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#DataEngineering

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Rami Krispin :unverified:<p>My weekly newsletter is out! 🚀</p><p>This week's agenda:<br>🔹 Open Source of the Week - The dagster project <br>🔹 New learning resources - Forecasting with linear regression, multi-model LLM, multiprocessing with Python<br>🔹 Book of the week - Visualization for Social Data Science by Roger Beecham</p><p>📌 Join 29k subscribers and subscribe to get weekly updates 🗞️👇🏼<br><a href="https://ramikrispin.substack.com/p/the-dagster-project-visualization" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">ramikrispin.substack.com/p/the</span><span class="invisible">-dagster-project-visualization</span></a></p><p><a href="https://mstdn.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://mstdn.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a> <a href="https://mstdn.social/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Python</span></a> <a href="https://mstdn.social/tags/RStats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RStats</span></a> <a href="https://mstdn.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://mstdn.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a></p>
pipTrends<p>This week's newsletter will be out tomorrow. Interesting stuff by Tim Kamanin, Iván Palomares Carrascosa, <span class="h-card" translate="no"><a href="https://mathstodon.xyz/@rgoswami" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>rgoswami</span></a></span>, Eric Chung ( <span class="h-card" translate="no"><a href="https://hachyderm.io/@towardsdatascience" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>towardsdatascience</span></a></span> ), <span class="h-card" translate="no"><a href="https://fosstodon.org/@koaning" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>koaning</span></a></span> &amp; Johnny covered</p><p><a href="https://newsletter.piptrends.com/p/how-can-you-structure-your-python" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">newsletter.piptrends.com/p/how</span><span class="invisible">-can-you-structure-your-python</span></a></p><p><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PythonProgramming</span></a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ml</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDevelopment</span></a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDevelopment</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a></p>
pipTrends<p>Many people write Python scripts to automate tasks, but without proper structure, these scripts can quickly become hard to maintain. If you're planning to write a script, check out this Real Python article by <span class="h-card" translate="no"><a href="https://mathstodon.xyz/@rgoswami" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>rgoswami</span></a></span> Your future self (and your teammates) will thank you.</p><p><a href="https://realpython.com/python-script-structure/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">realpython.com/python-script-s</span><span class="invisible">tructure/</span></a></p><p><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PythonProgramming</span></a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ml</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDevelopment</span></a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDevelopment</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a></p>
pipTrends<p>It’s a good idea to run slow tests last; this way, you catch failed tests early and avoid putting unnecessary stress continuously on resources like databases and external services. In this article, Tim Kamanin shared how to achieve this by creating a custom marker and a pytest plugin tailored for Django application tests.</p><p><a href="https://timonweb.com/django/optimizing-test-execution-running-live_server-tests-last-with-pytest/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">timonweb.com/django/optimizing</span><span class="invisible">-test-execution-running-live_server-tests-last-with-pytest/</span></a></p><p><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PythonProgramming</span></a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ml</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDevelopment</span></a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDevelopment</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a></p>
James Bartlett :terminal:<p>🧙‍♂️ One does not simply build reports on OLTP data…</p><p>This week on The Drill Down with Ahmad &amp; James, our special guest <br>Kristyna Ferris will be presenting a session titled "The Fellowship of the Star Schema: Transforming OLTP Data for Power BI" </p><p>🛠️ This session is packed with:<br>- Clear distinctions between OLTP &amp; OLAP<br>- Tips for building Power BI-ready models<br>- A sprinkle of Slowly Changing Dimension magic</p><p>💡Whether you’re a data wizard 🧙, business hobbit 🧝‍♀️, or SQL ranger 🏹 — this is your quest.</p><p>🗓️ Join us LIVE on LinkedIn | Wednesday, July 2nd @ 2PM Central<br><a href="https://lnkd.in/eWh4SsBb" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">lnkd.in/eWh4SsBb</span><span class="invisible"></span></a></p><p><a href="https://techhub.social/tags/TheDrillDown" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TheDrillDown</span></a> <a href="https://techhub.social/tags/MicrosoftFabric" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MicrosoftFabric</span></a> <a href="https://techhub.social/tags/PowerBI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PowerBI</span></a> <a href="https://techhub.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a> <a href="https://techhub.social/tags/DataTransformation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataTransformation</span></a> <a href="https://techhub.social/tags/DataAnalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataAnalytics</span></a> <a href="https://techhub.social/tags/BusinessIntelligence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>BusinessIntelligence</span></a> <a href="https://techhub.social/tags/StarSchema" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>StarSchema</span></a> <a href="https://techhub.social/tags/OLTP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OLTP</span></a> <a href="https://techhub.social/tags/KristynaFerris" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>KristynaFerris</span></a></p>
Gordon Inggs<p><span class="h-card" translate="no"><a href="https://mstdn.party/@shibaprasad" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>shibaprasad</span></a></span> I have a colleague who has used it with success in prod data pipelines. A big attraction for him was speed and resource footprint - he avoided refactoring for task parallelism in a few cases</p><p>I gave it a try, but found it sufficiently different from pandas that I struggled to make the switch, but since you're coming in "fresh" probably worth a go?</p><p><a href="https://fosstodon.org/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>data</span></a> <a href="https://fosstodon.org/tags/dataengineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataengineering</span></a></p>
pipTrends<p>Tomorrow newsletter will be out. Interesting stuff by Wyatt Ferguson, <span class="h-card" translate="no"><a href="https://mastodon.social/@driscollis" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>driscollis</span></a></span> Rahul Jha, Kenneth Burchfiel &amp; Cheng/Racey Chan covered</p><p><a href="https://newsletter.piptrends.com/p/build-a-wikipedia-search-engine-working" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">newsletter.piptrends.com/p/bui</span><span class="invisible">ld-a-wikipedia-search-engine-working</span></a></p><p><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PythonProgramming</span></a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ml</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDevelopment</span></a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDevelopment</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a></p>
pipTrends<p>Did you know Python’s standard library includes configparser, which lets you work with Windows-style INI files? If not, check out this article by <span class="h-card" translate="no"><a href="https://mastodon.social/@driscollis" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>driscollis</span></a></span> where he walks through creating, editing and reading INI files with clear examples.</p><p><a href="https://www.blog.pythonlibrary.org/2025/04/09/python-101-an-intro-to-working-with-ini-files-using-configparser/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">blog.pythonlibrary.org/2025/04</span><span class="invisible">/09/python-101-an-intro-to-working-with-ini-files-using-configparser/</span></a></p><p><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PythonProgramming</span></a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ml</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDevelopment</span></a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDevelopment</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a></p>
⚯ Michel de Cryptadamus ⚯<p>pro tip for user interface designers:</p><p>if you have hundreds of millions of dollars of venture capital and you want to make a user facing data analytics tool of some kind and you think it's reasonable to ask an average human being to type this:</p><p> CAST('2023-05-01' AS TIMESTAMP)</p><p>to do literally anything with a date or time in your application's user interface, just stop right there. do not pass go, do not collect $200, and do not ever attempt to offer feedback to a UX designer ever again. something is deeply broken inside you that means there are certain mysteries of the universe that even the guys who designed the postgres command line can access that you will never know, and that's ok. You can still live a really rad life.</p><p><a href="https://universeodon.com/tags/SQL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SQL</span></a> <a href="https://universeodon.com/tags/dba" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dba</span></a> <a href="https://universeodon.com/tags/dataengineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataengineering</span></a> <a href="https://universeodon.com/tags/postgres" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>postgres</span></a></p>
⚯ Michel de Cryptadamus ⚯<p>some psychopath is trying to stuff <a href="https://universeodon.com/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> and machine learning into an <a href="https://universeodon.com/tags/SQL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SQL</span></a> engine</p><p><a href="https://universeodon.com/tags/ML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ML</span></a> <a href="https://universeodon.com/tags/postgres" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>postgres</span></a> <a href="https://universeodon.com/tags/dunesql" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dunesql</span></a> <a href="https://universeodon.com/tags/crypto" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>crypto</span></a> <a href="https://universeodon.com/tags/dataengineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataengineering</span></a> <a href="https://universeodon.com/tags/dba" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dba</span></a> <a href="https://universeodon.com/tags/mysql" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mysql</span></a></p>
pipTrends<p>Tomorrow newsletter will be out. Interesting stuff by Gwyneth Peña-Siguenza, Erez Shinan, Corey Schafer, <span class="h-card" translate="no"><a href="https://fosstodon.org/@tonybaloney" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>tonybaloney</span></a></span> &amp; Yang Zhou covered</p><p><a href="https://newsletter.piptrends.com/p/how-reladiff-works-t-strings-gil" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">newsletter.piptrends.com/p/how</span><span class="invisible">-reladiff-works-t-strings-gil</span></a></p><p><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>python</span></a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PythonProgramming</span></a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ml</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDevelopment</span></a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDevelopment</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataEngineering</span></a></p>

Pinpointing differences between two tables is very important for tasks like validating data migrations or spotting corruption. But when those tables live in different databases, it becomes tricky due to issues like network costs and different SQL dialects. In this article, Erez Shinnan shared how Reladiff tackles these challenges and its development journey.

eshsoft.com/blog/how-reladiff-

eshsoft.comHow Reladiff Works | Esh Software BlogA deep dive into the workings of Reladiff, exploring the challenges and techniques in data engineering with SQL.

New Open-Source Tool Spotlight 🚨🚨🚨

Transform any URL into an LLM-ready input with `Reader`. Just prefix the URL with `r.jina.ai/` for clean, readable content extraction. Perfect for enhancing agents & RAG pipelines. #LLM #NLP

Need web search results for your LLM? Prepend queries with `s.jina.ai/` to fetch top results—content included. E.g., `s.jina.ai/your+query` brings knowledge directly to your model. #AItools #DataEngineering

Reader API now supports images! Captions are auto-generated for images missing alt tags, giving LLMs better context for reasoning and summarizing multimedia pages. #MachineLearning #AI

🔗 Project link on #GitHub 👉 github.com/jina-ai/reader

#Infosec #Cybersecurity #Software #Technology #News #CTF #Cybersecuritycareer #hacking #redteam #blueteam #purpleteam #tips #opensource #cloudsecurity

✨
🔐 P.S. Found this helpful? Tap Follow for more cybersecurity tips and insights! I share weekly content for professionals and people who want to get into cyber. Happy hacking 💻🏴‍☠️

Gwyneth Peña-Siguenza created a 5-part video series on building scalable Python APIs with FastAPI and Azure Cosmos DB. She covered key concepts like Pydantic models, FastAPI's dependency injection, async calls using azure.cosmos.aio, batch operations and centralised exception handling.

devblogs.microsoft.com/cosmosd

Azure Cosmos DB Blog · Building a Modern Python API with Azure Cosmos DB: A 5-Part Video Series - Azure Cosmos DB BlogExplore how to use Python with Azure Cosmos DB to build a production-ready API. Watch our video series for insights.

The @huggingface team has created tiny-agents, a new feature that lets their huggingface_hub software act as a Model Context Protocol (MCP) Client. In their recent article, they explained how to set up these tiny agents to give new abilities to your LLMs to interact with the world and perform complex tasks.

huggingface.co/blog/python-tin

huggingface.coTiny Agents in Python: a MCP-powered agent in ~70 lines of codeWe’re on a journey to advance and democratize artificial intelligence through open source and open science.

Pandas used to be the go-to tool for working with data. But now, there are many other excellent options available, like Polars and PySpark. If different teams in your company use different data tools, Narwhals can help. @marcogorelli showed this with a helpful example in his article.

codecut.ai/unified-dataframe-f

CodeCut · Narwhals: Unified DataFrame Functions for pandas, Polars, and PySparkStop converting everything to pandas! Instead, use Narwhals, which works with Polars, pandas, PySpark, DuckDB, and PyArrow.