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Platform EngineeringCloudFabric Platform Engineering·Multi-Cluster K8s

Building an Internal Developer Platform for Faster Service Delivery

Key Result

Unified service lifecycle & progressive Kubernetes diagnostics

DevHub

Building an Internal Developer Platform for Faster Service Delivery

Overview

As our engineering environment grew, the number of services, Kubernetes workloads, CI/CD pipelines, and security checks increased with it.

Developers had to move between different tools to answer basic operational questions:

  • Where is this service?
  • Who owns it?
  • Is the deployment healthy?
  • Did the pipeline succeed?
  • Are there security findings?
  • Which Kubernetes workload is causing the issue?
  • What changed recently?

We built DevHub internally to bring these engineering workflows into one platform.

The goal was simple:

Give engineering teams one place to understand, build, secure, and operate their services.

The Challenge

Modern engineering teams rarely work with a single system.

A typical service may involve:

  • Source repositories
  • Microservice metadata
  • Kubernetes clusters
  • Namespaces
  • Pods
  • CI/CD pipelines
  • Security scans
  • Teams and ownership
  • Deployment environments

Each system provides useful information, but the information is fragmented.

A developer investigating a failed deployment might need to check the repository, pipeline, Kubernetes cluster, pod logs, and application status separately.

We wanted to reduce that operational friction.

What We Built

We designed DevHub as an Internal Developer Platform focused on platform readiness and engineering visibility.

The platform brings together four major areas:

Microservices

Service registration, ownership, repository association, environment information, and service health.

Kubernetes Operations

Cluster inventory, namespaces, workloads, nodes, pods, logs, and targeted diagnostics.

Security

Vulnerability scanning, SAST, DAST, findings, and remediation visibility.

CI/CD

Pipeline execution, build and test status, deployment information, logs, and release history.

These capabilities are connected around the service rather than existing as isolated modules.

Starting With the Service

We made the microservice the primary unit of engineering context.

A team can register a service and associate:

  • Service ownership
  • Repository
  • Environment
  • Deployment information
  • Security status
  • Pipeline status

Once registered, the service becomes visible inside DevHub.

Instead of asking developers to assemble this context manually, the platform brings the relevant information together.

Kubernetes Operations

Kubernetes was another major area where we wanted to reduce operational complexity.

DevHub provides a structured view from cluster level down to workload level:

Cluster
   ↓
Namespace
   ↓
Workload
   ↓
Pod
   ↓
Logs / Diagnostics

A developer can start with a high-level cluster view and progressively move deeper into the workload causing an issue.

For more targeted investigation, KubeShoot Diagnostics provides a guided way to inspect Kubernetes problems.

This changes the workflow from:

"Something is failing. Where should I start?"

to:

"Here is the affected workload. Let's investigate it."

Making Security Part of the Service Lifecycle

Security was designed as part of the service workflow rather than a completely separate activity.

Once a service is onboarded, teams can initiate:

  • Vulnerability scans
  • SAST analysis
  • DAST analysis

The resulting findings can be associated with the relevant service and team.

This provides a clearer connection:

Service → Security Finding → Remediation

Developers can see security status in the same environment where they already manage service and delivery information.

Connecting CI/CD With Operations

Pipeline visibility was another important part of DevHub.

The workflow begins with a repository event such as a code push or merge request:

Code Change
     ↓
Pipeline
     ↓
Build
     ↓
Test
     ↓
Deploy
     ↓
Release Health

When something fails, developers can access the relevant pipeline logs and investigate without losing the service context.

When the pipeline succeeds, deployment and release information become part of the service's operational view.

From Deployment to Diagnosis

One of the most useful internal workflows emerged when we connected delivery information with Kubernetes operations.

A deployment failure could lead directly into operational investigation:

Service
   ↓
Pipeline
   ↓
Deployment
   ↓
Kubernetes Workload
   ↓
Pod
   ↓
KubeShoot Diagnostics

This created a much shorter path between:

"The deployment failed."

and:

"Here is where the problem is occurring."

A Single Engineering Context

DevHub's dashboard brings the most important service information together:

  • Service health
  • Security findings
  • CI/CD status
  • Recent changes
  • Operational signals

The intention is not to replace every engineering tool.

Instead, DevHub provides a common operational context around those tools.

Developers can still use their existing repositories, CI/CD systems, and Kubernetes environments while using DevHub as the place to understand what is happening.

Access and Ownership

An internal developer platform also needs consistent access management.

DevHub includes:

  • Users
  • Teams
  • Roles
  • Permissions
  • Invitations
  • Access controls

Service ownership and team context can therefore be incorporated into the platform instead of being maintained separately.

This also provides a more consistent foundation for governance and auditability.

What We Learned

Developers need context, not another dashboard

A collection of metrics is useful only when developers can connect those metrics to the service they are working on.

Service ownership matters

Knowing who owns a service makes operational and security information much more actionable.

Kubernetes troubleshooting should be progressive

Starting with the cluster and moving toward the affected workload provides a more natural troubleshooting experience than exposing every Kubernetes detail immediately.

Security works better when connected to delivery

Security findings become more actionable when they are associated with services, teams, and development workflows.

Platform engineering is about reducing friction

An internal developer platform should make common engineering tasks easier rather than introducing another layer of operational complexity.

The Result

DevHub created a unified engineering environment around the complete service lifecycle:

Register → Understand → Secure → Deliver → Operate → Diagnose

The platform connects service ownership, Kubernetes operations, security scanning, CI/CD visibility, and operational diagnostics.

The result is a clearer engineering workflow where developers can move from service registration to production operations without constantly rebuilding context across multiple tools.

Looking Ahead

Our next focus is continuing to improve the developer experience around:

  • Service onboarding
  • Kubernetes diagnostics
  • Deployment visibility
  • Security remediation
  • Engineering ownership
  • Platform readiness

The long-term objective is straightforward:

Build an internal platform that gives engineers the context they need without getting in their way.

About DevHub

DevHub is CloudFabric's Internal Developer Platform for service lifecycle management, Kubernetes operations, security visibility, and CI/CD workflows.

It brings engineering context together so teams can build, secure, deploy, and operate services from one platform.

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