Built for your cloud

  • AWS
  • Google Cloud
  • Azure
  • Alibaba Cloud

Spot Intelligence

Run Spot Like On-Demand

Anticipate interruption risk. Prepare capacity. Move workloads through Node Autoscaler.

Integrated with CloudPilot AI Node Autoscaler

Watch Spot Intelligence at work01:13
The observed 120-day node, followed by Observe, Predict and Act. Narrated overview with burned-in captions.

01 / Observe

Start with what
actually happens.

Spot Insights records real Spot reclaims across AWS Regions and Spot instance types.

Data source: CloudPilot AI monitoring.

Explore the free database
Reclaim events from customer fleets feed Spot Insights, a free, read-only database.

02 / Predict · AWS example

Up to 45 minutes
ahead.

For AWS Spot, Spot Intelligence learns reclaim patterns and uses machine learning to assess pool risk.

A variable warning window.
Not a fixed countdown.

Reclaim history and machine learning lead to Low, Elevated and High pool risk. Warning lead time varies; up to 45 minutes ahead is not a guarantee.

03 / Act

Ready first.
Then move.

Node Autoscaler turns risk signals into action: avoid high-risk pools, prepare replacement capacity and move Pods when the new node is Ready.

Node Autoscaler selects lower-risk Pool A, skips Pool C, starts a replacement, waits for Ready, moves the same five Pods and retires the empty old node.
  1. 01

    Choose lower risk

    Keep new capacity out of high-risk pools.

  2. 02

    Prepare & wait

    Start a replacement. Wait until it is Ready.

  3. 03

    Move the Pods

    Transfer workloads after the readiness check.

  4. 04

    Retire the old node

    Remove the empty, drained node.

Real fleet observations

Real Spot lifetimes.
Visible in the data.

One AWS Spot node in a CloudPilot AI-managed cluster. The longest observed in this snapshot.

120 days8 hours

Still running when observed

Spot InsightsOriginal observation

r5dn.xlargeaf-south-1

Original Spot Insights table, sorted by observed lifetime: r5dn.xlarge in af-south-1 has an observed lifetime of 120 days and 8 hours, followed by three other observed nodes
Original Spot Insights interface illustration showing instance specifications, an interruption map, pricing and historical price trends

Meet the data behind the story

Spot Insights.
Free to explore.

Compare Spot prices, interruption rates and historical trends in the existing market intelligence tool.

Spot Insights
Free, read-only market data.
Spot Intelligence + Node Autoscaler
Prediction connected to execution in your cluster.
Explore Spot Insights

Spot Intelligence + Node Autoscaler

Explore the Spot market.

Explore Spot Insights