Ops Pillar · Infra Ops

Infrastructure and workloads, healthy at enterprise scale.

Infra Ops brings compute, workloads, storage, network and security into one operations view. See utilization and health in real time, catch failing or resource-starved workloads early, and let Sentinel AI act before users feel it.

Request a Demo All Ops Pillars

Nodes & namespaces
Workloads & autoscaling
Config & secrets
Storage & PVCs
Network & ingress
RBAC & security

Cluster resource utilizationOperations console

CPU usageModerateHealthy

Memory usageHighWatch

Disk usageHighWatch

Network I/OActiveLive

Cluster health

Nodes ready

All hosts reporting healthy and scheduling workloads.

Workload stability

Deployment success rate steady versus last week.

Reliability risk

A few workloads restarting under memory pressure.

What is Infra Ops

One view for compute, workloads, storage, network and security.

Infrastructure teams juggle separate tools for capacity, workload health, configuration, networking and security. Infra Ops manages every cluster object in one place: nodes and namespaces, workloads and autoscalers, ConfigMaps and Secrets, persistent volumes and storage classes, network services and ingress, and RBAC, with real-time utilization, health and capacity insights. When something drifts, the full picture is already correlated and ready for Sentinel AI to remediate.

Resource utilization & node health

Real-time health across every host and resource.

Track CPU, memory, disk and network across the whole estate, and drill into any node to see exactly what it is running and how hard it is working. A single health score rolls up node readiness and resource pressure, so degradation shows up before it becomes an outage.

Live compute, memory, disk and network utilization
Node and namespace inventory with per-node health
Rolled-up health score, with advanced object search

Node healthAll ready

CPU lowMem highDisk high

CPU lowMem highDisk mod

CPU lowMem highDisk high

CPU modMem pressureDisk high

CPU lowMem modDisk low

Workload reliability

Catch failing workloads before users do.

Infra Ops watches every workload, deployments, stateful sets, daemon sets, jobs and the pods beneath them, for the failure modes that page teams at night: restarts, crash loops, image and scheduling failures, and resource pressure. Autoscalers keep capacity matched to demand, and the reliability risks that matter are ranked for you.

Deployments, stateful sets, daemon sets and jobs in one view
Restart, crash-loop and scheduling-failure detection
Autoscaling health and ranked reliability risks

Workload issuesNeeds attention

FAILINGworkloads crash-loopingwatch

PENDINGworkloads awaiting schedulinga few

MEMORYworkloads killed under memory pressurewatch

IMAGEimage pull failures on rolloutfew

Configuration & policy

Every cluster object and guardrail, in one inventory.

Infra Ops keeps a live inventory of the objects that shape how workloads run: ConfigMaps and Secrets, autoscalers, pod disruption budgets and resource quotas. See what is set where, catch drift, and keep configuration and guardrails consistent across every namespace, with secrets tracked but never exposed.

ConfigMaps and Secrets, inventoried and tracked
Autoscalers, disruption budgets and resource quotas
Configuration drift and policy consistency across namespaces

Configuration & policyObjects

CONFIGMAPapplication config objectsTracked

SECRETcredentials & keysNever exposed

AUTOSCALERhorizontal pod autoscalersActive

PDBpod disruption budgetsEnforced

QUOTAresource quotasWithin limits

Capacity & storage

Know your headroom before you run out of it.

See persistent volume claims, volumes and storage classes alongside I/O throughput and capacity, spot the workloads and volumes consuming the most, and get rightsizing guidance before capacity becomes an incident or a surprise bill. Plan growth on evidence, not guesswork.

Persistent volume claims, volumes and storage classes
I/O throughput, capacity and snapshot health
Rightsizing guidance and top consumers surfaced

Capacity summaryEstate

Storage usedHigh

Compute allocatedModerate

Memory committedHigh

Network & security

Traffic, topology and posture in one place.

Follow network services, endpoints and ingress traffic across the estate, and see access control, service accounts, roles and role bindings, alongside the infrastructure it protects, so operations and security work from the same picture.

Network services, endpoints and ingress traffic
RBAC: service accounts, roles and role bindings
Security posture and drift, tied to the infrastructure

Network & securityLive

Network I/OActiveLive

Policies enforcedConsistentOK

Security postureStrongOK

Config driftMinimalTracked

06Real-world use cases

Built for the failures your estate already has

These are not demo scenarios. Each one is a situation Infra Ops teams meet in real operations, and each ends the same way: an investigation that starts at the evidence and finishes with a decision someone can defend.

Pods crash-looping overnight

Restart, crash-loop, OOMKilled and image-pull failures ranked by impact.

Root cause before standup

Deployments silently short of replicas

Every deployment short of replicas flagged, with the namespace pattern behind it.

Silent degradation surfaced

Volumes approaching their ceiling

Claims, volumes and storage classes tracked with guidance ahead of the limit.

No disk-full surprises

Config and guardrails drifting apart

ConfigMaps, quotas and disruption budgets inventoried; secrets tracked, never exposed.

Guardrails stay consistent

07Business perspective

What it is worth outside the NOC

Infra Ops is an engineering capability with a business ledger. The entries that matter are fewer self-inflicted outages, capacity on evidence, faster incident recovery and audit-ready by default, and it moves all of them.

Fewer self-inflicted outages

Blast radius is known before the change window opens.

Capacity on evidence

Rightsizing and forecasts replace guesswork and surprise bills.

Faster incident recovery

Root cause found across hosts and workloads, not per tool.

Audit-ready by default

Every restart, drain and scale recorded and reversible.

08The numbers

The cost of idle capacity, summed honestly

Worked example for a mid-size estate. Every figure shows the sum it came from; during a pilot we substitute your own inputs.

Capacity paid for, not used

$1.80M

30% idle × $6M annual infra spend

Emergency recovery effort

864 hrs

12 events/qtr × 6 hrs × 3 engineers × 4

Cost of that effort

$73k

864 hrs × $85/hr fully loaded

Released if idle drops

$720k

Modelled at 40% reduction, not a measured result

Infra Ops sees. Sentinel acts.

Infra Ops does more than surface a failing node or a workload under pressure. Every signal, utilization, node and workload health, capacity, network and security, feeds Sentinel AI, the intelligence component at the core of Opstral, which resolves issues through governed, reversible Action Tickets.

Restart a stuck workload, drain and reschedule a strained node, reclaim capacity, every step explained with citations and fully audited.

Observe
Infra Ops correlates utilization, node and workload health, capacity, network and security.
Investigate
Sentinel AI finds the root cause across hosts and workloads and selects the right procedure.
Act
ProcBot executes the approved MOP, restart, drain, scale, through a reversible Action Ticket.
Optimize
Sherlock validates recovery and feeds the learning back to prevent the next incident.

See Infra Ops on your own infrastructure.

Book a walkthrough and see unified infrastructure health, workload reliability and autonomous remediation on an estate that looks like yours.

Request a Demo Meet Sentinel AI

Ops Pillar · Infra Ops

Infrastructure and workloads, healthy at enterprise scale.

Request a Demo All Ops Pillars

Nodes & namespaces
Workloads & autoscaling
Config & secrets
Storage & PVCs
Network & ingress
RBAC & security

Cluster resource utilizationOperations console

CPU usageModerateHealthy

Memory usageHighWatch

Disk usageHighWatch

Network I/OActiveLive

Cluster health

Nodes ready

All hosts reporting healthy and scheduling workloads.

Workload stability

Deployment success rate steady versus last week.

Reliability risk

A few workloads restarting under memory pressure.

What is Infra Ops

One view for compute, workloads, storage, network and security.

Resource utilization & node health

Real-time health across every host and resource.

Live compute, memory, disk and network utilization
Node and namespace inventory with per-node health
Rolled-up health score, with advanced object search

Node healthAll ready

CPU lowMem highDisk high

CPU lowMem highDisk mod

CPU lowMem highDisk high

CPU modMem pressureDisk high

CPU lowMem modDisk low

Workload reliability

Catch failing workloads before users do.

Deployments, stateful sets, daemon sets and jobs in one view
Restart, crash-loop and scheduling-failure detection
Autoscaling health and ranked reliability risks

Workload issuesNeeds attention

FAILINGworkloads crash-loopingwatch

PENDINGworkloads awaiting schedulinga few

MEMORYworkloads killed under memory pressurewatch

IMAGEimage pull failures on rolloutfew

Configuration & policy

Every cluster object and guardrail, in one inventory.

ConfigMaps and Secrets, inventoried and tracked
Autoscalers, disruption budgets and resource quotas
Configuration drift and policy consistency across namespaces

Configuration & policyObjects

CONFIGMAPapplication config objectsTracked

SECRETcredentials & keysNever exposed

AUTOSCALERhorizontal pod autoscalersActive

PDBpod disruption budgetsEnforced

QUOTAresource quotasWithin limits

Capacity & storage

Know your headroom before you run out of it.

Persistent volume claims, volumes and storage classes
I/O throughput, capacity and snapshot health
Rightsizing guidance and top consumers surfaced

Capacity summaryEstate

Storage usedHigh

Compute allocatedModerate

Memory committedHigh

Network & security

Traffic, topology and posture in one place.

Network services, endpoints and ingress traffic
RBAC: service accounts, roles and role bindings
Security posture and drift, tied to the infrastructure

Network & securityLive

Network I/OActiveLive

Policies enforcedConsistentOK

Security postureStrongOK

Config driftMinimalTracked

06Real-world use cases

Built for the failures your estate already has

Pods crash-looping overnight

Restart, crash-loop, OOMKilled and image-pull failures ranked by impact.

Root cause before standup

Deployments silently short of replicas

Every deployment short of replicas flagged, with the namespace pattern behind it.

Silent degradation surfaced

Volumes approaching their ceiling

Claims, volumes and storage classes tracked with guidance ahead of the limit.

No disk-full surprises

Config and guardrails drifting apart

ConfigMaps, quotas and disruption budgets inventoried; secrets tracked, never exposed.

Guardrails stay consistent

07Business perspective

What it is worth outside the NOC

Fewer self-inflicted outages

Blast radius is known before the change window opens.

Capacity on evidence

Rightsizing and forecasts replace guesswork and surprise bills.

Faster incident recovery

Root cause found across hosts and workloads, not per tool.

Audit-ready by default

Every restart, drain and scale recorded and reversible.

08The numbers

The cost of idle capacity, summed honestly

Worked example for a mid-size estate. Every figure shows the sum it came from; during a pilot we substitute your own inputs.

Capacity paid for, not used

$1.80M

30% idle × $6M annual infra spend

Emergency recovery effort

864 hrs

12 events/qtr × 6 hrs × 3 engineers × 4

Cost of that effort

$73k

864 hrs × $85/hr fully loaded

Released if idle drops

$720k

Modelled at 40% reduction, not a measured result

Infra Ops sees. Sentinel acts.

Restart a stuck workload, drain and reschedule a strained node, reclaim capacity, every step explained with citations and fully audited.

Observe
Infra Ops correlates utilization, node and workload health, capacity, network and security.
Investigate
Sentinel AI finds the root cause across hosts and workloads and selects the right procedure.
Act
ProcBot executes the approved MOP, restart, drain, scale, through a reversible Action Ticket.
Optimize
Sherlock validates recovery and feeds the learning back to prevent the next incident.

See Infra Ops on your own infrastructure.

Book a walkthrough and see unified infrastructure health, workload reliability and autonomous remediation on an estate that looks like yours.

Request a Demo Meet Sentinel AI