Java monolith → 14 microservices
Release cadence weekly → 12/day.
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Instead of one big app — small, independent, clearly-owned services. Containers, Kubernetes, auto-scaling, continuous delivery, message queues, observability — the full modern cloud-native frame. On AWS, GCP, Azure or your own metal.
Production cluster
nodes
8
pods
42
req / s
2.4k
deployment: api-gateway
When microservices?
01
10-100x at certain hours or seasons.
02
Some CPU-heavy, others IO-heavy.
03
5+ teams in the same code = constant conflicts.
04
Python (ML), Go (perf), Node (real-time) together.
05
If one service falls, the rest must stay up.
06
Every team wants to ship their service daily.
Cloud-native pillars
01
Docker / OCI-based consistent packaging.
02
Kubernetes / ECS / Nomad.
03
Istio / Linkerd: traffic, security, observability.
04
Kong / Traefik / AWS API GW.
05
GitHub Actions / GitLab CI / Argo CD.
06
Terraform / Pulumi / Helm.
07
Kafka / RabbitMQ / SQS.
08
Redis / Memcached / DynamoDB.
09
Prometheus + Grafana + OpenTelemetry.
10
Vault / AWS Secrets / GCP SM.
11
mTLS, SPIFFE, least privilege.
12
Multi-AZ / multi-region, auto-failover.
Cloud providers
Benefits
Each service grows/shrinks per its own need.
A failing service doesn't drag others down.
Change in one service = one deploy.
Teams ship without waiting on each other.
Right language/runtime per service.
Moving AWS → GCP is weeks, not months.
Risk management
Wrong service boundaries = distributed monolith.
Eventual consistency + saga pattern.
Traces, metrics, logs — without them, debugging is impossible.
Inter-service contracts are versioned.
Service-to-service calls add latency; be careful.
Don't do it without proper tooling and team training.
Process
DDD: identify the bounded contexts.
Which module first; the order of split.
Kubernetes, CI/CD, observability, secret store.
One service split out, API contract written.
Modules are progressively split out of the monolith.
SLOs, error budgets, autoscaling, multi-region.
Stories
Release cadence weekly → 12/day.
80× traffic, zero downtime, auto-scale.
EU region down → US auto-takeover.
Kafka + Flink, 200k messages/s.
Order + dispatch + return in saga pattern.
WebRTC + Redis Streams + Kubernetes.
FAQ
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