finops01
dataops02
devops03
mlops04
secops05
01
FinOps
Aligns technology spend with financial governance, workload strategy, and cost control.
02
DataOps
Builds governed data pipelines that make analytics, automation, and AI reliable.
03
DevOps
Standardizes deployment, environments, automation, observability, and release control.
04
MLOps
Operationalizes on-prem AI with monitoring, evaluation, model serving, and lifecycle control.
05
SecOps
Embeds security, compliance, identity, evidence, and threat detection across systems.
SYSTEM INTERACTION
The Planes Do Not Operate in Isolation
Cost decisions affect infrastructure. Infrastructure affects deployment. Deployment affects security. Security affects automation. Data quality affects AI reliability. The DX Map makes these dependencies visible before execution begins.
FINOPS
Cost DecisionsDATAOPS
Data QualityDEVOPS
InfrastructureMLOPS
AI ReliabilityDEVOPS
DeploymentSECOPS
SecuritySYSTEM CORE
Automation