Cloud Service Mapper & Decision Advisor

AI-powered cloud service mapping and provider recommendation across Azure, AWS, and Google Cloud.

Install

openclaw skills install @krishnakumarmahadevan-cmd/toolweb-cloud-service-mapper-decision-advisor

Overview

The Multi-Cloud Service Mapper & Decision Advisor is an intelligent API that analyzes workload requirements and recommends optimal cloud services and providers. Built for organizations evaluating multi-cloud strategies, this tool uses AI to map business needs to Azure, AWS, and Google Cloud offerings—helping teams make data-driven infrastructure decisions.

Key capabilities include workload analysis with custom priorities, service category discovery, and provider metadata retrieval. The API considers team size, industry context, current cloud environment, and business priorities to deliver tailored recommendations. Ideal for cloud architects, DevOps teams, and organizations undergoing cloud migration or multi-cloud transformation initiatives.

Whether you're migrating from on-premises infrastructure, evaluating a second cloud platform, or optimizing service selection across providers, this tool reduces analysis time and ensures alignment with organizational constraints and goals.

Usage

Request: Analyze a microservices workload running on Kubernetes with cost and performance priorities.

json

{
  "workload_description": "Kubernetes-based microservices platform handling 10,000 requests per second with relational and NoSQL data stores",
  "selected_services": ["container-orchestration", "database", "api-gateway"],
  "current_cloud": "AWS",
  "priorities": ["cost-optimization", "performance", "security"],
  "team_size": "12",
  "industry": "fintech",
  "sessionId": "sess_12345abcde",
  "userId": 1001,
  "timestamp": "2025-01-15T14:30:00Z"
}

Response:

json

{
  "analysis_id": "analysis_67890xyz",
  "workload_summary": {
    "description": "Kubernetes-based microservices platform handling 10,000 requests per second with relational and NoSQL data stores",
    "services_analyzed": 3,
    "priorities_considered": 3
  },
  "recommendations": [
    {
      "provider": "AWS",
      "primary_services": [
        {
          "service_name": "EKS",
          "category": "container-orchestration",
          "rationale": "Native Kubernetes service with deep AWS integration and cost optimization tools",
          "confidence_score": 0.95
        },
        {
          "service_name": "RDS + DynamoDB",
          "category": "database",
          "rationale": "Relational and NoSQL hybrid approach with managed scaling",
          "confidence_score": 0.92
        }
      ],
      "overall_match_score": 0.94
    },
    {
      "provider": "Google Cloud",
      "primary_services": [
        {
          "service_name": "GKE",
          "category": "container-orchestration",
          "rationale": "Kubernetes-native platform with strong observability",
          "confidence_score": 0.91
        }
      ],
      "overall_match_score": 0.87
    }
  ],
  "decision_factors": {
    "cost_optimization": "AWS and GCP offer sustained-use discounts; GCP has aggressive pricing",
    "performance": "All three providers support low-latency Kubernetes deployments",
    "security": "Fintech compliance (SOC2, ISO27001) supported across all providers"
  },
  "migration_insights": "Migrating from AWS to multi-cloud is low-risk; GCP GKE provides strong alternative"
}

Endpoints

POST /api/cloud-mapper/analyze

Analyze Workload

Generate multi-cloud service mapping and decision analysis for a given workload.

Parameters:

Name	Type	Required	Description
workload_description	string	Yes	Detailed description of the workload, infrastructure, and technical requirements
selected_services	array[string]	No	List of cloud service categories to analyze (e.g., "container-orchestration", "database", "api-gateway")
current_cloud	string \| null	No	Current cloud provider if migrating ("AWS", "Azure", "GCP")
priorities	array[string]	No	Business and technical priorities such as "cost-optimization", "performance", "security", "compliance"
team_size	string \| null	No	Team size managing the infrastructure (e.g., "5-10", "10-20", "20+")
industry	string \| null	No	Industry vertical (e.g., "fintech", "healthcare", "retail", "manufacturing")
sessionId	string	Yes	Unique session identifier for tracking and audit purposes
userId	integer \| null	No	User ID for multi-tenant tracking and personalization
timestamp	string	Yes	ISO 8601 timestamp of the request

Response: Returns analysis object containing recommendations from each provider with confidence scores, service mappings, decision factors, and migration insights.

GET /api/cloud-mapper/services

Get Services

Retrieve all supported cloud service categories available for analysis.

Parameters: None

Response: Returns array of service categories (e.g., "compute", "container-orchestration", "database", "storage", "networking", "security", "analytics", "ai-ml", "serverless", "api-gateway").

GET /api/cloud-mapper/providers

Get Providers

Retrieve provider metadata including name, region availability, and supported services.

Parameters: None

Response: Returns array of provider objects containing metadata for AWS, Azure, and Google Cloud (name, logo, regions, supported_services, documentation_url).

GET /

Root

Service health check and API metadata endpoint.

Parameters: None

Response: Returns service status and basic API information.

Pricing

Plan	Calls/Day	Calls/Month	Price
Free	5	50	Free
Developer	20	500	$39/mo
Professional	200	5,000	$99/mo
Enterprise	100,000	1,000,000	$299/mo

About

ToolWeb.in - 200+ security APIs, CISSP & CISM, platforms: Pay-per-run, API Gateway, MCP Server, OpenClaw, RapidAPI, YouTube.

References

Kong Route: https://api.toolweb.in/security/servicemapper
API Docs: https://api.toolweb.in:8171/docs