Golden Paths and Paved Roads

What Golden Paths Are#

A golden path is a pre-built, opinionated workflow that gets a developer from zero to a production-ready artifact with minimal decisions. The term comes from Spotify’s internal platform work. Netflix calls them “paved roads.” The idea is the same: provide a well-maintained, well-tested default path that handles 80% of use cases, while allowing teams to go off-road when they have legitimate reasons.

A golden path is not a mandate. It is a recommendation backed by automation. Create a new Go microservice using the golden path and you get a repository with CI/CD, Kubernetes manifests, observability, and a Backstage catalog entry — working in minutes. The golden path removes the 40+ decisions a developer would otherwise need to make.

Platform Team Structure and Operating Model

Why the Operating Model Matters#

The platform team’s operating model determines whether the platform becomes a force multiplier or a bottleneck. A ticket-driven, gatekeeper-oriented team produces a platform developers route around. A product-oriented, self-service team produces a platform developers adopt voluntarily. Organizational structure shapes developer experience more than technology choices.

Team Topologies and Interaction Modes#

The Team Topologies framework (Skelton & Pais) defines four team types relevant to platform engineering:

Service Catalog Management and Design

Why a Service Catalog Exists#

A service catalog answers: “What do we have, who owns it, and what state is it in?” Without one, this information lives in tribal knowledge and stale wiki pages. When an incident hits at 3 AM, the on-call engineer needs to know who owns the failing service, what it depends on, and where to find the runbook. The catalog provides this in seconds.

The catalog is also the foundation for other platform capabilities. Golden paths register outputs in it. Scorecards evaluate catalog entities. Self-service workflows provision resources linked to catalog entries.

Developer Self-Service Workflows

The Cost of Not Having Self-Service#

A developer needs a PostgreSQL database. They file a ticket. It sits in a backlog for two days. A DBA provisions it, sends credentials via Slack DM. Elapsed time: 3 days. Actual need: 5 minutes of configuration. Multiply across every database, cache, queue, and namespace, and manual provisioning becomes the single largest drag on velocity. Self-service lets developers provision pre-approved resources directly, within guardrails the platform team defines.

Platform Engineering Maturity Model

Why a Maturity Model#

Platform engineering investments fail when organizations skip levels. A team that cannot maintain shared Terraform modules reliably has no business building a self-service portal. The maturity model provides an honest assessment of where you are and what must be true before advancing.

This is not a five-year roadmap. Some organizations reach Level 2 and stay there — it serves their needs. The model helps you identify what level you need, what level you are at, and what is blocking progress.

Crossplane for Platform Abstractions

What Crossplane Does#

Crossplane extends Kubernetes to provision and manage cloud infrastructure using the Kubernetes API. Instead of writing Terraform and running apply, you write Kubernetes manifests and kubectl apply them. Crossplane controllers reconcile the desired state with the actual cloud resources.

The real value is not replacing Terraform — it is building abstractions. Platform teams define custom resource types (like DatabaseClaim) that developers consume without knowing whether they are getting RDS, CloudSQL, or Azure Database. The composition layer maps the simple claim to the actual cloud resources.

Port vs Backstage: Developer Portal Comparison

Two Approaches to the Same Problem#

Both Port and Backstage solve the same core problem: giving developers a single interface to discover services, provision infrastructure, and understand the operational state of their systems. They take fundamentally different approaches to getting there.

Backstage is an open-source framework (CNCF Incubating) originally built by Spotify. You deploy and operate it yourself. It provides a plugin architecture and core primitives — you build the portal your organization needs by assembling and configuring plugins.

Developer Experience Metrics: Measuring What Matters

The Measurement Problem#

Measuring developer experience wrong is worse than not measuring at all. Lines of code, commit counts, and story points per sprint all create perverse incentives — developers game what gets measured. Good metrics measure outcomes (how fast does code reach production?) and perceptions (do developers feel productive?) without punishing individuals.

The goal is identifying systemic friction in tools, processes, and the platform. Never to evaluate individual developers.

Designing Internal Developer Platforms

What an Internal Developer Platform Actually Is#

An Internal Developer Platform (IDP) is the set of tools, workflows, and self-service capabilities that a platform team builds and maintains so application developers can ship code without filing tickets or waiting on other teams. It is not a single product. It is a curated layer on top of your existing infrastructure that abstracts complexity while preserving the ability to go deeper when needed.

Self-Service Infrastructure Patterns

The Problem Self-Service Solves#

Developers need infrastructure: databases, caches, message queues, storage buckets, DNS records. In most organizations, getting these means filing a ticket, waiting days for someone to provision, and receiving credentials in a Slack DM. This bottleneck incentivizes workarounds — manual console provisioning, skipped security configs, everything crammed into shared databases.

Self-service infrastructure lets developers provision what they need directly, within guardrails the platform team defines. Choose a resource from a catalog, fill in parameters, and the system provisions it and returns connection details. No tickets, no waiting.