How to Switch from Monte Carlo to Great Expectations
The migration, step by step
- 1Prepare
Audit how you actually use it
List the Monte Carlo features your team touches weekly. Most teams use 20% of features for 80% of the work — those are the only ones the free alternative must cover.
- 2Prepare
Export your data first
Before anything else, export everything from Monte Carlo. Keep the export in its original format plus any open standard offered (CSV, JSON, SVG, Markdown). Do not cancel yet.
- 3Pilot
Set up the free alternative
Install or open Great Expectations and recreate one small, real project from scratch — not a toy file. This surfaces gaps while switching is still cheap.
- 4Pilot
Run a two-week pilot in parallel
Do live work in Great Expectations while keeping Monte Carlo read-only. Note every friction point; most disappear after the first week as muscle memory adjusts.
- 5Migrate
Migrate your assets
Move your exported files into Great Expectations. Where direct import is unsupported, use the open-standard export (CSV/SVG/Markdown) or a one-time conversion — then keep the originals archived.
- 6Cut the cost
Cut the subscription
Cancel Monte Carlo at the end of the billing cycle (avoid losing access mid-cycle). Check the cancellation date against your renewal to dodge the next price increase.
Your destination: Great Expectations
Great Expectations
Open‑source data validation and documentation framework for building reliable pipelines.
| Capability | Great Expectations |
|---|---|
| Free / open source | Not mentioned in the verified description — check the project docs. |
| Real-time collaboration | Not mentioned in the verified description — check the project docs. |
| AI-assisted features | Not mentioned in the verified description — check the project docs. |
| Works offline / desktop app | Not mentioned in the verified description — check the project docs. |
| Self-hosted option | Not mentioned in the verified description — check the project docs. |
| Plugin / extension ecosystem | Not mentioned in the verified description — check the project docs. |
| No watermarks or limits | Not mentioned in the verified description — check the project docs. |
| Team permissions & admin | Not mentioned in the verified description — check the project docs. |
Feature rows are derived from the verified project description — treat ✓ as confirmed and check the project docs before you commit.