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Machine Learning · head to head

BigQuery ML vs SurveyMonkey

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Rated
-
SurveyMonkey logo

SurveyMonkey

Research

Turn feedback into action

From
Free
Rated
-

The short version

  • Each has a real cost: BigQuery ML not available in BigQuery's Standard edition, so the cheapest tier cannot use it; SurveyMonkey team plans require minimum 3 users as baseline
  • They diverge on capability: BigQuery ML covers SQL-based ML, SurveyMonkey covers Survey builder.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

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

Attributes where BigQuery ML and SurveyMonkey differ
AttributeBigQuery MLSurveyMonkey
Pricing modelusage-basedsubscription
CategoryMachine LearningResearch
Founded20081999

Identical on both: starting price (Free), free tier (Yes), 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 SurveyMonkey

  • Survey builder
  • Question bank
  • Survey logic
  • Multi-language surveys
  • Mobile surveys
  • Real-time results
  • Data analysis tools
  • Custom branding

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

SurveyMonkey

  • Market research and customer surveysnot BigQuery ML
  • Employee feedback and engagement trackingnot BigQuery ML
  • Data collection and analysisnot BigQuery ML
  • Customer satisfaction and NPS measurementsnot 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

SurveyMonkey

  • Team plans require minimum 3 users as baseline
  • Annual response limits enforced: 50,000 responses/year on Team Advantage, 100,000 on Team Premier
  • Additional responses beyond annual limits charged at AED 0.50 per response
  • Enterprise plan requires custom pricing and minimum 5 users
  • Advanced features like multilingual surveys and phone support require Team Premier tier

Pricing, plan by plan

BigQuery ML

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

SurveyMonkey

Free
  • Team Advantage$99/month
    • 50,000 responses per year
    • Unlimited surveys and questions
    • 3 user minimum
  • Team Premier$240/month
    • 100,000 responses per year
    • All Team Advantage features
    • White label branding

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 SurveyMonkey if

  • You need survey builder.
  • You want to start without paying.
  • You also want question bank.

Questions people ask

Is BigQuery ML or SurveyMonkey better?
Neither clearly leads. BigQuery ML starts at Free and SurveyMonkey at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or SurveyMonkey?
BigQuery ML starts at Free and SurveyMonkey at Free.
Does BigQuery ML or SurveyMonkey 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?
Both have a free tier, so you can try either at no cost before committing.
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 SurveyMonkey is typically brought in for.
What can BigQuery ML do that SurveyMonkey cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. SurveyMonkey covers Survey builder, Question bank, Survey logic, Multi-language surveys.

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
SurveyMonkey: How much does SurveyMonkey cost?

SurveyMonkey offers team plans starting at AED 99 per user per month for Team Advantage and AED 240 per user per month for Team Premier. Both plans require a minimum of 3 users. Billing can be monthly or annual.

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
SurveyMonkey: What are SurveyMonkey's overage fees?

SurveyMonkey charges AED 0.50 per additional response on paid plans beyond the annual limit included in each tier.

Source
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