": 50,
"actions": [
{
"type": "http.get",
"url": "https://api.example.com/data",
"params": {
"page": "{{loop.iteration}}",
"limit": 100
}
},
{
"type": "data.append",
"target": "collected_data",
"value": "{{response.data}}"
}
]
}
3. Retry Loop
Automatically retry failed operations with exponential backoff:
{
"type": "loop.retry",
"maxRetries": 3,
"retryDelay": "5s",
"exponentialBackoff": true,
"retryConditions": ["network_error", "rate_limit", "timeout"],
"actions": [
{
"type": "http.post",
"url": "https://api.external-service.com/webhook",
"payload": "{{form.data}}"
}
],
"onFinalFailure": [
{
"type": "slack.notify",
"channel": "#alerts",
"message": "Failed to sync data after 3 attempts: {{error.message}}"
}
]
}
Advanced Loop Features
Nested Loops
{
"type": "loop.forEach",
"input": "{{projects}}",
"actions": [
{
"type": "loop.forEach",
"input": "{{item.tasks}}",
"actions": [
{
"type": "task.update",
"taskId": "{{item.id}}",
"status": "reviewed"
}
]
}
]
}
Loop Control & Break Conditions
{
"type": "loop.forEach",
"input": "{{candidates}}",
"breakWhen": "{{item.score}} >= 90",
"actions": [
{
"type": "crm.scoreCandidate",
"candidateId": "{{item.id}}"
}
],
"onBreak": [
{
"type": "email.notify",
"message": "Found high-scoring candidate: {{item.name}}"
}
]
}
๐ฌ WhatsApp Business Integration
Setup & Authentication
WhatsApp Business API Configuration
{
"whatsapp": {
"provider": "whatsapp_business",
"config": {
"phoneNumberId": "your_phone_number_id",
"accessToken": "your_whatsapp_access_token",
"businessAccountId": "your_business_account_id"
},
"webhook": {
"verifyToken": "your_verify_token",
"callbackUrl": "https://your-domain.com/whatsapp/webhook"
}
}
}
Message Types & Templates
Text Messages
{
"type": "whatsapp.sendMessage",
"to": "{{form.phone_number}}",
"messageType": "text",
"content": {
"text": "Hi {{form.name}}! Thanks for your inquiry about {{form.service}}. We'll get back to you within 24 hours."
}
}
Template Messages
{
"type": "whatsapp.sendTemplate",
"to": "{{contact.phone}}",
"template": {
"name": "appointment_reminder",
"language": "en_US",
"parameters": [
{
"type": "text",
"text": "{{appointment.date}}"
},
{
"type": "text",
"text": "{{appointment.time}}"
}
]
}
}
Interactive Messages
{
"type": "whatsapp.sendInteractive",
"to": "{{customer.phone}}",
"interactive": {
"type": "button",
"header": {
"type": "text",
"text": "Order Status Update"
},
"body": {
"text": "Your order #{{order.id}} is ready for pickup!"
},
"action": {
"buttons": [
{
"type": "reply",
"reply": {
"id": "confirm_pickup",
"title": "Confirm Pickup"
}
},
{
"type": "reply",
"reply": {
"id": "request_delivery",
"title": "Request Delivery"
}
}
]
}
}
}
Media Messages
{
"type": "whatsapp.sendMedia",
"to": "{{recipient.phone}}",
"media": {
"type": "image",
"url": "{{product.image_url}}",
"caption": "Check out our new {{product.name}}! Available now for ${{product.price}}"
}
}
Advanced WhatsApp Workflows
Customer Support Automation
{
"name": "WhatsApp Support Flow",
"trigger": {
"type": "whatsapp.messageReceived"
},
"actions": [
{
"type": "ai.analyzeMessage",
"input": "{{message.text}}",
"analysis": ["intent", "urgency", "sentiment"]
},
{
"type": "condition.switch",
"value": "{{ai.intent}}",
"cases": {
"order_status": [
{
"type": "database.lookup",
"table": "orders",
"query": {
"phone": "{{message.from}}"
}
},
{
"type": "whatsapp.sendMessage",
"to": "{{message.from}}",
"content": {
"text": "Your order #{{order.id}} is {{order.status}}. Expected delivery: {{order.delivery_date}}"
}
}
],
"complaint": [
{
"type": "whatsapp.sendMessage",
"to": "{{message.from}}",
"content": {
"text": "I'm sorry to hear about your experience. Let me connect you with a manager who can help resolve this immediately."
}
},
{
"type": "slack.notify",
"channel": "#customer-support",
"message": "Urgent: WhatsApp complaint from {{message.from}}: {{message.text}}"
}
]
}
}
]
}
E-commerce Integration
{
"name": "WhatsApp E-commerce Flow",
"trigger": {
"type": "ecommerce.orderPlaced"
},
"actions": [
{
"type": "whatsapp.sendTemplate",
"to": "{{order.customer.phone}}",
"template": {
"name": "order_confirmation",
"parameters": [
"{{order.id}}",
"{{order.total}}",
"{{order.estimated_delivery}}"
]
}
},
{
"type": "delay.wait",
"duration": "1 day"
},
{
"type": "whatsapp.sendMessage",
"to": "{{order.customer.phone}}",
"content": {
"text": "Your order is being prepared! Track your delivery here: {{order.tracking_url}}"
}
}
]
}
๐ง HTTP Schema Generator
Auto-Generate API Schemas
The HTTP Schema Generator automatically creates data schemas from API responses, making integration setup faster and more reliable.
Automatic Schema Detection
{
"type": "http.schemaGenerator",
"endpoint": "https://api.example.com/users",
"method": "GET",
"sampleSize": 10,
"generateSchema": {
"format": "json-schema",
"includeExamples": true,
"inferTypes": true,
"detectPatterns": true
}
}
Generated Schema Output
{
"schema": {
"type": "object",
"properties": {
"id": {
"type": "integer",
"example": 12345
},
"name": {
"type": "string",
"pattern": "^[A-Za-z\\s]+$",
"example": "John Doe"
},
"email": {
"type": "string",
"format": "email",
"example": "[email protected]"
},
"created_at": {
"type": "string",
"format": "date-time",
"example": "2024-01-15T10:30:00Z"
}
}
},
"validationRules": [
{
"field": "email",
"rule": "required",
"message": "Email is required"
}
]
}
Schema-Driven Validations
{
"type": "http.post",
"url": "https://api.external.com/webhook",
"payload": "{{form.data}}",
"schema": "{{generated.schema}}",
"validation": {
"enabled": true,
"strictMode": false,
"onValidationError": [
{
"type": "log.error",
"message": "Schema validation failed: {{validation.errors}}"
},
{
"type": "email.notify",
"to": "[email protected]",
"subject": "API Integration Error"
}
]
}
}
๐ฑ Enhanced Social Media Integrations
Advanced Twitter/X Integration
Smart Content Publishing
{
"type": "twitter.publishThread",
"content": [
{
"text": "๐งต Thread about {{topic}} (1/{{thread.length}})",
"media": ["{{image.url}}"]
},
{
"text": "{{ai.generated_content.part1}}",
"hashtags": ["{{ai.relevant_hashtags}}"]
},
{
"text": "{{ai.generated_content.part2}}",
"mentions": ["{{ai.relevant_mentions}}"]
}
],
"scheduling": {
"publishAt": "{{ai.optimal_time}}",
"timezone": "{{user.timezone}}"
}
}
Engagement Automation
{
"type": "twitter.engagementFlow",
"triggers": ["mention", "reply", "dm"],
"actions": [
{
"type": "ai.analyzeEngagement",
"input": "{{tweet.text}}",
"sentiment": true,
"intent": true
},
{
"type": "condition.if",
"condition": "{{ai.sentiment}} > 0.7",
"then": [
{
"type": "twitter.like",
"tweetId": "{{tweet.id}}"
},
{
"type": "twitter.reply",
"tweetId": "{{tweet.id}}",
"text": "{{ai.generate_positive_response}}"
}
]
}
]
}
LinkedIn Business Automation
Professional Content Distribution
{
"type": "linkedin.publishPost",
"content": {
"text": "{{ai.professional_content}}",
"media": [
{
"type": "image",
"url": "{{generated.infographic}}",
"alt": "{{ai.alt_text}}"
}
]
},
"targeting": {
"audience": "professional_network",
"industries": ["{{user.industry}}"],
"includeHashtags": true
},
"engagement": {
"trackMetrics": true,
"autoRespond": true,
"escalateThreshold": 10
}
}
Facebook Pages Integration
Multi-Format Content Publishing
{
"type": "facebook.publishContent",
"pageId": "{{facebook.page_id}}",
"content": {
"type": "carousel",
"items": [
{
"image": "{{product.image1}}",
"headline": "{{product.name}}",
"description": "{{ai.product_description}}",
"callToAction": "Shop Now",
"link": "{{product.url}}"
}
]
},
"scheduling": {
"publishTime": "{{ai.optimal_posting_time}}",
"crossPost": ["instagram", "twitter"]
}
}
๐จ Advanced Error Handling
Smart Error Recovery
Automatic Retry Strategies
{
"errorHandling": {
"retryPolicy": {
"maxRetries": 3,
"retryDelay": "exponential",
"retryConditions": [
"network_timeout",
"rate_limit_exceeded",
"temporary_server_error"
]
},
"fallbackActions": [
{
"type": "queue.add",
"queue": "failed_requests",
"data": "{{original.payload}}"
},
{
"type": "slack.notify",
"channel": "#system-alerts",
"message": "Automation failed after retries: {{error.message}}"
}
]
}
}
Context-Aware Error Classification
{
"type": "error.classifier",
"error": "{{caught.error}}",
"categories": {
"transient": {
"patterns": ["timeout", "rate.limit", "503", "502"],
"action": "retry_with_backoff"
},
"authentication": {
"patterns": ["401", "403", "invalid.token"],
"action": "refresh_credentials"
},
"permanent": {
"patterns": ["400", "404", "invalid.request"],
"action": "log_and_alert"
}
}
}
Comprehensive Error Monitoring
Error Analytics Dashboard
{
"errorAnalytics": {
"tracking": {
"errorRate": "percentage of failed executions",
"commonFailures": "most frequent error types",
"recoveryTime": "average time to successful retry",
"impactAnalysis": "affected workflows and users"
},
"alerts": [
{
"condition": "error_rate > 5%",
"action": "immediate_alert",
"channels": ["slack", "email", "sms"]
},
{
"condition": "critical_workflow_failure",
"action": "escalation_protocol",
"notify": ["team_lead", "system_admin"]
}
]
}
}
๐ค AI Agent Integration Enhancements
Agent Search & Discovery
Dynamic Agent Selection
{
"type": "agent.smartSelect",
"criteria": {
"task": "{{automation.current_task}}",
"domain": "{{workspace.industry}}",
"complexity": "{{task.complexity_score}}"
},
"selection": "best_match",
"fallback": "general_purpose_agent"
}
Agent Collaboration Workflows
{
"type": "agent.collaboration",
"agents": [
{
"role": "analyst",
"task": "analyze_data",
"input": "{{form.responses}}"
},
{
"role": "writer",
"task": "create_summary",
"input": "{{analyst.insights}}"
},
{
"role": "reviewer",
"task": "quality_check",
"input": "{{writer.summary}}"
}
],
"coordination": "sequential",
"quality_gates": true
}
Conversation Export & Analysis
Automated Conversation Processing
{
"type": "agent.exportConversation",
"conversationId": "{{trigger.conversation_id}}",
"format": "markdown",
"processing": [
{
"type": "ai.extractInsights",
"focus": ["key_decisions", "action_items", "unresolved_questions"]
},
{
"type": "document.create",
"title": "Conversation Summary - {{conversation.date}}",
"content": "{{processed.markdown}}",
"project": "meeting_notes"
}
]
}
๐ Performance Optimization
Batch Processing Optimization
Intelligent Batching
{
"batchOptimization": {
"dynamicBatching": {
"enabled": true,
"minBatchSize": 10,
"maxBatchSize": 100,
"timeWindow": "5m",
"optimization": "throughput" // or "latency"
},
"loadBalancing": {
"strategy": "round_robin",
"healthCheck": true,
"failover": "automatic"
}
}
}
Resource Management
Memory & Processing Limits
{
"resourceLimits": {
"memory": {
"max": "512MB",
"alertThreshold": "80%"
},
"processingTime": {
"max": "300s",
"timeout": "hard"
},
"concurrency": {
"max": 10,
"queue": "redis"
}
}
}
๐ฎ Future Automation Features
Coming Soon
AI-Powered Automation Builder
Natural language automation creation
Smart workflow suggestions based on usage patterns
Automatic optimization recommendations
Predictive failure detection
Advanced Integration Hub
One-click setup for popular service combinations
Custom connector builder
Real-time integration health monitoring
Marketplace for community-built integrations
๐ Ready to leverage these advanced automation capabilities? Start with loop actions to handle batch processing, then explore WhatsApp Business integration to reach customers where they are.
For more automation examples and tutorials, check out our Automation Recipes and Integration Guide.
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