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Modernizing DevOps Infrastructure via GitHub Enterprise Cloud Migration

Transitioning from legacy on-premise Bitbucket and ClickUp to a unified GitHub ecosystem to enhance scalability, security, and cross-functional visibility.

Client

A premier academic medical center in New York City with an extensive network of hospitals and research facilities.

Problem Statement

The client faced high maintenance overhead from on-premise hardware and fragmented workflows caused by tool sprawl across Bitbucket and ClickUp.

Industry

Healthcare

Solution

Modernization

Intelligent Enterprise

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Quick Summary

We executed a large-scale migration of nearly 1,800 repositories from on-premise Bitbucket to GitHub Enterprise Cloud using custom Python and shell automation.

  • Consolidated project management by transitioning from ClickUp to GitHub Projects, eliminating redundant licensing costs and unifying task tracking with source code.
  • Modernized the CI/CD landscape by introducing GitHub Actions and scaling self-hosted runners, resulting in faster releases and standardized deployment practices.

Client Profile

This leading NYC-based medical center is at the forefront of healthcare, education, and clinical research. Managing a complex network of facilities, the organization requires a high-performance, secure digital infrastructure to support its mission-critical medical and research applications. 

Challenges: Hardware Dependency and Tool Sprawl

The existing legacy environment hindered the speed of innovation and increased operational risks:

  • Infrastructure Maintenance: The on-premise Bitbucket setup required constant hardware upkeep and lacked native cloud-scale features.
  • Siloed Collaboration: Project management in ClickUp was disconnected from the codebase, leading to poor visibility and reporting complexity.
  • Fragile Authentication: Reliance on individual Personal Access Tokens (PATs) for Jenkins-Ansible integrations created security risks and maintenance hurdles.
  • Scalability Bottlenecks: Manual deployment processes and limited runner capacity slowed down the CI/CD pipeline as development needs grew.

QBurst Solution: Unified GitHub Ecosystem Transformation

We initiated a phased transformation to centralize the client’s development lifecycle. By developing containerized Python and Shell scripts, we automated the discovery and bulk mirroring of 1,800 repositories. We replaced individual tokens with a secure GitHub App integration, ensuring service-account-based authentication for the entire automation framework.

The Transformation Covered Two Critical Streams:

  • Source Code Modernization: Beyond migration, we introduced GitHub Actions for template-driven automation. We provisioned and scaled self-hosted Linux runners across redundant data centers, managed via Ansible playbooks to ensure high availability and repeatability.
  • Project Management Consolidation: We built a custom Python-driven pipeline to transform exported ClickUp CSV data into GitHub issues. This transition enabled teams to manage code, issues, and sprints within a single integrated environment, leveraging the client's existing Enterprise license.

Technical Highlights

  • Automated Inventory Discovery: A custom Python script scanned the Bitbucket environment to prioritize active projects among 1,800 repositories.
  • Containerized Migration Tools: Portable shell scripts leveraged the GitHub CLI for rapid, error-free bulk repository mirroring.
  • Scalable Runner Architecture: Provisioned 6 self-hosted runners across CDC and BDC data centers to support high-concurrency GitHub Actions workflows.
  • Jenkins & Ansible Integration: Updated CI/CD pipelines to ensure seamless data flow across Dev, QA, Staging, and Production environments.
  • Automated Task Mapping: A Jenkins-wrapped Python pipeline converted legacy ClickUp sprints into GitHub Projects, ensuring zero disruption to active tasks.

Impact

  • Significant Cost Savings: Eliminated secondary licensing fees by decommissioning ClickUp in favor of a unified GitHub Enterprise model.
  • Accelerated Release Cycles: Template-driven GitHub Actions and scaled runner capacity made deployments faster and more frequent.
  • Future-Ready Scalability: The transition from on-premise hardware to cloud-native SCM removed infrastructure bottlenecks for long-term growth.
  • Enhanced Visibility: Unifying code management and project tracking boosted developer productivity and cross-departmental transparency.
  • Security Hardening: Implementing GitHub App authentication and centralized audit trails improved the overall governance and security posture.

Client Profile

Challenges

QBurst Solution

Technical Highlights

Impact