Dynamic Resource Allocation
Returning executors can reduce contention. Billing savings depend on node scaling and pricing; shuffle files and cached blocks affect when executors can leave.
-
-
Multi-Cluster Warehouse
A multi-cluster warehouse runs several identical clusters to reduce query queues caused by insufficient compute capacity. Each running cluster adds cost.
-
AWS SageMaker Endpoints
SageMaker endpoints host models for prediction. Deployment state, invocation mode, input contracts, capacity lifetime, and scaling delay shape their operation.
-
Model Serving Latency, Batching, and Autoscaling
A model server is a queue in front of an expensive machine. This guide explains how batching, replica scaling, latency targets, and overload policy determine tail latency, with runnable simulations and a benchmarking method that avoids coordinated omission.
-
BigQuery Slot
Learn what a BigQuery slot is, how baseline and autoscale slots differ, and why idle slots move between reservations but never across editions.