Hyperforce Migration at Scale: How Deterministic Automation Replaced Manual Spreadsheets Across 95,000 Organizations
Summary
Salesforce replaced the manual, spreadsheet-driven process for Hyperforce org migrations with the Migration Intake and Processing Service (MIPS), an automated decision engine that scales to handle over 95,000 migrations. MIPS consolidates data from multiple sources, automates eligibility and scheduling validations, and balances auto-approval with manual review to maintain accuracy and customer trust. This platform eliminates manual bottlenecks, improves throughput, and provides traceable decisions to support large-scale, reliable Salesforce org migrations to Hyperforce.
Takeaways
- Automate migration intake with deterministic decision engines to replace manual spreadsheets.
- Integrate multiple sources of truth with auditable pipelines to maintain customer trust.
- Separate deterministic validations from human-reviewed exceptions to scale safely.
- Use background jobs to refresh key datasets and reduce request processing latency.
- Design fallback manual reviews to handle missing or inconsistent input data.
By Raksha Subramanyam and Vijay Singh. In our Engineering Energizers Q&A series, we highlight the engineering minds driving innovation across Salesforce. Today, we feature an internal decision and automation platform, the Migration Intake and Processing Service (MIPS) . Engineers on the Cloud Economics and Capacity Management and Org Migration teams came together to build this platform, which enables Salesforce’s large-scale customer organization (org) migrations to Hyperforce, processing over 95,000 organization migrations through more than 15,000 requests over a span of ~1 year. Explore how the team replaced manual migration intake with an automated decision engine, architected reliable integration across multiple sources of truth while preserving auditability and customer trust, and balanced auto-approval with human intervention to maintain predictable throughput for 90%+ of the org migration requests managed through the automated system.