gemini-code-assist[bot] commented on PR #37201: URL: https://github.com/apache/beam/pull/37201#issuecomment-3700500675
## Summary of Changes Hello @damccorm, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request introduces a new case study for Albertsons, showcasing their innovative use of Apache Beam to establish a unified data ingestion framework. The case study details how Albertsons has streamlined both real-time streaming and batch data processing, achieving remarkable reliability and efficiency. It provides insights into their technical architecture, including the use of multi-language Beam SDKs, Google Cloud Dataflow, and Apache Airflow for orchestration, ultimately driving significant improvements in data platform performance and business enablement. ### Highlights * **New Case Study Added**: A comprehensive case study detailing Albertsons' successful implementation of Apache Beam for unified analytics ingestion has been added to the website. * **Unified Data Ingestion Framework**: The case study highlights how Albertsons utilizes Apache Beam as the foundation for their internal Unified Data Ingestion framework, handling both streaming and batch data. * **Dual SDK and Orchestration**: Albertsons leverages both Java and Python Beam SDKs, Dataflow Flex Templates, and Apache Airflow for dynamic DAG creation and job submission, showcasing a flexible and robust architecture. * **Significant Business Impact**: The adoption of Beam has led to over 99.9% uptime for data ingestion, increased developer productivity through standardized templates, optimized resource utilization via autoscaling, and enabled real-time decision-making. * **Website Content Update**: A new quote from Albertsons has been integrated into the website's `quotes.yaml` data file, linking to the new case study. 🧠**New Feature in Public Preview:** You can now enable **Memory** to help **Gemini Code Assist** learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. **Click [here](https://codeassist.google/code-review/login) to enable Memory in your admin console.** <details> <summary><b>Using Gemini Code Assist</b></summary> <br> The full guide for Gemini Code Assist can be found on our [documentation page](https://developers.google.com/gemini-code-assist/docs/review-github-code), here are some quick tips. <b>Invoking Gemini</b> You can request assistance from Gemini at any point by creating a comment using either `/gemini <command>` or `@gemini-code-assist <command>`. Below is a summary of the supported commands on the current page. Feature | Command | Description --- | --- | --- Code Review | `/gemini review` | Performs a code review for the current pull request in its current state. Pull Request Summary | `/gemini summary` | Provides a summary of the current pull request in its current state. Comment | @gemini-code-assist | Responds in comments when explicitly tagged, both in pull request comments and review comments. Help | `/gemini help` | Displays a list of available commands. <b>Customization</b> To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a `.gemini/` folder in the base of the repository. Detailed instructions can be found [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). <b>Limitations & Feedback</b> Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with :thumbsup: and :thumbsdown: on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up [here](https://google.qualtrics.com/jfe/form/SV_2cyuGuTWsEw84yG). <b>You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the [Gemini Code Assist IDE Extension](https://cloud.google.com/products/gemini/code-assist).</b> </details> [^1]: Review the [Privacy Notices](https://policies.google.com/privacy), [Generative AI Prohibited Use Policy](https://policies.google.com/terms/generative-ai/use-policy), [Terms of Service](https://policies.google.com/terms), and learn how to configure Gemini Code Assist in GitHub [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). Gemini can make mistakes, so double check it and [use code with caution](https://support.google.com/legal/answer/13505487). -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
