Architecture News

DataSpell by JetBrains is an Integrated Development Environment (IDE) specifically designed for data analysts and engineers. It allows you to write Python scripts, run SQL queries, analyze data in Jupyter notebooks, manage dbt workflows, and connect to databases, all within one interface. DataSpell helps you to stay focused on exploring insights and delivering high-quality results by combining rich data analysis tools with features like real-time error checking, code quality analysis, and built-in support for best practices like testing and documentation.

The DataSpell 2025.3 update improves Jupyter processing by automatically detecting common data quality issues during exploration, including missing values, outliers, duplicates, formatting inconsistencies, and correlated or redundant features. It then provides AI powered suggestions and can generate the required code to address the issue by inserting a new cell in the same notebook, which reduces the time spent on investigation and cleanup.

To see a full list of what's new in version 2025.3, see our release notes.

DataSpell is licensed per user as a commercial annual subscription. See our DataSpell licensing page for full details.

DataSpell is available individually or as part of JetBrains All Products Pack.

PyCharm by JetBrains is a comprehensive Integrated Development Environment (IDE) specifically designed for Python programming. It offers a range of features to enhance productivity, including code analysis for error detection, a visual debugger for troubleshooting, integrated unit testing for code verification, and support for version control systems to manage code changes. PyCharm also caters to web development using frameworks like Django, making it a powerful tool for both experienced developers and beginners in the Python world.

The PyCharm 2025.3 update enhances remote development by providing full support for Jupyter Notebooks running on remote machines, so developers can work directly where their code and data reside without transferring files locally. It maintains a consistent IDE experience by preserving the same editor intelligence, refactorings, shortcuts, and debugging capabilities available in local notebooks, while rendering interactive outputs such as tables, plots, and widgets directly in the IDE. Developers can also create and manage remote Python environments with the same level of control as local ones, and explore large datasets efficiently using interactive tables or the Data View tool window, reducing friction in data driven and compute intensive workflows.

To see a full list of what's new in version 2025.3, see our release notes.

PyCharm is licensed per user, and is available as a commercial annual subscription license. We can supply new subscriptions, subscription renewals, lapsed renewals, and additional user licenses. See our PyCharm licensing page for full details.

PyCharm is available to buy in the following products:

• PyCharm
• JetBrains All Products Pack