Cloud & DevOps

Kubernetes Is Probably Overkill for Your Startup

Container orchestration solves problems you may not have yet. Here is an honest framework for deciding when the complexity starts paying for itself.

We migrate teams onto Kubernetes and, just as often, off it. The technology is excellent. The decision to adopt it is frequently premature.

What Kubernetes actually buys you

Bin-packing across many machines, declarative rollouts, and a common vocabulary for infrastructure. All three matter enormously at a certain scale, and very little below it.

The hidden operating cost

Someone has to own upgrades, ingress, secrets rotation, and the 3am pager. On a five-engineer team, that person is a quarter of your capacity.

A reasonable ladder

Start on a managed platform. Move to managed containers when deploys get painful. Reach for Kubernetes when you have more than a handful of services and someone whose job is the platform.

Building something like this?We do this work for a living — tell us what you are trying to ship and we will tell you honestly whether we are the right team for it.

Start a conversation

More From Our Blog

Hybrid search + reranking for RAG isn’t a free win: prove it with margin‑gated evals (or don’t ship it)
AI Engineering Aug 31, 2026

Hybrid search + reranking for RAG isn’t a free win: prove it with margin‑gated evals (or don’t ship it)

Hybrid (BM25 + vectors) plus a cross‑encoder reranker is now the default RAG advice, but it can make real systems worse. Here’s a practical, eval-driven way to decide when to rerank using similarity margins and failure-mode buckets.

Read more
The Permission Boundary Pattern: least-privilege tool-using agents without keys to prod
AI Engineering Aug 30, 2026

The Permission Boundary Pattern: least-privilege tool-using agents without keys to prod

Tool-using agents fail differently to chatbots: they can cross system boundaries. The Permission Boundary Pattern gives you an implementable blueprint for agent identities, per-tool scopes, short-lived credentials, and end-to-end auditability so overreach is detectable and revocable.

Read more
Hybrid retrieval for RAG is the new baseline: stop vector-only failing on SKUs, error codes and policy text
AI Engineering Aug 29, 2026

Hybrid retrieval for RAG is the new baseline: stop vector-only failing on SKUs, error codes and policy text

Vector-only RAG fails in predictable places: IDs, SKU-like tokens, exact clauses and compliance language. A production hybrid stack (BM25 + dense + reranking + ACL-aware filtering) fixes this, and you can prove it with a simple evaluation harness.

Read more