Continuously monitors resource utilization, forecasts capacity needs, and recommends scaling decisions weeks before you hit limits—preventing outages from growth and eliminating overprovisioning waste. All on your infrastructure.
"We had our biggest sales day ever. $12M in revenue potential. Database hit connection limit at 10:47 AM. Site went degraded for 23 minutes while we scrambled to increase the pool size. Post-mortem showed connections had been growing 4% weekly for 3 months. We had the data. We just weren't looking at it. Cost us approximately $1.8M in lost sales. For a number we could have seen coming 6 weeks earlier."
— CTO, D2C E-commerce Brand (Peak: 50K concurrent users)
Deploy an AI that continuously monitors resource utilization, forecasts capacity needs weeks ahead, and recommends scaling actions—turning capacity planning from reactive firefighting into proactive engineering.
Tracks utilization across compute, memory, storage, network, and application-specific resources. Correlates usage with business metrics. Understands what drives demand.
ML models predict capacity needs 6+ weeks ahead. Accounts for growth trends, seasonality, and planned events. 94% accuracy. Know exactly when you'll hit limits.
Recommends scaling actions with lead time. Includes cost impact, risk assessment, and implementation steps. Scale ahead of demand, not after the outage.
CPU utilization, instance counts, auto-scaling group headroom, container pod limits.
RAM utilization, swap usage, memory pressure, OOM risk prediction.
Disk capacity, IOPS utilization, throughput limits, growth rate analysis.
Connection pools, query throughput, replication lag, buffer pool utilization.
Bandwidth utilization, connection limits, NAT gateway capacity, load balancer limits.
Queue depth, consumer lag, partition limits, throughput capacity.
Rate limit headroom, quota utilization, third-party API budgets.
AWS/GCP/Azure service limits, account quotas, regional capacity.
Database connections growing 3.2% per week. Current: 890/1000. At this rate, you'll hit the wall in 18 days. Old process: Find out during the outage.
Black Friday in 8 weeks. Last year: 4x traffic spike, 23-minute outage, $1.8M lost. This year: Capacity planned before the rush.
After last year's outage, teams over-provisioned everything. "Never again." Result: 60% of resources idle. $800K in wasted capacity.
Compute team says they're fine. Database team says they're fine. But the connection between them—the API gateway to database network throughput—is about to break.
Monitors compute, memory, storage, database, network, and custom metrics. Unified capacity view.
Detects growth patterns, seasonality, and anomalies. Separates signal from noise.
6+ week forecasts with 94% accuracy. Accounts for business events and planned changes.
Alerts weeks before limits hit. Actionable warnings with time-to-exhaustion.
Understands service dependencies. Identifies cross-system bottlenecks.
Specific actions with lead times, costs, and risk assessments. Ready to execute.
Plan for traffic spikes, product launches, marketing campaigns. Historical pattern matching.
Identifies over-provisioning. Right-size while maintaining safety margins.
Executive summaries, team dashboards, audit-ready documentation.
A clear charter, defined triggers, and agreed levels of human oversight—structured for enterprise deployment.
Inputs – Resource metrics (CPU, memory, storage, connections), growth trends, event calendars, historical patterns
Outputs – Capacity forecasts, early warnings, scaling recommendations, event readiness plans, optimization reports
Escalate to platform engineering when: forecast confidence below threshold, cross-service dependencies unclear, major architectural decisions required, budget approval needed, critical production changes
Pay once. Own the asset. Full source code on Google ADK. Deploy, modify, extend.
Utilization data, forecasts, and capacity history never leave your infrastructure.
New forecasting models, integration updates, and resource definitions. You own agents; you subscribe to safety.
Configure warning thresholds, forecasting horizons, and safety margins for your environment.
Deploy the Capacity Planning Agent on your infrastructure. 6-week forecasts. Zero surprises. Scale with confidence.
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