IDEs 新闻

用智能分析识别数据集问题

12月 29, 2025
DataSpell 2025.3 通过 Jupyter 中 AI 驱动的洞察和一键修复功能自动检测数据质量问题并加速清理。

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.

在远程机器上编辑 Jupyter Notebooks

12月 29, 2025
PyCharm 2025.3 有助于您用与本地开发相同的工具和界面在远程机器上运行和调试 Jupyter Notebook。

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:

通过扩展的 LLDB 使用更多 Rust 表达式

12月 24, 2025
通过更广泛的 Rust 表达式评估和更清晰的 Arc/Rc 字符串可视化,RustRover 2025.3 提供了更快的 LLDB 调试。

RustRover by JetBrains is a specialized integrated development environment (IDE) designed to support the unique needs of Rust developers. Built on JetBrains' IntelliJ platform, it combines deep language understanding with tools that enhance productivity, such as intelligent code completion, advanced code analysis, and robust refactoring capabilities. RustRover also integrates with Cargo, Rust's package manager, and includes built-in support for testing and debugging to improve the entire development process. By focusing on the requirements of performance-critical and memory-safe applications, RustRover helps developers write efficient, reliable, and maintainable Rust code with ease.

The RustRover 2025.3 update enhances the LLDB based debugging experience with a new expression evaluation engine that supports a wider range of Rust expressions during a debugging session. This results in faster, more responsive inspection of values when using watches or evaluating expressions, which helps developers validate assumptions and pinpoint issues with less interruption. The update also improves how Arc and Rc strings are displayed, making shared string values easier to interpret at a glance, improving overall debugger reliability and consistency.

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

RustRover 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 RustRover licensing page for full details.

RustRover is available to buy in the following products:

通过对 DAP 的支持扩展调试选项

12月 23, 2025
CLion 2025.3 添加对调试适配器协议(DAP)的支持,从而允许用户从除 LLDB 和 GDB 之外更广泛的调试器中选择。

CLion, by JetBrains, is a robust Integrated Development Environment (IDE) tailored for C and C++ development, with support for other languages like Python, Kotlin, and Rust via plugins. Designed for software developers and embedded engineers, it improves coding with features like intelligent code completion, real-time analysis, and an advanced debugger. CLion integrates seamlessly with tools like CMake, version control systems, and remote development setups, making it ideal for cross-platform and performance-critical projects. By automating repetitive tasks and enhancing code quality, it helps developers focus on innovation and problem-solving.

The CLion 2025.3 update introduces expanded debugger support with Debug Adapter Protocol (DAP) technology, allowing developers to use a wider variety of debuggers beyond the built-in LLDB and GDB. This flexibility ensures that developers can work with third-party debuggers and adapt to different toolchains, making CLion more versatile and better suited for diverse development environments. By supporting the Debug Adapter Protocol, CLion allows for easier integration with specialized, remote, or vendor-specific debuggers, providing a more customizable debugging experience for a broader range of use cases.

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

CLion is licensed per user as a commercial annual subscription. We can supply New Subscriptions, Subscription Renewals, Lapsed Subscription Renewals, and Additional Developer Licenses. See our CLion licensing page for full details.

CLion is available to buy individually or as part of JetBrains All Products Pack.

通过对 PHP 8.5 的完全支持自信地编写代码

12月 18, 2025
PhpStorm 2025.3 确保与最新的 PHP 语言更新、语法改进和运行时功能兼容。

PhpStorm by JetBrains is a sophisticated Integrated Development Environment (IDE) specifically designed for PHP and web development. It offers a range of features to enhance your coding experience, including syntax highlighting, intelligent code completion, on-the-fly error detection, built-in debugging tools, and advanced code refactoring capabilities. It also supports various web technologies like HTML, CSS, and JavaScript, making it a versatile tool for building complete web applications.

The PhpStorm 2025.3 update now fully supports PHP 8.5, incorporating all recent changes to the language. This includes updated syntax, new functions, and enhancements introduced in the latest PHP release. Developers can take advantage of intelligent code assistance, error highlighting, and refactoring tools that are fully aware of the new language features. This update ensures that teams adopting PHP 8.5 can continue working efficiently with PhpStorm's advanced development environment.

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

PhpStorm 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 PhpStorm licensing page for full details.

PhpStorm is available to buy in the following products: