Operations | Monitoring | ITSM | DevOps | Cloud

AI gross margin is what remains of SaaS profitability after inference, model routing, and AI infrastructure land in cost of revenue. The numbers have moved. AI products averaged 45% gross margin in 2025 and are projected near 53% in 2026, against the 70% to 85% that SaaS built its valuations on. The compression is real, measurable, and manageable for companies that can see their cost to serve.

Most teams that say they have an enterprise cloud strategy mean that they have workloads running on a hyperscaler and a set of compliance controls documented somewhere. That is a cloud deployment, but it is not necessarily an enterprise cloud operating model. Google Cloud’s 2025 platform engineering research with ESG describes platform engineering as a strategic discipline tied to delivery, governance, and operational outcomes, rather than simply another infrastructure cost.

Codex is OpenAI's terminal-based autonomous coding agent, bundled into ChatGPT plans and billed through token-based credits. Claude Code is Anthropic's terminal-based coding agent, sold through Claude subscriptions or the API. Codex is cheaper to enter; Claude Code is stronger on complex work. Both run $100 to $250 per developer monthly at active use.

Database monitoring is the continuous tracking of a database's health, performance, and resource consumption, covering metrics like query latency, throughput, connections, and replication lag. In the AI era, it has expanded to include a fifth dimension: spend. Modern teams monitor not just whether the database is fast, but whether the workload it serves is worth what it costs to run. In May 2025, an engineer named Bohan Zhang stood up at PGConf.dev in Montreal and broke every scaling rule in the book.

Cloud storage goes far beyond just uploading your files online and leaving them there. You can do much more with your files to protect, collaborate, and keep your files updated with the proper cloud storage. Two popular approaches for file management are file syncing and backups, which are different methods that you should know how and when to use to get the best from your cloud service provider.

The most common reason to create an API key in CloudZero is to send data, such as AI telemetry or billing exports. Until now, that meant picking individual scopes from a list and hoping you chose the right ones. That works on day one. The problem is day ninety. Permissions on a key have always been a snapshot of the day you created it. A new AI telemetry endpoint ships in October, and a key created in August has no idea it exists.

Supabase offers four plans: Free ($0, two projects, 500 MB database each), Pro ($25 per organization per month plus usage), Team ($599 per month, adds SOC 2 and SSO), and Enterprise (custom). The base fee is the floor, not the bill. Compute ($10+ per project), egress ($0.09/GB), storage, and monthly active user charges stack on top, so real production bills run $35 to $200 per month. In June 2026, a database company most CFOs had never heard of raised $500 million at a $10.5 billion valuation.