Getting Started
bensevern.dev is the matching funnel between your SaaS sources (HubSpot, Salesforce, Cvent, Bizzabo, Postgres) and your warehouse / cloud destinations. Match, cluster, review, push.
bensevern.dev is the matching funnel that sits between your SaaS sources and your warehouse. We pull records in, match and cluster them, surface the unauto-merged clusters in a review queue, and push the golden records back out to a destination of your choice. We don't host your data — we collect, filter, and hand back.
The pipeline
| Stage | What happens | Surface |
|---|---|---|
| 01 · ingest | Pull records from CRM / billing / events / warehouse | Sources (22 connectors live) |
| 02 · autoconfig | Propose match rules + survivorship + scorer weights from your schema | Workbench notebook (one click) |
| 03 · match + cluster | goldenmatch 1.18 deduplicates and groups records | Workbench notebook |
| 04 · review | Ambiguous clusters wait for a human label; decisions feed the scorer | Review queue |
| 05 · push | Write golden records to warehouse table or cloud file drop | Destinations (7 targets) |
Why funnel, not platform
Most MDM tools want to become your source of truth: they sit in the middle, hold the records, and you query them. That works at Reltio scale; it does not work for a RevOps team that already has HubSpot + Salesforce + Snowflake and just needs the duplicates cleaned up.
bensevern.dev runs the matching, stores enough state to make the review queue work (clusters + labels + lineage), and pushes the results back to systems you already own. If you want to walk away tomorrow, your warehouse table is still there.
The Suite engine
The matching engine itself is five MIT-licensed Python packages. You can self-host them if you'd rather skip the SaaS:
| Tool | Purpose |
|---|---|
| goldenmatch | Probabilistic record linkage + deduplication (the core) |
| goldenpipe | Data transformation pipelines that wrap goldenmatch |
| goldencheck | Data-quality profiling and validation |
| goldenflow | Workflow orchestration |
| infermap | Automatic schema mapping between sources |
goldensuite-mcp (on PyPI — pip install goldensuite-mcp) wraps the whole Suite as a
single MCP server, so any MCP client — your own agent, an IDE, Claude — can call
matching directly. Matching as middleware, not just a SaaS destination.
Next Steps
- Connect a source — start the funnel
- Quickstart — first dedup in 5 minutes
- Installation — self-host the engine