> For the complete documentation index, see [llms.txt](https://docs.databeanstalk.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.databeanstalk.com/databeanstalk-guides/data-analysis-using-spark.md).

# Data Analysis using Spark

### Apache Spark Runtime Environment

Click on JupyterHub from left menu or click on QuickStart Spark or PySpark, it will open up new secure window with your same user credentials

![](/files/mOuHW45MdM6UpbFs92gu)

### Server Options

Select server options for **Run Managed Apache Spark environment** and click on start.

![](/files/fCrIHfCghRbJauM5wlGn)

Jupyter notebook start with multiple Spark runtime kernels like native python, PySpark, R or core Spark.

![](/files/WNYqAjZj2xt7HvtFIspk)

Initialize spark session with "sc" in notebook and Databeanstalk create Spark driver and two executors in kubernetes Databeanstalk plateform.

![](/files/QJMmI6A48IarRiAdkjEx)