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Machine Learning · head to head

BigQuery ML vs EnergyCAP

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Rated
-
Full reviewWebsite
EnergyCAP logo

EnergyCAP

Energy

Utility bill and energy management software

From
$1000/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; EnergyCAP priced per meter per year, so cost scales with how many utility connection points exist rather than with users or sites
  • They diverge on capability: BigQuery ML covers SQL-based ML, EnergyCAP covers Utility bill management.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

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

Attributes where BigQuery ML and EnergyCAP differ
AttributeBigQuery MLEnergyCAP
Starting priceFree$1000/month
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsWebWeb, Api
CategoryMachine LearningEnergy
Founded20081980

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 EnergyCAP

  • Utility bill management
  • Energy accounting
  • Cost allocation
  • Sustainability reporting
  • Weather normalization
  • Rate analysis
  • Budgeting
  • Benchmarking

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

EnergyCAP

  • Tracking utility bills and energy consumption across a property portfolionot BigQuery ML
  • Reporting on energy spend and emissions for an organisationnot 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

EnergyCAP

  • Priced per meter per year, so cost scales with how many utility connection points exist rather than with users or sites
  • No figure is published at any level, and every package is quoted by sales
  • Emissions, interval data, bill capture and bill pay are separately priced add ons rather than part of the core platform

Pricing, plan by plan

BigQuery ML

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

EnergyCAP

$1000/month
  • Essential$1000/month
    • Utility bill management
    • Energy tracking
    • Basic reporting
  • Professional$2500/month
    • Advanced analytics
    • Sustainability reporting
    • Budgeting tools
  • Enterprise$undefined/month
    • Unlimited users
    • Custom integrations
    • API access

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 EnergyCAP if

  • You need utility bill management.
  • You work on Web, Api.
  • You also want energy accounting.
EnergyCAP review

Questions people ask

Is BigQuery ML or EnergyCAP better?
Neither clearly leads. BigQuery ML starts at Free and EnergyCAP at $1000/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or EnergyCAP?
BigQuery ML has a free tier; the other does not. Paid plans start at Free for BigQuery ML and $1000/month for EnergyCAP.
Does BigQuery ML or EnergyCAP run on more platforms?
BigQuery ML runs on Web. EnergyCAP runs on Web, Api.
Can I use BigQuery ML for free?
Yes. BigQuery ML has a free tier, so you can try it without paying. EnergyCAP starts at $1000/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 EnergyCAP is typically brought in for.
What can BigQuery ML do that EnergyCAP cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. EnergyCAP covers Utility bill management, Energy accounting, Cost allocation, Sustainability reporting.

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
EnergyCAP: What is EnergyCAP's pricing model?

EnergyCAP pricing is based per meter per year. The company allows customers to customize their package by adding premium features such as emissions tracking, interval data analytics, finance modules, bill capture, and bill pay services based on business needs.

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
EnergyCAP: How much does EnergyCAP cost?

EnergyCAP does not publish specific pricing amounts. Customers must contact sales for a customized quote based on their meter count and selected features.

Source
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