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Machine Learning · head to head

BigQuery ML vs Oracle Analytics Cloud

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Rated
-
Full reviewWebsite
Oracle Analytics Cloud logo

Oracle Analytics Cloud

Business Intelligence

Complete analytics in the cloud

From
$16/month
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; Oracle Analytics Cloud no dedicated mobile application for on-the-go access
  • They diverge on capability: BigQuery ML covers SQL-based ML, Oracle Analytics Cloud covers Self-service Analytics.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

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

Attributes where BigQuery ML and Oracle Analytics Cloud differ
AttributeBigQuery MLOracle Analytics Cloud
Starting priceFree$16/month
Pricing modelusage-basedsubscription
Free tierYesNo
CategoryMachine LearningBusiness Intelligence
Founded20082016

Identical on both: platforms (Web), 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 Oracle Analytics Cloud

  • Self-service Analytics
  • Augmented Analytics
  • Data Preparation
  • Natural Language
  • Mobile
  • Oracle Database
  • Oracle ERP
  • Salesforce

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 Oracle Analytics Cloud
  • Linear and logistic regression on warehouse datanot Oracle Analytics Cloud
  • K-means clustering and matrix factorisation for recommendationsnot Oracle Analytics Cloud
  • Time series forecasting with ARIMA_PLUSnot Oracle Analytics Cloud
  • Running imported ONNX, TensorFlow or XGBoost models against BigQuery datanot Oracle Analytics Cloud

Oracle Analytics Cloud

  • Self-service analyticsnot BigQuery ML
  • Data explorationnot BigQuery ML
  • Ad-hoc reportingnot BigQuery ML
  • Collaborative analysisnot BigQuery ML
  • Embedded analyticsnot 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

Oracle Analytics Cloud

  • No dedicated mobile application for on-the-go access
  • Limited documentation for collecting data from on-premise services
  • Performance issues and occasional software glitches requiring re-login
  • Expensive for small businesses and organizations with limited budgets

Pricing, plan by plan

BigQuery ML

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

Oracle Analytics Cloud

$16/month
  • Professional$16/month
    • Self-service Analytics
    • Reporting
    • Dashboards
  • Enterprise$80/month
    • Advanced Analytics
    • ML Models
    • Premium 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 Oracle Analytics Cloud if

  • You need self-service analytics.
  • You also want augmented analytics.
Oracle Analytics Cloud review

Questions people ask

Is BigQuery ML or Oracle Analytics Cloud better?
Neither clearly leads. BigQuery ML starts at Free and Oracle Analytics Cloud at $16/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or Oracle Analytics Cloud?
BigQuery ML has a free tier; the other does not. Paid plans start at Free for BigQuery ML and $16/month for Oracle Analytics Cloud.
Does BigQuery ML or Oracle Analytics Cloud run on more platforms?
Both run on Web, so platform support will not decide this one for you.
Can I use BigQuery ML for free?
Yes. BigQuery ML has a free tier, so you can try it without paying. Oracle Analytics Cloud starts at $16/month.
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 Oracle Analytics Cloud is typically brought in for.
What can BigQuery ML do that Oracle Analytics Cloud cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. Oracle Analytics Cloud covers Self-service Analytics, Augmented Analytics, Data Preparation, Natural Language. 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
Oracle Analytics Cloud: What data sources does Oracle Analytics Cloud support?

Oracle Analytics Cloud connects to relational databases, cloud applications, and big data platforms. It integrates with Salesforce, Snowflake, Azure Synapse Analytics, Google BigQuery, Amazon Redshift, and the Oracle ecosystem.

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
Oracle Analytics Cloud: What are the pricing tiers for Oracle Analytics Cloud?

Oracle Analytics Cloud offers a Professional plan at $16/user/month and an Enterprise plan at $80/user/month. BYOL pricing is $0.3226/OCPU/hour base plus $1.0753/hour (Professional) or $2.1506/hour (Enterprise).

Source
Oracle Analytics Cloud: Does Oracle Analytics Cloud have a mobile app?

No, Oracle Analytics Cloud lacks a dedicated mobile application, which is considered a significant limitation by users who need mobile access to dashboards and reports.

Source
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