Benchcraft / Data bench
Data integrity   /   Analytics engineer

Join Footprint

Predict row multiplication before joining two tables on a key.

01 / Inputs

Working sheet

Edit any cell to recalculate. Use anonymous references. Data stays in this browser tab and clears when you reload.

Join keyLeft rowsRight rowsRow
02 / Review

Decision sheet

KeyLeftRightOutputRelationship
K1236Many-to-many
K2111Matched
K3100Left only
How the rule works

Enter counts on each side once per distinct key. This models an inner equijoin without filtering or null keys.

Read the worked example

Optional paid service

Request a custom workflow

€149 one-time pilot after written scope agreement. JB Codex adapts one repeated job with a worked example and owner review.

The free tool runs independently on your device.