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Machine Learning · head to head

BigQuery ML vs SolarWinds

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Rated
-
Full reviewWebsite
S

SolarWinds

Energy

Solar asset performance monitoring and management

From
$2/kW/month
Rated
-
Full review

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BigQuery ML not available in BigQuery's Standard edition, so the cheapest tier cannot use it; SolarWinds website uses outdated NetObjects Fusion 2015 tools, suggesting legacy technical infrastructure
  • They diverge on capability: BigQuery ML covers SQL-based ML, SolarWinds covers Real-time monitoring.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

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

Attributes where BigQuery ML and SolarWinds differ
AttributeBigQuery MLSolarWinds
Starting priceFree$2/kW/month
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsWebWeb, Mobile, Api
CategoryMachine LearningEnergy
Founded20082015

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 SolarWinds

  • Real-time monitoring
  • Performance analytics
  • Alarm management
  • O&M workflows
  • Reporting
  • Benchmarking
  • Weather integration
  • Financial tracking

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

SolarWinds

  • Solar monitoringnot BigQuery ML
  • Performance optimizationnot BigQuery ML
  • O&M managementnot BigQuery ML
  • Portfolio reportingnot BigQuery ML
  • Investor reportingnot 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

SolarWinds

  • Website uses outdated NetObjects Fusion 2015 tools, suggesting legacy technical infrastructure
  • No specific product models, brands, or technical specifications listed for offered solutions
  • Geographic service area boundaries unclear; only mentions San Francisco Bay Area and Central California
  • Minimal customer engagement features; lacks testimonials, project galleries, financing calculators, or online quote forms
  • Email contact discrepancy between display text ([email protected]) and actual mailto link ([email protected])

Pricing, plan by plan

BigQuery ML

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

SolarWinds

$2/kW/month
  • Monitor$2/kW/month
    • Real-time monitoring
    • Performance tracking
    • Alerts
  • Optimize$4/kW/month
    • Advanced analytics
    • Degradation analysis
    • Benchmarking
  • Enterprise$undefined/custom
    • Portfolio management
    • Custom integrations
    • Financial modeling

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 SolarWinds if

  • You need real-time monitoring.
  • You work on Web, Mobile, Api.
  • You also want performance analytics.
SolarWinds review

Questions people ask

Is BigQuery ML or SolarWinds better?
Neither clearly leads. BigQuery ML starts at Free and SolarWinds at $2/kW/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or SolarWinds?
BigQuery ML has a free tier; the other does not. Paid plans start at Free for BigQuery ML and $2/kW/month for SolarWinds.
Does BigQuery ML or SolarWinds run on more platforms?
BigQuery ML runs on Web. SolarWinds runs on Web, Mobile, Api.
Can I use BigQuery ML for free?
Yes. BigQuery ML has a free tier, so you can try it without paying. SolarWinds starts at $2/kW/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 SolarWinds is typically brought in for.
What can BigQuery ML do that SolarWinds cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. SolarWinds covers Real-time monitoring, Performance analytics, Alarm management, O&M workflows.

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
SolarWinds: What geographic areas does SolarWinds Energy serve?

SolarWinds Energy serves the San Francisco Bay Area and Central California regions, but the exact service area boundaries are not clearly defined on their website.

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
SolarWinds: What solar and renewable products does SolarWinds Energy offer?

SolarWinds Energy specializes in energy efficiency and renewable technologies including solar energy systems and attic ventilation solutions, but specific product models and technical specifications are not published online.

Source
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