Serverless accelerates early development.
But over time:
Execution limits surface.
Cold starts compound.
Long-running workloads strain boundaries.
Cost curves shift unexpectedly.
Not every workload belongs in a function.
Migration is not abandonment.
It is architectural maturity.
We design controlled transitions from serverless-only systems to hybrid or containerized execution:
The goal is not replacement. It is structural balance.
We evolve systems without destabilizing them.
Only workloads that require containerization are migrated.
Orchestration remains intact during execution-layer shifts.
Compute behavior becomes explicit and measurable.
Scaling decisions are modeled before production load shifts.
Architectures must evolve as workloads evolve.
We engineer transitions without destabilizing the system.
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