One ClusterProfile vs One Flux per Cluster: What Sveltos v1.13 Changes About Fleet Add-On Delivery
Sveltos delivers fleet add-ons from one management cluster to auto-discovered Cluster API clusters, replacing one Flux installation per workload cluster. A concrete before/after comparison — targeting, rollouts, drift, dry runs — plus what v1.13's Helm-update visibility adds and where Sveltos stops.
Coolify v4 Gets a Terraform Provider: The Dashboard Is Now an API You Can Commit
A community provider brings 30 Terraform/OpenTofu resources to Coolify v4, from applications and databases to backups and cloud servers. Here is what it covers, what a working setup looks like, and where panel-as-code stops short of fleet-as-code.
Dokploy Restarts the Container, Coolify Rebuilds It: What 30-120 Second Rebuilds Cost a Production Deploy Loop
A head-to-head on identical Hetzner boxes found Dokploy restarts the existing image in seconds while Coolify v4.0 sometimes triggers a 30–120 second full rebuild on config edits. Here is what each button actually does, the rotation math across ten services, and the config-edit fast path every git-push PaaS should ship.
E2B vs Modal vs Daytona vs Fly Machines: The Agent Sandbox Market in 2026
E2B, Modal, Daytona, and Fly Machines compete to run your agent's code — compared on isolation, cold start, GPUs, and price, plus why a sandbox is no substitute for a deploy platform.
Gitea vs Forgejo vs GitLab CE in 2026: Picking the Git Forge Behind Your Deploy Pipeline
Gitea, Forgejo, and GitLab CE compared on RAM footprint, governance, CI runners, and cost — with a decision guide for teams picking the forge behind their deploy pipeline.
Railway's dev.new Preview: The PaaS Is Coming for Your Laptop's Dev Environment
Railway's dev.new preview and Cloud Agents beta move the inner dev loop onto hosted VMs. We work out the always-on per-developer bill, weigh latency, secrets, and lock-in, and sketch the self-hosted equivalent on machines you own.
The Agent Wrote the Release Notes. Next It Ships the Release: What ReleasePad's Changelog MCP Server Teaches Deploy-Tool Design
ReleasePad's September 2026 MCP server lets agents draft, publish, and measure changelogs with drafts-by-default and read-only scopes. Its tool catalog is a worked template for deploy-server design — separate the point of no return, make reads plentiful, and enforce gates server-side.
Render Lets an Async Cloud Agent Debug Your Failed Builds: What the Jules Integration Means for the Git-Push Build Loop
Render's Jules integration hands failed builds to an async coding agent that pulls logs, pushes fixes, and retriggers the build. Here is which failures it resolves unsupervised, how it changes time-to-green, and what a self-hosted builder needs to match the loop.
Windows Just Shipped Its Own Docker Desktop Bypass: What wslc Means for Git-Push Deploys
Microsoft's WSL Containers preview in WSL 2.9.3 gives Windows 11 a built-in OCI container runtime — wslc.exe — with Docker-like commands, twice-as-fast virtiofs file access, and VPN-friendly networking. Here is the license-free build-locally-push-to-PaaS loop and the per-seat math it deletes.