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Software Catalog Best Practices

Metadata That Actually Helps Engineers

23 February '26

An internal developer portal gives your engineers one place to understand your systems. It shows what services exist, who owns them, how they run, and how they connect. Without it, teams guess. They search Slack. They read stale docs. They interrupt the wrong people. You can fix this with a clear software catalog and strong service ownership. Both work together. The portal surfaces the data. Ownership keeps the data real. If you want your portal to help engineers, you must focus on the metadata that matters.

Why a Software Catalog Fails Without Focus

Many software catalogs try to track everything. They collect dozens of fields. They model every edge case. After a few months, the data rots. Engineers stop trusting it. A catalog only works when it answers daily questions fast. Who owns this service. Where is the repo. What happens when it breaks. What does it depend on. If you cannot answer those questions in seconds, your internal developer portal becomes a graveyard of outdated entries.

Keep the model simple. Start with the few fields that drive action.

The Few Fields That Matter

  • Owner tells you who is responsible. This is not a vague team alias that no one monitors. It is a real team with clear accountability. Service ownership means that when something fails, you know who acts. Without a named owner, you create shared confusion.
  • Repo links the service to its source code. Engineers need to read code, open pull requests, and trace changes. If your catalog does not link to the repository, it breaks the flow of work.
  • Runbooks show how to operate the service. They explain how to deploy, roll back, and recover from common incidents. When you attach runbooks to the catalog entry, you reduce panic during outages.
  • On-call engineers get context fast. On-call defines who carries the pager right now. Ownership at the team level is not enough during an incident. You need a direct path to the current responder. Integrate your portal with your on-call system so the information stays fresh.
  • Dependencies map how services rely on each other. When one service fails, others may break. A clear dependency graph helps you assess blast radius. It also helps teams plan changes with less risk.
  • SLIs, or service level indicators, tell you how the service performs. Latency, error rate, and availability give you facts. When you expose SLIs in your internal developer portal, you shift conversations from opinion to data.

Service Ownership Is a Discipline

You cannot solve ownership with a field in a database. You solve it with clear expectations.

Each service must have a single accountable team. That team maintains the repo, updates the runbooks, reviews dependencies, and defines SLIs. If no team accepts that responsibility, the service should not exist in production. Strong service ownership reduces friction. Engineers know where to send changes. Product managers know who to ask for estimates. Incident commanders know who to page. Your internal developer portal makes ownership visible. It does not create it. Leadership must enforce the rule that every service has an owner and that the owner keeps the metadata accurate.

Designing an Internal Developer Portal Engineers Use

Engineers will not use your portal because you ask them to. They will use it if it saves time. Load the page fast. Make search reliable. Show the core fields at the top. Do not hide owner or on-call behind tabs. When someone opens a service page during an incident, they need answers in seconds. Automate what you can. Pull repo data from your Git platform. Sync on-call from your paging system. Fetch SLIs from your monitoring stack. Manual updates fail under pressure. Set a rule that new services must register in the software catalog before they go live. Bake this into your deployment pipeline. When registration becomes part of the workflow, your portal stays complete.

Common Mistakes in Software Catalog Design

Teams often treat the catalog as documentation. They write long descriptions that no one reads. They add fields that only architects understand. Over time, updates slow down. Another mistake is optional ownership. If you allow blank owner fields, you signal that accountability is optional. It is not. Some organizations track dependencies once and never revisit them. Systems evolve. Dependencies change. Your portal must reflect reality, or engineers will ignore it. Software catalog best practices favor strictness over flexibility. Require the core fields. Validate them automatically. Remove stale services.

How SLIs Improve Daily Engineering Work

SLIs turn abstract quality goals into numbers. When you display them next to each service, you change how teams talk about reliability. An engineer reviewing a change can see current latency and error rate. A product manager can understand trade-offs between speed and stability. An incident responder can judge impact without guessing. Expose a small set of meaningful indicators. Too many metrics create noise. Focus on what shows user impact.

When your internal developer portal ties SLIs to ownership, teams feel the cost of poor reliability. That drives better design decisions.

Make Your Portal a Source of Truth

Trust decides whether your portal survives. If engineers find wrong owners or broken links, they stop using it. Assign clear responsibility for the platform itself. Measure catalog completeness. Track how often teams update runbooks. Review services without owners. A simple software catalog with owner, repo, runbooks, on-call, dependencies, and SLIs covers most operational needs. You do not need more to start. Build the smallest system that answers real questions. Keep the metadata tight. Enforce service ownership. If you do this well, your internal developer portal becomes part of daily work instead of another forgotten tool.

No time or resources to build it yourself? Check Moai and see how it can help your engineers.

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