Apache Spark

**dbt Meetups are networking events open to all folks working with data**! Talks predominantly focus on community members' experience with dbt, however, you'll catch presentations on broader topics such as analytics engineering, data stacks, data ops, modeling, testing, and team structures. **➡️** For the best meetup experience, [join dbt Slack Community](https://www.getdbt.com/community/join-the-community) and find us at the #local-taipei channel. Our goal: 服務自己，解決自己的問題 Serve ourselves. Resolve our problems. 鼓勵分享經驗、交流，多看原文，多與整個 dbt community 交流 Share experience and compares notes with local-taipei and the entire dbt slack community. Read official & original documents. Don't limit yourself to Chinese. **To attend, please read the Health and Safety Policy and Terms of Participation: [https://www.getdbt.com/legal/health-and-safety-policy](https://www.getdbt.com/legal/health-and-safety-policy)** 🏠 Location: Dcard office, [台北市大安區光復南路102號5樓](https://maps.app.goo.gl/frfqttZiZCFt5TSB6) ✅Agenda * 19:00 \~ 19:30 Entry 進場 + 自由交流 * 19:30 \~ 19:40 Opening 開場 + attendee intro * 19:40 \~ 20:00 Talks and QA * Take a picture 📸 !! * \~ 21:00 自由交流 dbt is the standard in data transformation, used by over 40,000 organizations worldwide. Through the application of software engineering best practices like modularity, version control, testing, and documentation, dbt’s analytics engineering workflow helps teams work more efficiently to produce data the entire organization can trust. Learn more: [https://www.getdbt.com/](https://www.getdbt.com/)

We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows. **Presenter: Dilshad Nasirov** Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights. https://www.linkedin.com/in/dilshad-nasirov-4538431/ **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *Leading EDJE* for hosting our meetup! Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/ **THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/. **DIRECTIONS** 6515 Longshore Loop, Suite 300 Dublin, OH 43017 (3rd floor) **FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH **Want to sponsor the pizza and/or bar tab for a future meetup?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**💓 Springfield Zoom Speed Dating – Personality & Age Matched** This online speed dating format leans into the human side: strong hosting, repeat attendees, and a sense that the event is part of a growing community. Ditch the apps. Meet Springfield singles face-to-face on Zoom tonight. Quick, hosted rounds on Zoom with Springfield singles paired to your age group and personality. No awkward pauses — just natural conversation. **Pick your age group and sign up:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Springfield&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - 🌍 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Springfield&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - 🔥 **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Springfield&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 🎯 **Great fit for:** - 🚀 Singles in Springfield who want to meet people from home - ✨ Anyone who likes connecting online before meeting face-to-face - 🎉 Introverts who shine in one-on-one conversations 📍 **Event snapshot** - **Format:** Zoom video session – short timed rounds - **Location:** Online from home – no need to go anywhere - 🔥 **Host:** Experienced host steering the session **How the event unfolds** 1. **Pick your age group** – Register through your link above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Speed date** – One-on-one rounds with personality-matched Springfield locals. **Frequently Asked Questions** **Do I need anything besides Zoom?** Just Zoom, a webcam, and Wi-Fi. That's it. **Is my info private?** **What happens after?** --- ✨ Meet Springfield singles from home. Sign up and we'll take care of the rest. � ✨ Compressed version with the essentials only. Concise by design so people can decide quickly. 🤝 **Community angle** - Repeat attendees help create familiarity and momentum - The structure is designed to help people settle in quickly - The community matters as much as the session itself The long-term goal is a room people want to come back to, not a one-off event people forget about.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

**💖 Virtual Speed Dating – Columbia Singles, Curated by Personality** This online speed dating format leans into the human side: strong hosting, repeat attendees, and a sense that the event is part of a growing community. Meet Columbia singles from home. We sort the matching, you just turn up. Quick, hosted rounds on Zoom with Columbia singles paired to your age group and personality. No awkward pauses — just natural conversation. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 👥 **Best for:** - Anyone curious about speed dating in a relaxed setting - Introverts who shine in one-on-one conversations - People re-entering the dating scene after a break 📍 **Event snapshot** - **Format:** Virtual on Zoom – hosted and well-structured - **Location:** Your space – couch, desk, wherever suits you - **Host:** Friendly host guiding every round **How the event unfolds** 1. **Sign up** – Tap the link for your age range above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Meet your matches** – Cycle through short chats with compatible Columbia singles. ⭐ *"So much better than apps. Actual conversations with real people."* – Columbia attendee **Frequently Asked Questions** **What happens after?** Mutual matches are sent out after the event. **What's the personality quiz for?** **Do I need experience?** **Do I need anything besides Zoom?** --- ✨ Real people, real conversations — all from your home. 🥰 ✨ Compressed version with the essentials only. Concise by design so people can decide quickly. 🤝 **Community angle** - The host keeps the pace clear and the room welcoming - The community matters as much as the session itself - Repeat attendees help create familiarity and momentum The long-term goal is a room people want to come back to, not a one-off event people forget about.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**✨ Speed Dating from Home – Meet Kansas City Singles Live on Zoom** This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute. Meet Kansas City singles from home. We sort the matching, you just turn up. It's simple: complete a short personality quiz, jump on Zoom, and meet Kansas City singles in guided one-on-one rounds. Matches shared afterwards. **Choose your age range to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Kansas%20City&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Kansas%20City&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Kansas%20City&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- ✅ **You will like this if:** - 🎉 Busy professionals who don't want to waste evenings - Singles who prefer a hosted, structured experience - 💡 Anyone who likes connecting online before meeting face-to-face 🗂 **Quick details** - **Format:** Virtual on Zoom – hosted and well-structured - **Location:** Your space – couch, desk, wherever suits you - **Host:** Friendly host guiding every round 🧭 **How the session runs** 1. **Sign up** – Tap the link for your age range above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Speed date** – One-on-one rounds with personality-matched Kansas City locals. 💡 **Tip:** Just be yourself. That's always the best approach. --- ✨ Real people, real conversations — all from your home. 💘 ✨ Compressed version with the essentials only. Built for clarity over length. 🤝 **Community angle** - The atmosphere is guided, social, and easy to join - The structure is designed to help people settle in quickly - The host keeps the pace clear and the room welcoming We are building this around repeat faces, good energy, and a community that grows event by event.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9