FOR PLATFORM & DATA ENGINEERS

Ship data changes without flying blind

Typedef gives platform and data engineers end-to-end blast radius, root cause tracing, and automated fix plans across online, streaming, and offline systems.

Every PR is a gamble

Every PR is a gamble

You rename a column, refactor a model, or swap a source and hope nothing downstream breaks. Typedef computes the full blast radius before you merge, showing exactly which dashboards, metrics, and pipelines are affected.

Pipelines fail, context doesn’t exist

Pipelines fail, context doesn’t exist

When a nightly job fails, the on-call engineer digs through logs, DAG views, and Slack threads. Typedef traces the upstream change that caused the failure, maps every affected model, and generates a ready‑to‑execute fix plan: files, steps, and verification queries.

Lineage stops at system boundaries

Lineage stops at system boundaries

Your dbt lineage doesn’t know about Salesforce. Your warehouse lineage doesn’t know about Kafka. Typedef builds one graph across systems of record, streaming infrastructure, and offline analytics so lineage doesn’t break at handoff points.

How it plays out

Impact Analysis

PR to Dashboard

Scenario

A product engineer opens a PR touching a model. Typedef computes the downstream dashboards and metrics affected before merge, so teams understand blast radius early.

TYPEDEF ACTIONS

Detects the changed model and its position in the Data Context Layer

Computes every downstream dependency: dashboards, metrics, pipelines, and consumers

Surfaces the blast radius in the PR before merge

Shows which teams own the affected assets, so engineers can notify proactively

Output

Blast radius panelAffected asset list with ownersPR integration sidebar
Broken Pipeline

Root Cause + Plan

Scenario

A nightly pipeline fails. The on-call engineer gets paged.

TYPEDEF ACTIONS

Identifies the upstream change that triggered the failure (schema change, source swap, definition update)

Maps all affected models downstream of the root cause

Surfaces the blast radius in the PR before merge

Generates a fix plan: which files to edit, in what order, with verification queries to confirm the fix

Output

Root cause traceAffected model treeAuthoring plan (files, steps, verification)

Make every analytics answer explainable.