Blog
How a managed AI DevOps team replaces platform-engineering labor: capability tiers, approval gates, audit trails, and the economics of autonomous infrastructure.
Flexera and the FinOps Foundation both put cloud waste at 29% this year. The reason: AI workloads with 23% average GPU utilization, and GenAI usage that broke every forecast model in production.
Monorepos turned CI from a per-repo line item into a single fast-growing line that scales with the org. The 2026 playbook uses three levers together — selective execution, remote caching, and sharding.
SELECT by DoiT's BigQuery EAP closes the loop on cross-platform data cost optimization, proven across $250M+ in Snowflake spend. Single-platform tools can't answer the cross-platform questions teams are asking.
FOCUS 1.3 ratified December 5. Split cost allocation, contract commitments, and recency/completeness land as first-class fields across AWS, Azure, GCP, Oracle, and SaaS vendors. The 2026 conformance program turns it into a procurement criterion.
Cloud GPU pricing crossed an inflection point in early 2026. B200 on-demand at $0.42 per million tokens beat H100 PCIe at $0.47, despite the higher hourly rate. Here's the decision matrix.
Multi-tenant SaaS on shared Kubernetes is the most expensive thing your platform team can't price. Namespaces aren't customers. Pods aren't features. Here's the 2026 allocation playbook.
Vector databases stopped being a side experiment in 2025 and became a load-bearing line item in 2026. They all scale. They scale at very different prices. Here's the cost playbook.
Kubernetes 1.35 graduated in-place pod resize to GA in December. CPU and memory limits are now mutable on running pods. Teams report 20-40% rightsizing savings with no restart blast radius.
FinOps X 2026's theme is Agentic FinOps. 98% of teams now manage AI spend, up from 31% two years ago. Token-economics dashboards are table stakes. The next year is about agents that act on them.
FOCUS 1.3 ratified in December 2025 and landed in production billing feeds. For the first time, shared-resource cost allocation is a first-class column. Here's the chargeback playbook.
PE portfolios hide seven-figure cloud waste in plain sight. Idle reservations, oversized non-prod, forgotten acquisitions, FinOps that exists only on the org chart. Here's how to surface it across 10-80 companies.
Kubernetes is powerful — and expensive when misconfigured. Idle pods, oversized nodes, missing autoscaling. Here's how to fix it.
Most early-stage teams don't have a FinOps function. They still overspend on Kubernetes. Here's the playbook for cutting cluster spend 30-50% without hiring.
Running 40 AWS accounts in one Organization means a rogue EKS cluster can add $80K to next month's bill before anyone notices. Here's the playbook to catch it earlier.
The cloud cost space got a fresh wave of funding in 2026, led by ScaleOps' $130M Series C. Here's who's doing what — and what separates a dashboard from a real optimization engine.
GPU-intensive workloads now account for 18% of cloud spend at AI-forward enterprises, up from 4% in 2023. Here's how to keep AI infra from eating the whole budget.
Mature teams have picked the big savings. The remaining waste requires automation to capture. Dashboards alone aren't enough anymore.
$3-15K
avg anomaly
A misconfigured auto-scaling group can burn $10,000 in a weekend. AWS Cost Anomaly Detection helps — but it isn't enough. Here's the real-time defense.
4→1
dashboards
Most teams don't choose multi-cloud. It happens to them. Here's how to manage cost, security, and compliance across providers without losing your mind.
30-40%
startup waste
Startups burn 30-40% of their cloud budget on waste. At Series A runway, that's months of extra life. Here's how to get it under control without slowing shipping.
29%
wasted
Most teams overspend on cloud by 29% without noticing. Idle resources, oversized instances, orphaned storage. Here's how to claw it back.
20-80%
savings
Most AWS cost optimization advice is generic. Here are the specific tools and patterns that actually reduce the bill in 2026.
30 minutes with the team. We'll look at your cloud together, show you what we'd take off your plate, and scope a first month if it's a fit.