Story
Dataiku
PetSmartDataiku at PetSmart: Feature Pipelines
PetSmart, a consumer discretionary organization in the United States, uses Govern from Dataiku to support applied machine learning for data scientists and ML engineers.
PetSmart standardized feature pipelines on Dataiku instead of keeping parallel copies.
“From the United States, consumer discretionary teams still had to serve customers and internal partners who expected a straight answer.”
“Dataiku is a universal AI platform that lets data teams and analysts collaborate on pipelines, models, and governed AI applications.”
Independent write-up. Figures come from public sources or are illustrative.
Value results
| Category | Value result |
|---|---|
| Capability | Data scientists and ML engineers work from the same Govern record for feature pipelines |
| Capability | Feature pipelines can be reviewed without waiting on a personal export |
| Capability | Named workflow replaces ad hoc routing for feature pipelines |
Story
PetSmart grew feature pipelines faster than the local tools around it. From the United States, consumer discretionary teams still had to serve customers and internal partners who expected a straight answer. Data scientists and ML engineers were the ones stitching the picture together by hand.
Rolling out Govern put applied machine learning on Dataiku. Dataiku is a universal AI platform that lets data teams and analysts collaborate on pipelines, models, and governed AI applications. PetSmart keeps the product in the path where work already happens, so data scientists and ML engineers do not context-switch into a graveyard system used only for audits.
The visible result is steadier applied machine learning. Feature pipelines is easier to inspect, and adjacent groups can join data scientists and ML engineers without a guided tour of someone's desktop.
