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Machine Learning · head to head

AWS SageMaker vs Google Sheets

AWS SageMaker logo

AWS SageMaker

Machine Learning

Build, train, and deploy machine learning models at scale

From
Free
Rated
-
Full reviewWebsite
Google Sheets logo

Google Sheets

Spreadsheets

Cloud spreadsheet, free for a personal Google account and bundled into paid Google Workspace for organisations

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: AWS SageMaker vendor lock-in to AWS ecosystem makes migration to other platforms difficult; Google Sheets performance degrades noticeably on very large or formula-heavy spreadsheets compared with desktop Excel, particularly with complex array formulas.
  • They diverge on capability: AWS SageMaker covers Jupyter notebooks, Google Sheets covers Real-time collaboration.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which AWS SageMaker and Google Sheets actually diverge.

Attributes where AWS SageMaker and Google Sheets differ
AttributeAWS SageMakerGoogle Sheets
Pricing modelUnknownFree personally, bundled into paid Google Workspace for organisations
PlatformsWebWeb, iOS, Android
CategoryMachine LearningSpreadsheets
Founded2006Unknown

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

  • Jupyter notebooks
  • Built-in algorithms
  • Automatic model tuning
  • One-click deployment
  • Model monitoring
  • S3
  • Lambda
  • Step Functions

Only in Google Sheets

  • Real-time collaboration
  • Formulas and pivot tables
  • Apps Script automation
  • Excel compatibility
  • Offline mode
  • Connected Sheets

What people use each for

The jobs each tool is most often brought in to do.

AWS SageMaker

  • Machine learningnot Google Sheets
  • Data analysisnot Google Sheets
  • Model trainingnot Google Sheets
  • Predictive analyticsnot Google Sheets

Google Sheets

  • A freelancer or small team wanting real-time spreadsheet collaboration without installing softwarenot AWS SageMaker
  • A school or nonprofit already using free or discounted Google Workspace for Educationnot AWS SageMaker
  • A company standardising on Google Workspace for email and file storage that gets Sheets includednot AWS SageMaker
  • A team building lightweight internal tools with Apps Script rather than a dedicated databasenot AWS SageMaker

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

AWS SageMaker

  • Vendor lock-in to AWS ecosystem makes migration to other platforms difficult
  • Opaque pricing can lead to unexpected expenses like forgotten EBS volume charges
  • Does not include native job scheduling, requiring Lambda or EventBridge integration

Google Sheets

  • Performance degrades noticeably on very large or formula-heavy spreadsheets compared with desktop Excel, particularly with complex array formulas.
  • Its charting and pivot table features are less capable than Excel for advanced statistical or financial analysis.
  • Offline editing requires the Chrome browser or a specific offline-enabled setup, so it is not as seamless as a native desktop application.
  • The free personal tier has no admin controls, audit logging or data loss prevention, so it is not appropriate for regulated business data on its own.
  • Apps Script has execution time limits and quota restrictions that make it unsuitable for heavier automation workloads a dedicated backend would handle better.

Pricing, plan by plan

AWS SageMaker

Free

No published plan breakdown. See the AWS SageMaker review.

Google Sheets

Free
  • Personal Google accountFree
    • Full Sheets functionality
    • 15GB shared Drive storage across Gmail, Drive and Photos
    • No admin controls
  • Google Workspace Business Starter$7/month
    • Sheets bundled with Gmail, Drive and Meet
    • Admin console and centralised management
    • 30GB pooled storage per user

Which should you pick?

Choose AWS SageMaker if

  • You need jupyter notebooks.
  • You want to start without paying.
  • You also want built-in algorithms.
AWS SageMaker review

Choose Google Sheets if

  • You need real-time collaboration.
  • You want to start without paying.
  • You work on Web, iOS, Android.
  • You also want formulas and pivot tables.
Google Sheets review

Questions people ask

Is AWS SageMaker or Google Sheets better?
Neither clearly leads. AWS SageMaker starts at Free and Google Sheets at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, AWS SageMaker or Google Sheets?
AWS SageMaker starts at Free and Google Sheets at Free.
Does AWS SageMaker or Google Sheets run on more platforms?
AWS SageMaker runs on Web. Google Sheets runs on Web, iOS, Android.
Can I use AWS SageMaker for free?
Both have a free tier, so you can try either at no cost before committing.
What is AWS SageMaker best used for?
AWS SageMaker is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what Google Sheets is typically brought in for.
What can AWS SageMaker do that Google Sheets cannot?
AWS SageMaker covers Jupyter notebooks, Built-in algorithms, Automatic model tuning, One-click deployment. Google Sheets covers Real-time collaboration, Formulas and pivot tables, Apps Script automation, Excel compatibility.

Answered from the vendors’ own pages

AWS SageMaker: What is AWS SageMaker used for?

AWS SageMaker is a machine learning service for building, training, and deploying ML models at scale. It provides tools for data preparation, model training, inference endpoints, and performance optimization.

Source
Google Sheets: Is Google Sheets really free?

Yes, for a personal Google account with full functionality, subject to the 15GB Drive storage limit shared across Google services.

AWS SageMaker: How is AWS SageMaker priced?

SageMaker uses pay-as-you-go pricing with no upfront costs or long-term commitments. Pricing starts at $0.04 per hour for basic notebook instances and scales based on instance type. ML Savings Plans offer up to 64% off with hourly spend commitments.

Source
Google Sheets: Why would a business pay for something that is free?

Businesses pay for Google Workspace, which bundles Sheets with admin controls, larger storage, audit logs and support that a personal account lacks.

AWS SageMaker: Does AWS SageMaker have a free tier?

Yes, the free tier includes 250 hours of notebook usage, 50 hours of training, and 125 hours of hosting on ml.t3.medium instances during the first two months.

Source
Google Sheets: Does Google Sheets work with Excel files?

Yes, it opens, edits and exports Microsoft Excel format files directly.

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