Autoscaling & Capacity Engineering (HPA · Karpenter · Spot)
Engineer elasticity that survives a 5× surge and a spot reclamation in the same hour: HPA tuning, Karpenter node provisioning, spot-first strategies with graceful interruption handling, capacity planning maths, and a graded live load-storm where pods must scale from baseline to peak on evidence.
What this course covers.
5 modules, 35 named skill atoms. Expand any module to see them.
1Scaling Signals7 skill atoms
2Karpenter Provisioning7 skill atoms
3Spot Economics & Safety7 skill atoms
4Capacity Planning7 skill atoms
5Graded Load Storm7 skill atoms
CL-310 in the role journeys.
This course appears in 3 of our 45 role journeys. Here is what a learner takes immediately before and after it in each.
Roles this course serves
This course is authored to band B4.
Every course we run is written to one rung of the CASI ladder, so a plan can be assembled to take a team from where they are to where they need to be.
What do B1–B6 mean?The CASI Capability Ladder — click to expand
Every course targets a band on the CASI Capability Ladder — our six-band proficiency scale, anchored to open standards (O*NET, ESCO, NICE, NIST AI RMF, Bloom's). A band tells you how deep a course goes, and what evidence proves it.
A note on B6. Courses in this catalog target B1–B5. B6 is not taught — it is recognised, through a portfolio and a panel, once someone is setting direction for others. Every journey here is built to land a learner at B5.
Other Cloud courses at this level.
AWS Solutions Architecture
AWS Data Engineering
Azure Solutions Architecture
Azure Data Engineering
Google Cloud Data Engineering Bootcamp
GCP Architecture & Operations
Run CL-310 for your team.
This course runs at several lengths depending on how deep you need to go and how much of it your people already have. Tell us who is being trained and we will scope it.