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Machine Learning & Data Science · head to head

Google Vertex AI vs Tableau

Google Vertex AI logo

Google Vertex AI

Machine Learning & Data Science

Unified ML platform to build, deploy, and scale AI models

From
On request
Rated
-
Full reviewWebsite
Tableau logo

Tableau

Spreadsheet & Data

Visual analytics platform for business intelligence

From
$70/month
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Google Vertex AI vendor lock-in to Google Cloud ecosystem makes migration to other platforms difficult; Tableau listed on UK G-Cloud at £9.47 per device per month for the Salesforce Tableau Platform edition, via reseller XMA Limited
  • They diverge on capability: Google Vertex AI covers AutoML, Tableau covers Interactive Dashboards.

Where they differ

Only the attributes on which Google Vertex AI and Tableau actually diverge.

Attributes where Google Vertex AI and Tableau differ
AttributeGoogle Vertex AITableau
Starting priceOn request$70/month
Pricing modelUnknownsubscription
PlatformsCloud, WebWeb, Desktop, Mobile
CategoryMachine Learning & Data ScienceSpreadsheet & Data
Founded20081999

Identical on both: free tier (No), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Google Vertex AI

  • AutoML
  • Custom training
  • Feature Store
  • Model monitoring
  • Prediction serving
  • BigQuery
  • Cloud Storage
  • TensorFlow

Only in Tableau

  • Interactive Dashboards
  • Data Blending
  • Real-time Analytics
  • Advanced Visualizations
  • Mobile Support
  • Salesforce
  • SAP
  • Oracle

Both cover

  • Web support

What people use each for

The jobs each tool is most often brought in to do.

Google Vertex AI

  • Machine learningnot Tableau
  • Data analysisnot Tableau
  • Model trainingnot Tableau
  • Predictive analyticsnot Tableau

Tableau

  • Self-service analyticsnot Google Vertex AI
  • Data explorationnot Google Vertex AI
  • Ad-hoc reportingnot Google Vertex AI
  • Collaborative analysisnot Google Vertex AI
  • Embedded analyticsnot Google Vertex AI

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Google Vertex AI

  • Vendor lock-in to Google Cloud ecosystem makes migration to other platforms difficult
  • Requires familiarity with Google Cloud Platform infrastructure and concepts
  • Cost can escalate quickly with large training and inference workloads

Tableau

  • Listed on UK G-Cloud at £9.47 per device per month for the Salesforce Tableau Platform edition, via reseller XMA Limited

Pricing, plan by plan

Google Vertex AI

On request

No published plan breakdown. See the Google Vertex AI review.

Tableau

$70/month
  • Creator$70/month
    • Full authoring capabilities
    • Prep Builder
    • Data Management
  • Explorer$42/month
    • Web editing
    • Self-service analytics
  • Viewer$15/month
    • View and interact with dashboards

Which should you pick?

Choose Google Vertex AI if

  • You need automl.
  • You work on Cloud, Web.
  • You also want custom training.
Google Vertex AI review

Choose Tableau if

  • You need interactive dashboards.
  • You work on Web, Desktop, Mobile.
  • You also want data blending.
Tableau review

Questions people ask

Is Google Vertex AI or Tableau better?
Neither clearly leads. Google Vertex AI starts at On request and Tableau at $70/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Google Vertex AI or Tableau?
Google Vertex AI starts at On request and Tableau at $70/month.
Does Google Vertex AI or Tableau run on more platforms?
Google Vertex AI runs on Cloud, Web. Tableau runs on Web, Desktop, Mobile.
What is Google Vertex AI best used for?
Google Vertex AI is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what Tableau is typically brought in for.
What can Google Vertex AI do that Tableau cannot?
Google Vertex AI covers AutoML, Custom training, Feature Store, Model monitoring. Tableau covers Interactive Dashboards, Data Blending, Real-time Analytics, Advanced Visualizations. Both handle Web support.

Answered from the vendors’ own pages

Google Vertex AI: What is the pricing model for Google Vertex AI?

Vertex AI uses a pay-as-you-go model with no upfront costs or lock-in fees. Costs vary by service: training is billed by compute resources and time (30-second increments), online predictions by machine type per hour, and batch predictions by compute time or per-record for specific AutoML types.

Source
Google Vertex AI: What types of data can Vertex AI handle?

Vertex AI supports image, video, text, and tabular data types with tools for uploading, storing, and managing large datasets.

Source
Google Vertex AI: Does Vertex AI support custom model training?

Yes. Vertex AI supports both AutoML for automated machine learning and custom training code in Python, R, and other languages.

Source
Google Vertex AI: What deployment options are available in Vertex AI?

Vertex AI supports online predictions for real-time use cases and batch predictions for large-scale processing.

Source
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