multi tenancy

Tenancy is a dial from policy-based soft isolation to hard cluster boundaries with a virtual-control-plane middle ground. The scored answer picks by blast radius requirements and names what each model still leaves shared.

Ingress solved routing by convention and annotation, which meant every controller invented its own. Gateway API's real contribution is not features, it is splitting one object into three so that platform and application teams stop editing the same file.

Route attachment and cross-namespace backend access have different owners. Use route status to find the failing boundary before broadening any permission.

Dashboard sprawl is an operating-model problem wearing a tooling costume. The scored answer moves definitions into git, attaches ownership metadata to every panel, and deletes without ceremony.

Most clusters fail an RBAC review on the same handful of patterns. Naming them concretely, plus the namespace-first design that prevents them, is what separates operators from tutorial readers.

Every candidate lists the three isolation models. The offer-worthy answer prices them per tenant, does the migration fan-out arithmetic, and lands on a hybrid with reversal conditions.

Teams need comparable evaluations before they approve a model change. Design versioned test data, recorded runs and release thresholds that a pipeline can enforce.

The hard parts are not search. They are deciding what to keep before you pay to store it, isolating one team's query from everyone else's, and making the cost visible to the people generating it.

Without one, every team implements its own retries, its own key handling, its own logging policy, and nobody can answer what the company spends or what a model change would break.

Three sharing modes with three different isolation guarantees. MIG partitions the hardware, MPS shares the SMs, time-slicing just interleaves contexts, and picking wrong turns a latency SLO into a lottery.

Hard quotas strand idle GPUs and soft quotas mean the loudest team owns the cluster. Borrowing with reclaim is the shape that works, and the interesting decisions are all about what happens when the lender comes back.

Both workloads are legitimate and they want opposite things from the same GPU. Combine tenant rate limits with fair admission and measured capacity reservations; separate fleets are an option when shared scheduling cannot meet the targets.

Compatible LoRA adapters let tenants share resident base weights. Check adapter size, KV-cache demand and traffic before sizing the replica pool.

Shared batching puts two tenants' data in one process on one device. That is defensible, and it is not what most customers assume they bought, so the answer has to be specific about which boundary exists where.