Workflows, Automation, And Monitoring

Dataiku lets you deploy workflows easily with safe versioning and rollback. Then automate your deployments as part of a larger production strategy.

Workflows, Automation, And Monitoring

Manage your data pipelines

  •  Dataiku lets you package a whole workflow, optionally including data and models, as a single deployable and reproducible package.
  •  Install dedicated automation instances of Dataiku to run your exported workflows.
  •  Provides for fully staged deployment models: from dev to test to preproduction to production, all within a single UI.
Manage your data pipelines

Deploy models to production in one click

  •  Empower analysts and data scientists to deploy models into production in a few clicks
  •  Data cleaning, enriching, preprocessing, as well as models, are bundled together for simplified scoring pipelines.
  •   Deployed models are versioned, enabling users to deploy new versions, compare them and rollback at anytime.
Deploy models to production in one click

Automation Scenarios

  •  Builtin orchestration tool with task management, advanced triggering policies, and notifications.
  •  Implement automation scenarios either directly within the interface or using Dataiku Python scenario API.
  •  Fully API-driven: easily integrate with an external orchestrator thanks to the DSS REST API.
  •  Automatically start your workflow when data changes or based on customizable conditions.
Automation Scenarios

Monitor processing and data

  •  Dataiku DSS’ dashboard monitoring helps you rest assured that your deployment runs smoothly.
  •  Implement automatic data validation policies – critical data or model metrics can be checked at each run.
  •  Track and visualize your models’ drift over time.
Monitor processing and data

Safe versioning and rollback

  •  Manage all versions of your workflows, easily review changes and activate new versions.
  •  When things go wrong, Dataiku is there to help: rollback and be assured that your workflow will remain consistent.
Safe versioning and rollback

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