https://jason-grey.com/tags/observability/Recent content in Observability on jason greyHugoenFri, 04 Apr 2025 00:00:00 +0000https://jason-grey.com/posts/2025/enterprise-rust-miscellaneous/Fri, 04 Apr 2025 00:00:00 +0000https://jason-grey.com/posts/2025/enterprise-rust-miscellaneous/<h1 id="miscellaneous-tools-for-rust-enterprise-applications"> Miscellaneous Tools for Rust Enterprise Applications <a class="heading-link" href="#miscellaneous-tools-for-rust-enterprise-applications"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h1> <p>Building enterprise applications requires more than just frameworks and libraries for core functionality. In this final post of our series, we&rsquo;ll explore essential miscellaneous tools for Rust enterprise applications, focusing on observability, logging, and machine learning integration.</p> <h2 id="observability-in-rust-applications"> Observability in Rust Applications <a class="heading-link" href="#observability-in-rust-applications"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h2> <p>Observability is crucial for understanding the behavior and performance of enterprise applications in production. It encompasses metrics, logging, and distributed tracing.</p>https://jason-grey.com/posts/2023/enterprise-rust-5-miscellaneous-tools/Sat, 04 Nov 2023 00:00:00 +0000https://jason-grey.com/posts/2023/enterprise-rust-5-miscellaneous-tools/<h1 id="series-outline"> Series Outline <a class="heading-link" href="#series-outline"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h1> <ol> <li><a href="https://jason-grey.com/posts/2023/enterprise-rust-1-overview/" >Overview</a></li> <li><strong>Framework analysis and selection:</strong> Delving into the specifics of framework selection and application. <ol> <li><a href="https://jason-grey.com/posts/2023/enterprise-rust-2-core-components/" >Core Components</a>: Database management, modularization, internal RPC, AMQP.</li> <li><a href="https://jason-grey.com/posts/2023/enterprise-rust-3-web-api/" >Web and API</a>: Web Server, GraphQL API.</li> <li><a href="https://jason-grey.com/posts/2023/enterprise-rust-4-application-development/" >Application Development</a>: Web, CLI, desktop, and mobile app development.</li> <li><a href="https://jason-grey.com/posts/2023/enterprise-rust-5-miscellaneous-tools/" >Miscellaneous Tools</a>: Observability, logging, machine learning.</li> </ol> </li> <li><strong>Boilerplate project:</strong> A comprehensive guide including setup instructions for selected frameworks, architectural diagrams, and development environment configurations.</li> </ol> <h1 id="mlstats"> ML/stats <a class="heading-link" href="#mlstats"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h1> <table> <thead> <tr> <th>Crate</th> <th>Downloads</th> <th>Dependents</th> <th>Github Stars</th> <th>Github Contributors</th> <th>Github Used By</th> <th>Notes</th> </tr> </thead> <tbody> <tr> <td>polars</td> <td>500k</td> <td>88</td> <td>21k</td> <td>302</td> <td>4.3k</td> <td>Dataframes for data prep/filtering/etc - this is easily the best choice. Can now do streaming, so, can handle &gt; in memory as well.</td> </tr> <tr> <td>linfa</td> <td>162k</td> <td>24</td> <td>3k</td> <td>37</td> <td>321</td> <td>decent set of algorithms. OpenBLAS, netlib, intel MKL (all linux)</td> </tr> <tr> <td>rustlearn</td> <td>16k</td> <td>1</td> <td>599</td> <td>8</td> <td>121</td> <td>Not nearly as robust as linfa, but does have some unique algorithms.</td> </tr> </tbody> </table> <h1 id="loggingmetrics"> Logging/Metrics <a class="heading-link" href="#loggingmetrics"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h1> <table> <thead> <tr> <th>Crate</th> <th>Downloads</th> <th>Dependents</th> <th>Github Stars</th> <th>Github Contributors</th> <th>Github Used By</th> <th>Notes</th> </tr> </thead> <tbody> <tr> <td>log</td> <td>197M</td> <td>14770</td> <td>1.9k</td> <td>102</td> <td>605k</td> <td>Default choice. syslog, systemd, slog, android, windows, database, console, and a lot more.</td> </tr> <tr> <td>tracing</td> <td>109M</td> <td>4967</td> <td>4.4k</td> <td>277</td> <td>241k</td> <td>Compatible with log, which is nice. metrics, tracing, and logging. wasm support.</td> </tr> </tbody> </table> <h1 id="distributed-locking-using-redis"> Distributed Locking using Redis <a class="heading-link" href="#distributed-locking-using-redis"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> <span class="sr-only">Link to heading</span> </a> </h1> <p>Redis is assumed for caching - but for dist lock, we have lots of options&hellip;</p>