Managing Service Isolation

1. Process Isolation Pattern

AspectDetail
MechanismEach service in its own OS process
BenefitCrash of one process doesn't take others
ImplementationContainer, VM, separate JVM

2. Resource Isolation Pattern

ResourceMechanism
CPUcgroups CPU shares, K8s requests/limits
Memorycgroups memory limits, OOM killer scope
I/Oblkio throttling
Networktc/qdisc bandwidth shaping
FDs / PIDsulimit, container limits

3. Namespace Isolation Pattern

Linux NamespaceIsolates
PIDProcess IDs
NETNetwork stack, interfaces, ports
MNTFilesystem mounts
UTSHostname
IPCSystem V IPC, POSIX message queues
USERUser/group IDs
CGROUPcgroup root view

4. Network Isolation Pattern

MechanismDetail
Network PoliciesK8s NetworkPolicy (default deny + allow rules)
VPC / SubnetsPrivate subnets per service tier
Security GroupsL4 firewall rules (AWS/GCP/Azure)
Service Mesh mTLSIdentity-based access control
Zero TrustNever trust by network location

Example: K8s NetworkPolicy

apiVersion: networking.k8s.io/v1
kind: NetworkPolicy
metadata: { name: allow-payment-from-order, namespace: prod }
spec:
  podSelector: { matchLabels: { app: payment-service } }
  ingress:
  - from:
    - podSelector: { matchLabels: { app: order-service } }
    ports: [{ protocol: TCP, port: 8080 }]

5. Security Context Isolation Pattern

SettingDetail
runAsNonRootDrop root privileges
readOnlyRootFilesystemImmutable container FS
capabilities.dropDrop ALL Linux caps; add only needed
seccomp / AppArmorSyscall filtering
SELinuxMandatory access control

6. Fault Isolation Pattern

BoundaryDetail
BulkheadPer-dependency thread pools
Circuit BreakerStop cascades
Service BoundariesEach service deployable independently
AZ / RegionGeographic blast radius limits

7. Deployment Isolation Pattern

AspectDetail
Per-Service PipelinesIndependent build, test, deploy
Canary IndependenceRoll out service A canary without affecting B
Rollback IndependenceRevert one service without others

8. Data Isolation Pattern

ApproachDetail
Database per ServiceSchema isolation
Separate DB InstanceResource isolation
Separate Storage ClusterFailure isolation
Encryption per ServiceCryptographic isolation

9. Tenant Isolation Pattern

ModelIsolation Level
Silo (DB per tenant)Highest; expensive
Bridge (Schema per tenant)Mid; logical separation
Pool (Shared with discriminator)Lowest; cheapest
HybridPool for free tier, silo for enterprise

10. Runtime Isolation Pattern

TechIsolation
ContainerNamespace + cgroup; shares kernel
VMHypervisor; full kernel isolation
MicroVMLightweight VMs (Firecracker, Kata)
WASM SandboxCapability-based; CPU-only
ServerlessProvider-managed isolation per invocation