Go from schema and business intent to a full quality rule set without writing YAML by hand.
Describe your table and business rules in plain English — get production-ready quality checks as dbt tests, Great Expectations, Soda or plain SQL.
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Every card is something members actually do inside Datamata — not a vague promise.
Write what the data should look like in plain English — get production-ready quality checks in the framework your team uses.
dbt test YAML, Great Expectations suites, Soda checks and plain SQL WHERE-violation queries — pick one or all.
Built for Premium outcomes
Real decisions, not generic templates. Every workflow runs on live market data so your moves are backed by what employers are asking for now.
Generates dbt test YAML, Great Expectations suites, Soda checks or plain SQL — your choice
Understands business rules written in plain English, not just type constraints
Covers uniqueness, nullability, range checks, referential integrity and custom logic
Datamata Premium
Full depth across tools, higher limits where they apply and a single member hub tied to the same live posting engine.
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In action
Write what the data should look like in plain English — get production-ready quality checks in the framework your team uses.
Try Quality Rulesorders — 6 rules generated
- not_null - unique
- accepted_values:
values: ['pending','shipped','done']Range checks, referential integrity, pattern matching and cross-column logic generated from a plain description.
Generates dbt test YAML, Great Expectations suites, Soda checks or plain SQL — your choice
Go deeper
dbt test YAML, Great Expectations suites, Soda checks and plain SQL WHERE-violation queries — pick one or all.
Browse all premium toolsSalary, skills, employers and the Match Engine all read the same live posting feed — so you are not comparing a benchmark from 2022 against jobs from this week.
- dbt_utils.expression_is_true:
expression: 'amount > 0'Illustrative — rules are generated from your table schema and chosen framework.