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Machine Learning · head to head

BigQuery ML vs SAP Analytics Cloud

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Rated
-
Full reviewWebsite
SAP Analytics Cloud logo

SAP Analytics Cloud

Inventory

Enterprise inventory analytics and planning

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only BigQuery ML has a free tier, so it costs nothing to try first.
  • Each has a real cost: BigQuery ML not available in BigQuery's Standard edition, so the cheapest tier cannot use it; SAP Analytics Cloud high implementation costs and complexity for large enterprises
  • They diverge on capability: BigQuery ML covers SQL-based ML, SAP Analytics Cloud covers Advanced analytics.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which BigQuery ML and SAP Analytics Cloud actually diverge.

Attributes where BigQuery ML and SAP Analytics Cloud differ
AttributeBigQuery MLSAP Analytics Cloud
Starting priceFreeOn request
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsWebCloud
CategoryMachine LearningInventory
Founded20081972

Identical on both: 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 BigQuery ML

  • SQL-based ML
  • AutoML Tables
  • Model export
  • Prediction functions
  • Feature preprocessing
  • BigQuery
  • Vertex AI
  • TensorFlow

Only in SAP Analytics Cloud

  • Advanced analytics
  • Demand planning
  • Inventory optimization
  • Predictive modeling
  • Supply chain visibility
  • Real-time reporting
  • Machine learning capabilities
  • SAP ecosystem

Both cover

  • Web support

What people use each for

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

BigQuery ML

  • Training models in SQL without exporting datanot SAP Analytics Cloud
  • Linear and logistic regression on warehouse datanot SAP Analytics Cloud
  • K-means clustering and matrix factorisation for recommendationsnot SAP Analytics Cloud
  • Time series forecasting with ARIMA_PLUSnot SAP Analytics Cloud
  • Running imported ONNX, TensorFlow or XGBoost models against BigQuery datanot SAP Analytics Cloud

SAP Analytics Cloud

  • Demand forecastingnot BigQuery ML
  • Inventory optimizationnot BigQuery ML
  • Supply chain analyticsnot BigQuery ML
  • Predictive planningnot BigQuery ML

Where each one falls short

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

BigQuery ML

  • Not available in BigQuery's Standard edition, so the cheapest tier cannot use it
  • Billed through BigQuery compute and storage rather than as its own product, so training cost tracks data scanned
  • Remote models incur extra Agent Platform charges on top
  • Externally trained model types such as boosted trees and AutoML run through Agent Platform rather than inside BigQuery

SAP Analytics Cloud

  • High implementation costs and complexity for large enterprises
  • Requires significant data governance and planning infrastructure

Pricing, plan by plan

BigQuery ML

Free
  • Free TierFree
    • 10GB storage
    • 1TB queries
  • On-Demand$5/TB
    • Pay per TB scanned
    • ML training costs

SAP Analytics Cloud

On request
  • Standard$5000/month
    • Core analytics
    • 20 users
    • Standard support
  • Premium$10000/month
    • Advanced planning
    • 30 users
    • Priority support
  • Enterprise$20000/month
    • Full suite
    • Unlimited users
    • Dedicated support

Which should you pick?

Choose BigQuery ML if

  • You need sql-based ml.
  • You want to start without paying.
  • You also want automl tables.
BigQuery ML review

Choose SAP Analytics Cloud if

  • You need advanced analytics.
  • You work on Cloud.
  • You also want demand planning.
SAP Analytics Cloud review

Questions people ask

Is BigQuery ML or SAP Analytics Cloud better?
Neither clearly leads. BigQuery ML starts at Free and SAP Analytics Cloud at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or SAP Analytics Cloud?
BigQuery ML has a free tier; the other does not. Paid plans start at Free for BigQuery ML and On request for SAP Analytics Cloud.
Does BigQuery ML or SAP Analytics Cloud run on more platforms?
BigQuery ML runs on Web. SAP Analytics Cloud runs on Cloud.
Can I use BigQuery ML for free?
Yes. BigQuery ML has a free tier, so you can try it without paying. SAP Analytics Cloud starts at On request.
What is BigQuery ML best used for?
BigQuery ML is most often used for training models in sql without exporting data, linear and logistic regression on warehouse data, k-means clustering and matrix factorisation for recommendations, time series forecasting with arima_plus. Of those, training models in sql without exporting data and linear and logistic regression on warehouse data are not what SAP Analytics Cloud is typically brought in for.
What can BigQuery ML do that SAP Analytics Cloud cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. SAP Analytics Cloud covers Advanced analytics, Demand planning, Inventory optimization, Predictive modeling. Both handle Web support.

Answered from the vendors’ own pages

BigQuery ML: How much does Google Cloud BigQuery ML cost?

BigQuery ML pricing is not specified separately on Google Cloud's pricing page. It follows the same pay-as-you-go model as BigQuery, charging per terabyte of data scanned during analysis. Customers receive $300 in free credits and can use 20+ products free up to monthly limits.

Source
SAP Analytics Cloud: What are the main modules in SAP Analytics Cloud?

SAP Analytics Cloud combines business intelligence (BI), enterprise planning, and predictive analytics in one solution for unified financial, supply chain, and operational planning.

Source
BigQuery ML: Does Google Cloud offer a free trial?

Yes, new customers get $300 in free credits and all customers can use 20+ Google Cloud products free up to their monthly usage limits.

Source
SAP Analytics Cloud: Does SAP Analytics Cloud support AI and machine learning?

Yes, SAP Analytics Cloud includes Joule, an AI assistant that helps automate forecasts at any planning level, uncover insights, and develop business plans.

Source
SAP Analytics Cloud: What data sources can I connect to SAP Analytics Cloud?

SAP Analytics Cloud supports native Snowflake connectivity, Azure SQL, and integration with SAP Datasphere for unified data management across multiple sources.

Source
SAP Analytics Cloud: What planning features does SAP Analytics Cloud offer?

SAP Analytics Cloud provides enterprise planning capabilities including budgeting, forecasting, and supply chain planning with real-time data and collaborative workflows.

Source
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