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Insights, analysis, and updates from the AI agent economy. Browse by tag · Browse the archive.

Heroku Died but Its Buildpacks Run Everywhere: heroku/builder:26 on Cloud Run and the Builder Contract a Self-Hosted PaaS Owes
·Dora Noda·9 min

Heroku Died but Its Buildpacks Run Everywhere: heroku/builder:26 on Cloud Run and the Builder Contract a Self-Hosted PaaS Owes

Heroku's platform is in sustaining mode, but heroku/builder:26 builds OCI images that run on Cloud Run and anywhere else. The four-piece builder contract behind it, and the checklist a self-hosted PaaS must honor so ex-Heroku apps build unchanged.

PaaS
self-hosting
migration
engineering
DRA or HAMi? What Actually Shares Your GPUs in 2026
·Dora Noda·12 min

DRA or HAMi? What Actually Shares Your GPUs in 2026

Kubernetes DRA now handles the scheduling half of GPU sharing, but runtime enforcement still belongs to HAMi. Here is the converged architecture, the concrete migration path, and which layer each fleet shape should standardize on.

Kubernetes
self-hosting
AI
cost-optimization
No More Annotations: Gateway API v1.5 and v1.6 Make PaaS Ingress 100% Portable YAML
·Dora Noda·8 min

No More Annotations: Gateway API v1.5 and v1.6 Make PaaS Ingress 100% Portable YAML

Gateway API v1.5 and v1.6 moved the CORS filter, TLSRoute, and TCP/UDP routes into the Standard channel, so a git-push PaaS can express a tenant's whole ingress layer as portable YAML with zero annotations. Includes the GRPCRoute timeline correction and the four-item conformance checklist to run before tenants rely on it.

self-hosting
PaaS
Kubernetes
guide
etcd 3.7 Boots From the v3 Store: What Changes About Backups and Recovery on a Self-Hosted Fleet
·Dora Noda·9 min

etcd 3.7 Boots From the v3 Store: What Changes About Backups and Recovery on a Self-Hosted Fleet

etcd 3.7 boots entirely from the v3 store, with the last v2 leftovers slated for removal in 3.8 — what that means for snapshots, compaction, and corruption recovery, plus a six-step fleet-wide backup drill to run before your next Kubernetes upgrade.

self-hosting
PaaS
Kubernetes
engineering
etcd 3.7 RangeStream: The End of Your 4GB Control Plane's Worst Memory Spike
·Dora Noda·12 min

etcd 3.7 RangeStream: The End of Your 4GB Control Plane's Worst Memory Spike

etcd 3.7 streams large range reads instead of buffering them whole, flattening the LIST-driven memory spike that OOM-kills small self-hosted control planes — plus the checklist for upgrading a Cluster API-managed cluster safely.

self-hosting
PaaS
infrastructure
engineering
Heroku Is Gone: We Re-Ran Encore's Exit Map With Real Bills for Render, Railway, Fly.io, and Hetzner
·Dora Noda·12 min

Heroku Is Gone: We Re-Ran Encore's Exit Map With Real Bills for Render, Railway, Fly.io, and Hetzner

Encore's Heroku exit map points refugees at Render, Railway, Fly.io, and a VPS. A line-by-line re-audit prices the same stack on each — quiet month and traffic-spike month — and finds the meter shape matters more than the headline number.

PaaS
self-hosting
hosting
cost-optimization
+1
Your AI Coding Assistant Is Outpacing Your Pipeline: What DORA's Numbers Say About Platforms
·Dora Noda·10 min

Your AI Coding Assistant Is Outpacing Your Pipeline: What DORA's Numbers Say About Platforms

Three years of DORA research agree: AI tools make developers faster and delivery less stable, and platform quality decides which effect wins. The numbers behind the amplifier finding and what they mean for teams running their own PaaS.

AI agents
engineering
self-hosting
PaaS
Dokploy's One-Click Templates Deploy Over HTTP: The TLS Gap in the Catalog and the One-Field Fix
·Dora Noda·9 min

Dokploy's One-Click Templates Deploy Over HTTP: The TLS Gap in the Catalog and the One-Field Fix

Dokploy's template format has no way to request a TLS certificate, so every app installed from the one-click catalog lands on HTTP until someone hand-wires HTTPS. What that costs a team at catalog scale, how Coolify and Render handle the same moment, and the one optional field that would close the gap.

self-hosting
PaaS
security
Do I Really Need Kubernetes? What the PaaS-First Backlash Gets Wrong
·Dora Noda·10 min

Do I Really Need Kubernetes? What the PaaS-First Backlash Gets Wrong

HN threads say a PaaS is the default and Kubernetes is overkill. The honest answer separates operating a cluster by hand from owning a git-push platform built on it — plus the concrete second-machine test that decides which side you are on.

self-hosting
PaaS
Kubernetes
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