How It Works

Five Steps to Autonomous Operations

RaqCloud is designed to deliver value from day one. No six-month implementation. No army of consultants. Connect your infrastructure and start seeing results in under 30 minutes.

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<30 min

Time to First Insight

<50 MB

Agent Memory Footprint

150+

Integrations Supported

Code Changes Required

The Process

From Zero to Full Visibility

Each step builds on the last. By the time you reach Step 5, RaqCloud is continuously learning, automating, and optimizing your entire infrastructure.

Connect

~10 minutes

Deploy the lightweight RaqCloud agent or connect agentlessly via API keys and IAM roles. No complex configuration required.

Agent deployment via Helm chart, DaemonSet, or cloud-native installer
Agentless connectivity via API keys, IAM roles, or service principals
Supports Kubernetes (all distributions), VMs, serverless, managed databases, and CDNs
Agent footprint: <50 MB RAM, <0.5% CPU overhead
Zero application code changes required

Discover

~5 minutes (auto)

RaqCloud automatically maps your entire infrastructure topology — services, dependencies, network paths, storage volumes, CI/CD pipelines, and IAM relationships.

Real-time service dependency mapping using traffic analysis
API call tracing and cloud metadata enrichment
Network topology and storage volume discovery
CI/CD pipeline and deployment relationship mapping
IAM role and permission chain visualization

Analyze

Continuous (first insights in ~2 hours)

The AI engine begins learning your infrastructure baselines — traffic patterns, resource utilization, deployment cadence, error rates, and cost trends.

Multi-dimensional baseline learning across all telemetry signals
Traffic pattern analysis and seasonality detection
Resource utilization profiling per service and environment
Deployment cadence and change velocity tracking
Error rate correlation and cost trend anomaly detection

Automate

Your schedule

Build custom automation workflows or choose from pre-built templates. Start with human-in-the-loop approvals and graduate to full autonomy at your own pace.

Pre-built templates for auto-scaling, certificate renewal, and security patching
Cost optimization workflows with budget guardrails
Incident response runbooks with escalation policies
Human-in-the-loop approval gates for critical actions
Gradual autonomy controls — you decide when the AI acts independently

Optimize

Ongoing

Continuous AI-powered recommendations that get smarter over time — right-sizing, reserved instance strategies, pipeline efficiency, and security posture improvements.

Resource right-sizing recommendations based on actual usage patterns
Reserved instance and savings plan optimization strategies
CI/CD pipeline efficiency analysis and bottleneck detection
Security posture scoring with prioritized remediation steps
Weekly optimization reports with projected cost savings

Architecture

How RaqCloud Connects to Your Stack

A lightweight agent or agentless API integration feeds telemetry into the RaqCloud platform, where it is correlated, analyzed, and acted upon in real time.

┌─────────────────────────────────────────────────────────────────────┐
│                        YOUR INFRASTRUCTURE                         │
│                                                                     │
│   ┌─────────┐  ┌─────────┐  ┌─────────┐  ┌─────────┐             │
│   │   AWS   │  │  Azure  │  │   GCP   │  │ On-Prem │             │
│   └────┬────┘  └────┬────┘  └────┬────┘  └────┬────┘             │
│        │            │            │            │                     │
│        └────────────┴─────┬──────┴────────────┘                    │
│                           │                                         │
│                    ┌──────▼──────┐                                  │
│                    │  RaqCloud   │                                  │
│                    │   Agent     │                                  │
│                    │  <50MB RAM  │                                  │
│                    └──────┬──────┘                                  │
└───────────────────────────┼─────────────────────────────────────────┘
                            │  TLS 1.3
                            │  Encrypted
                    ┌───────▼────────┐
                    │   RAQCLOUD     │
                    │   PLATFORM     │
                    │                │
  ┌─────────────────┼────────────────┼──────────────────┐
  │                 │                │                   │
  ▼                 ▼                ▼                   ▼
┌──────┐    ┌──────────┐    ┌──────────┐    ┌──────────────┐
│Ingest│───▶│ Discover │───▶│ Analyze  │───▶│   Act/Alert  │
│Layer │    │ & Map    │    │ & Learn  │    │  & Optimize  │
└──────┘    └──────────┘    └──────────┘    └──────────────┘
  │                │                │                │
  ▼                ▼                ▼                ▼
Metrics        Topology         Baselines       Workflows
Logs           Dependencies     Anomalies       Runbooks
Traces         IAM Mapping      Forecasts       Alerts
Events         Network Map      Cost Trends     Reports

Ready to Get Started?

Connect your infrastructure in under 10 minutes and see your first insights within hours.

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