Kaggle vs GitHub Copilot vs Windsurf vs Google Colab

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Kaggle
vs
Competitor 1
GitHub Copilot
Competitor 2
Windsurf
Competitor 3
Google Colab
Compare
4 tools · best value per row highlighted
Your tool Kaggle
kaggle.com
Kaggle is Google's community platform for data science and machine learning.
Remove
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
Make main Remove
Competitor Windsurf
windsurf.com
Windsurf, which now appears on the web as Devin Desktop, is a desktop code editor that doubles as a control room for coding agents.
Make main Remove
Competitor Google Colab
colab.research.google.com
A data science student needs to train a neural network for her thesis but her laptop overheats after 20 minutes
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
637.9Mvisits/mo
29.6Kvisits/mo
—
MoM change
—
▲ 3.7%
▲ 7.8%
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6-month growth
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+19.3%
+122.1%
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Global rank web
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#49
#1,172,623
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Avg. last 3 months
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629.7M
26.9K
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Bounce rate lower is better
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36%
50%
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Pages / visit
—
5.9
1.3
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Visit duration
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6m 26s
13s
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Traffic sources
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● Direct 83% · ● Referral 15%
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KaggleGitHub CopilotWindsurfGoogle Colab
0159.5M318.9M478.4M637.9MGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6K10K100K1M10M100M1BGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Free
Freemium
Freemium
Free
Starting price
Free
$4per month · free tier available
$20per month · free tier available
Free
Free tier
Free trial
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API access
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Plans
Free Free
Free FreeTeam $4/moEnterprise $21/mo
Free FreePro $20/moMax $200/moTeams $80/mo
Free FreeProFree Pro Plan for US College Students Free
Capabilities input → output
Input
CodeData
CodeText
CodeText
CodeData
Output
CodeData
Code
Code
CodeData
Skill level
Intermediate
Intermediate
Advanced
Advanced
Categories
Development & CodeEducation & LearningResearch & AnalyticsAI Course+2 more
Development & CodeProductivity & OfficeAI AgentAI Code Review+1 more
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeResearch & AnalyticsAI Developer ToolsAI For Data Analytics
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
9
8
8
Coding
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Developer tools
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Code autocompletion
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Jupyter notebooks
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Agents
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Data science
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Agent management
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Model training
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Code reviews
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Debugging
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Data analysis learning
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Coding in VS Code
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Courses
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Machine learning education
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Vs code
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Collaborative research
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Data analysis
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Education
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GPU infrastructure
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GitHub pull requests
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Terminal
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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▲ 1
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Saves
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Reviews
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Prompts
0
2
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Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.