Incremental Models

Core Feature

What is it?

Only processes new or changed data, rather than the entire dataset.

Simple Explainer

Keep the data in the table current without re-writing the entire table. This is really important when tables get huge because re-writing the entire table could take hours but an incremental update could take seconds

What Functional Requirement Does it Satisfy?

Efficient Data Processing

How it Reduces Cost

Reduces computational resources by processing smaller data chunks.

How it Helps Data Teams Ship Faster

Accelerates model runs by focusing only on new or changed data.

How it Helps Orgs Build Trust in Data and Teams

Ensures timely and efficient data updates, building stakeholder trust.