The short version: Kaggle Learn, freeCodeCamp, IBM SkillsBuild and Microsoft Learn are the best free data analytics courses in 2026, and Kaggle and freeCodeCamp both give you certificates without asking for anything. Check that a course is still being updated before you commit, because one popular freeCodeCamp track isn't.
Data analytics is one of the most useful skills a marketer, small business owner or career changer can pick up. Knowing how to clean a spreadsheet, query a database and turn numbers into a chart changes the way you make decisions. The free courses are strong, but they suit different people, and a couple of them have details that matter before you start.
Five places to learn data analytics
In no particular order:
- Kaggle Learn: best for short, hands-on courses in Python, Pandas, SQL and data visualisation.
- freeCodeCamp: best for a project-based certification in data analysis with Python.
- IBM SkillsBuild: best for structured learning pathways in data, AI and cloud, in many languages.
- Microsoft Learn: best for Power BI dashboards and reports.
- Google Skillshop: best for Google Analytics if your data lives in your website reports.
Free data courses side by side
| Provider | Best for | Worth knowing |
|---|---|---|
| Kaggle Learn | Python and SQL basics | Free courses, with certificates |
| freeCodeCamp | Project-based Python | Five required projects; this section isn't being updated |
| IBM SkillsBuild | Guided pathways | Says it's free, in 20+ languages |
| Microsoft Learn | Power BI | Practice assessment before the certification exam |
| Google Skillshop | Web analytics | Self-paced Google product training |
If you're new, start with Kaggle's Python and SQL courses, then move to a project-based track once the basics feel comfortable.
What each course gives you
Kaggle says it pares complex topics down to their key practical parts, so you gain usable skills in a few hours instead of weeks or months. Its courses are free to you, and you can get certificates. The list runs from Intro to Programming and Python through Pandas, Intro to SQL, Advanced SQL, Data Visualization and Data Cleaning, up to machine learning.
freeCodeCamp's Data Analysis with Python Certification teaches you to read data from CSVs and SQL, then use NumPy, Pandas, Matplotlib and Seaborn to process and visualise it. You get the certification by completing five projects: a mean, variance and standard deviation calculator, a demographic data analyzer, a medical data visualizer, a page view time series visualizer and a sea level predictor.
IBM SkillsBuild describes itself as free learning in more than 20 languages, with data courses that teach you to apply analytic tools, predict outcomes and present results. Microsoft Learn offers Power BI learning paths for modelling, visualising and analysing data, and suggests a practice assessment to see whether you're ready for the certification exam.
The details to check before you start
Here's the catch with freeCodeCamp. The Data Analysis with Python section carries a note saying its content isn't being updated, though it's still available for learning, and freeCodeCamp recommends trying its current curriculum instead. It's still a useful set of projects, but if you want the most current track, check the newer curriculum first.
Microsoft is the other one to understand. Its credentials page says certifications are awarded for passing an exam, so the free training and the certificate aren't the same thing. The good news is that eligible certifications can be renewed every year for free by completing a short online assessment, so once you've passed, keeping it current is easy.
And Kaggle's certificates are for completing its courses, which makes them great proof of practice rather than a formal qualification. Pair them with a small project of your own and they carry much more weight.
A simple learning path
- Start with Kaggle's Intro to Programming or Python course if you've never coded.
- Take Kaggle's Pandas and Intro to SQL courses next.
- Practise with a real dataset, such as your own website or orders spreadsheet.
- Pick a project-based track, from freeCodeCamp or IBM SkillsBuild.
- Learn Power BI on Microsoft Learn if your workplace uses Microsoft tools.
- Share one finished project on your profile with a short write-up.
Which course suits which goal
Your starting point depends on why you're learning. If you want to understand your own business numbers, start with spreadsheets and Power BI on Microsoft Learn, because that's where most small business data already sits. If you're aiming for an analyst job, Python and SQL matter more, so Kaggle and freeCodeCamp are the better route. Marketers who mainly need website and campaign reporting will get more from Google's analytics training on Skillshop than from coding courses. And if English isn't your first language, IBM SkillsBuild's range of languages makes it the easiest place to begin. Whichever you choose, the habit that makes the difference is the same: practise on data you care about, not just the course examples, and write down what each chart told you.
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Where data skills lead
Once you've got the basics, the next step is using them. My guide to breaking into an entry-level data analyst job covers the career side, and my list of data analytics tools shows what teams use. If you're learning queries, these ChatGPT prompts for SQL help you practise faster.
My verdict: start with Kaggle for quick wins, build one real project, then add Microsoft Learn if you need Power BI. The certificate is nice, but a finished project you can talk about is what gets you hired or helps your business.
Run a free data course that belongs on this list? See how to get it featured.
Frequently asked questions
Where can I take free data analytics courses?
Kaggle Learn, freeCodeCamp, IBM SkillsBuild and Microsoft Learn all offer free data analytics training, and Google Skillshop covers Google Analytics.
Do free data analytics courses come with certificates?
Some do. Kaggle offers certificates for its courses, and freeCodeCamp awards a Data Analysis with Python Certification after five projects.
Is freeCodeCamp's data analysis course still updated?
No. freeCodeCamp says the Data Analysis with Python section isn't being updated, though it's still available, and recommends its current curriculum.
Is the Microsoft Power BI certification free?
The Microsoft Learn training is free, but certifications are awarded for passing an exam. Eligible certifications can then be renewed every year for free with a short online assessment.
How long do Kaggle courses take?
Kaggle says its courses are designed so you gain usable skills in a few hours instead of weeks or months.
