Workflows, Automation, And Monitoring In Dataiku

READ DATASHEET
  • Manage
    data pipelines
  • Automate
    everything
  • Monitor
    processing and data
  • Manage
    data pipelines
  • Automate
    everything
  • Monitor
    processing and data
Illustration showing a pipeline managed in Dataiku.

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.
Deploy models to production with Model API Deployer

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.
Product screenshot showing automation scenarios

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.
Product screenshot showing Dataiku DSS's dashboard monitoring

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.
Product screenshot of a commits list ensuring safe versioning

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.