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Capacity Forecasting predicts resource usage trends and infrastructure needs from historical behavior. You can forecast manually with your own growth assumptions or let the Machine Learning Engine (MLE) do it for you.

Capacity Trend

Use the Capacity Trend page to see historical service behavior and usage trends.

1. Open Capacity Planning > Capacity Trend.

Capacity Trend menu

2. Pick the Application, Service, and Duration.

Capacity Trend selectors

3. View transaction trends and behavior metrics.

  • Heap memory usage
  • Non-heap memory usage
  • CPU utilization
  • Disk I/O

Capacity Trend metrics view

Tip. Hover any point in the graph to see the metric value, transaction details, and timestamp.

Capacity Trend hover detail

Behavior metric

In the Memory section, click Heap Memory Usage to see the behavior KPIs. The graph below shows the events bucketed.

Behavior metric event bucketing

Hover any point on the behavior KPI graph for the details at that timestamp.

Behavior KPI hover detail

Bucketing and frequency data update based on the instance value.

Generate a Capacity Forecast

Use this when you want full control over the growth assumptions.

1. Open Capacity Forecasting.

2. Click Generate Capacity Forecast for this Workload Mix. Two ways to build the mix:

  • For a Week. Lists the top “taxing” transactions for the selected week.
  • For a Capacity Metric. Lists the top transactions putting the most stress on the selected capacity KPI.

3. Read the workload data.

  • A sparkline shows the system-calculated growth trend for each transaction.
  • Expected peak throughput is computed from current transaction volume and the projected percentage increase.

Workload mix detail

4. Pick the Capacity Metric of interest.

Capacity metric selection

5. Build the growth plan.

  • For a specific transaction.
  • An overall plan for all transactions.

Type a percentage increase in transaction volume or use the slider to tune the growth percentage.

Growth plan slider

6. Click Generate Capacity Forecast for this Growth Plan. The Capacity Forecast heat map loads at the bottom of the screen.

Capacity Forecast heat map

7. Hover any metric in the heat map to see:

  • Instance name
  • Metric name
  • Current value
  • Projected value

Heat map metric hover

Use the MLE for auto-forecasting

The MLE can compute the growth percentage for you, no manual input needed.

1. Switch on the MLE Detection toggle.

2. Pick a Duration only.

3. Click Apply.

The MLE then:

  • Predicts growth for each transaction.
  • Estimates future throughput.
  • Loads the capacity forecast heat map.

MLE formula.

Projected Growth % = ((Projected Throughput – Current Throughput) * 100) / Current Throughput

MLE auto-forecasting result

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