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AI Data Review Agent

An AI agent that inspects how a proposed code change affects the data it produces. Recce's AI Data Review Agent runs alongside a dbt pull request, computes diffs against production, surfaces unexpected downstream effects, and writes a review summary the team can sign off on.

Data Diff

A side-by-side comparison of the rows or aggregates produced by the same dbt model in two environments — typically the proposed branch vs. production. Recce produces row-level and aggregate diffs so reviewers can see exactly what changed before merging.

Data Lineage

The directed graph of how data flows between sources, dbt models, and downstream consumers. Recce uses the lineage from dbt's manifest to determine what models a code change affects.

dbt

Data build tool — an open-source framework that lets analytics engineers write SQL models, tests, and documentation, and compile them into warehouse-native transformations. Recce is built specifically for teams that ship data with dbt.

Impact Radius

The set of downstream dbt models, dashboards, and consumers affected by a change to an upstream model. Recce surfaces a PR's impact radius automatically so reviewers know whose data is at stake.

Materialization

How a dbt model is persisted in the warehouse — typically table, view, incremental, or ephemeral. Changing a materialization changes both the cost profile and the consistency guarantees, which Recce flags during review.

PR-Level Data Review

A review of the data effects of a pull request, performed at PR time rather than after deploy. Recce gates merges on PR-level data review so breaking changes get caught before they reach production.

Schema Change

A change to a model's columns, types, primary keys, or constraints. Schema changes are high-risk for downstream consumers and trigger Recce's schema-change impact check.

Time Spine

A dbt model that emits one row per time unit (day, hour, etc.) used to anchor metric calculations and fill in dates with no events. Required by dbt Semantic Layer.

Recce Cloud

The hosted version of Recce. Connects to your dbt project and warehouse, runs the AI Data Review Agent on every PR, and posts review summaries back to GitHub.