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Machine Learning · head to head

BigQuery ML vs MATLAB

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Rated
-
MATLAB logo

MATLAB

Machine Learning

Programming and numeric computing platform

From
$940/year
Rated
-

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; MATLAB a standard individual licence is $940 a year, and it is annual rather than perpetual
  • They diverge on capability: BigQuery ML covers SQL-based ML, MATLAB covers Matrix computations.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which BigQuery ML and MATLAB actually diverge.

Attributes where BigQuery ML and MATLAB differ
AttributeBigQuery MLMATLAB
Starting priceFree$940/year
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsWebLinux, Mac, Windows
Founded20081984

Identical on both: user rating (Not yet rated), category (Machine Learning).

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 MATLAB

  • Matrix computations
  • Data visualization
  • Machine learning
  • Deep learning
  • Signal processing
  • Simulink
  • Python
  • C/C++

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

MATLAB

  • Numerical computing and analysisnot BigQuery ML
  • Algorithm developmentnot BigQuery ML
  • Academic research and teachingnot 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

MATLAB

  • A standard individual licence is $940 a year, and it is annual rather than perpetual
  • Add on toolboxes are bought separately through the web store rather than being included
  • No price is displayed for the academic, student, home or startup licences, each of which requires a quote
  • Eligibility rather than price separates most tiers, so a commercial user has one option

Pricing, plan by plan

BigQuery ML

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

MATLAB

$940/year
  • Individual Standard$940/year
    • MATLAB
    • Simulink
    • Online Training Suite
  • Startups$null/year
    • MATLAB
    • Simulink
    • 90+ add-on products
  • Academic$null/year
    • MATLAB
    • Simulink
  • Student$null/year
    • MATLAB

Which should you pick?

Choose BigQuery ML if

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

Choose MATLAB if

  • You need matrix computations.
  • You work on Linux, Mac, Windows.
  • You also want data visualization.

Questions people ask

Is BigQuery ML or MATLAB better?
Neither clearly leads. BigQuery ML starts at Free and MATLAB at $940/year, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or MATLAB?
BigQuery ML has a free tier; the other does not. Paid plans start at Free for BigQuery ML and $940/year for MATLAB.
Does BigQuery ML or MATLAB run on more platforms?
BigQuery ML runs on Web. MATLAB runs on Linux, Mac, Windows.
Can I use BigQuery ML for free?
Yes. BigQuery ML has a free tier, so you can try it without paying. MATLAB starts at $940/year.
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 MATLAB is typically brought in for.
What can BigQuery ML do that MATLAB cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. MATLAB covers Matrix computations, Data visualization, Machine learning, Deep learning.

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
MATLAB: What is the cost of an individual MATLAB license?

USD 940 per year for Standard individual license, which includes MATLAB, Simulink, Online Training Suite, and add-on products. All licenses include MathWorks Software Maintenance Service.

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
MATLAB: Are pricing quotes available online for academic and startup licenses?

No, online pricing is not available for Academic, Student, Startup, or Home license types. Downloadable price lists are available only for Standard and Academic individual licenses. Contact sales for other tiers.

Source
MATLAB: Can I switch between license terms (annual vs perpetual)?

Both Standard and Home licenses offer annual and perpetual licensing options. Academic licenses also offer both terms. Startup licenses are available on annual basis only.

Source
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