Every business table, ready to use
From spreadsheets to trusted attributes. Upload, manage, map, vectorize, and monitor the tables that power your data workflows. Turn messy business-maintained tables into governed attributes that can be safely used everywhere.

Built for reliable data systems
Keep data pipelines healthy with intelligent processing, automated testing, and full visibility.

Bring business logic into the data layer
Manage mapping tables for categories, segments, overrides, product groups, regions, sales territories, and any business-maintained logic your team depends on.

Upload large tables without breaking the system
Upload and manage large business tables with validation, preview, schema detection, history, and controls for how each table gets used.

Make unstructured context searchable
Store and search documents, notes, records, definitions, and contextual data through vector databases that can power AI agents and workflows.

Track every export
Monitor updates, row changes, upload history, ownership, usage, and downstream impact so business tables stay trusted.
Everything around your stack
The capabilities needed to monitor, optimize, and govern data systems at scale.
Know what is used
See which tables power attributes, models, reports, datasets, workflows, and agents.
Understand impact fast
Get AI-assisted summaries of what changed and what may be affected.
Turn tables Into context
Use uploaded and mapped tables as attributes across journeys, reports, workflows, and datasets.
Controlled, not chaotic
Add ownership, validation, permissions, history, and approval flows to business-managed data.