The problem
Every client project introduces another variation of work your team has already solved before. Data preparation and integration ends up distributed across SQL, Power Query, Python, scripts, ETL tools, files and manual steps. As the client base grows, so do unplanned hours, maintenance and dependence on the people who originally built each process.
- Unplanned integration work erodes project margin
- Workflow knowledge stays with individual consultants and scripts
- Maintenance grows with every client and project





