Data Integration

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Clementi

### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson ###

Time: 7.30pm - 9.30pm Tournament shuttlecocks will be provided. (Attendees are to whatsapp for details) Players are advised to come earlier for more playtime. High Beginners to Intermediate players are welcome. Terms & Conditions: Anyone who no show OR cancelled RSVP within 24 hours prior to the start of game: a penalty of the game price will be charged. First Timers, pls drop me a message on Meetup. Thank You

Join us to play some games while meeting new friends!!! Enjoy your gaming time with our free flow of snacks and drinks with a plentitude of selections available The Mind Cafe is holding our monthly trivia night! The trivia portion of the night will start at 7:30pm with prizes to be won! Feel free to participate with the team of your choice or if you would like help finding on when you're here we can do that for you too! If you would like a challenge you may also opt to take on the trivia alone! After the trivia portion, feel free to stay and have fun playing board games from our selection of over 500 games! There are plenty of fun games available for all and it is a great chance to meet new friends to have fun together with! 📅 **Date:** Monday 2nd March 🕕 **Time:** 6:30 PM - 10:30 PM (Triva to start at 7:30) **💲Price**: $13 **Location:** THE MIND CAFE MEGA 30 Prinsep Street #01-01 Singapore 188647 **What to Expect:** * **Diverse selection of board games** * You can enjoy yourselves with our plentitude of selection of board games. We have over 500 games for your gaming pleasure! Suitable for gaming groups of all sizes! * **Friendly and welcoming atmosphere** * Our game hosts will gladly help you get started with any games of your choosing. Whether you have something in mind or not, we will be able to find a group for you to join where you can meet like minded individuals. * **Game demos for beginners** * Unsure of how to play? Spoilt for choice with our vast selection? Not to worry, we can definitely recommend some games for you to try! * **Snacks and refreshments provided** * Enjoy our entire range of snacks and drinks which will be provided free flow throughout your entire gaming night! **RSVP:** To secure your spot, please RSVP to the event by 1st March! This special price will only be available for those who RSVP to the event! **Bring Your Own Games:** Feel free to bring your favorite board games to share with the group. Let's make it a night of variety and discovery! Photos will be taken for promotional purposes. Please inform us if you do not want to appear in any of our photos

Hi DESG Community, It's been a while since we last met on Sep 2025. So much has changed and AI agents has been the talk of the time for past 6 months. For this month, we have Chin Hwee who will talk about: ***Your Data is Late Again! Handling Late-Arriving Data in the Modern AI Data Stack*** *"When we say we are processing the "latest" data in the data warehouse, which timestamp are we referring to?* *Late-arriving data can happen due to operational and technical reasons that may require data corrections, posing challenges in ensuring timely and accurate reporting of point-in-time data that drive AI systems and decision-making. In this talk, I will be exploring approaches on how we can design data systems and history-preserving data models that can handle late-arriving data in the modern AI data stack."* **Expected agenda:** **6.30pm - 7.15pm** \- Registration\, Pizzas & Networking **7.15pm - 7.20pm** \- Introduction **7.20pm - 8:00pm** \- Talk by Chin Hwee **8.00pm – 8.30pm** \- Q&A **8.30pm –** End of event Hope to you all soon! Cheers! DESG

Join us on 5 March 2026 for the first AI and Data Engineering Meetup of the year, an insightful evening exploring the realities of AI in production. **[Jun Xu](https://www.linkedin.com/in/junxu-fintech/)** will talk about, “RAG in Production: Dead End or Long-Term Foundation?” He will share real-world lessons on enterprise RAG, governance, retrieval quality, GraphRAG, agentic RAG, and the realities of scaling GenAI in regulated environments. Then, **[Michael Isvy](https://www.linkedin.com/in/michaelisvy/)** will dive into “AI-Augmented Development at Scale,” demonstrating how to make GitHub Copilot and MCP-powered workflows work effectively on complex legacy codebases, from handling oversized contexts to intelligently breaking down refactoring tasks. If you’re building or scaling AI systems in the enterprise, don’t miss it!! Register [here](https://reg.experiences.redhat.com/flow/redhat/3466600/fieldeventsregapproveform/page/landingregistrationpage)

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-5mar2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** We’re piloting our next specialised sub-community, and this one’s focused on AI! In the first session of ***STACK Meetup [AI]***, we’ll take a broad look at how organisations can move from AI ambition to real-world implementation. Through perspectives spanning consulting, public and private sectors, we’ll unpack common pitfalls, lessons learned, and real-life use cases that you can draw from as you shape your own AI adoption journey. Join us today. ***Seats are limited so [sign up](https://go.gov.sg/stackmeetup-5mar2026-mc) now!*** **Programme** 7:00pm: Introduction By STACK Community 7:05pm: Opening By Feng Yuzhang​, Director & Head of AI Practice, GovTech Singapore 7:15pm: A Tale of Two Cities: An AI Transformation Parable By Chai Yit Sheng, Director, AI & Data Transformation, PwC​ 7:35pm: GovTech’s AI Strategy to Drive AI Value and Maturity Towards an AI-Native Government By Tan Congyuan, Deputy Director, AI Programme and concurrent Head, AI Strategy Office, GovTech Singapore 7:55pm: How AI is Reshaping Business Discovery, Growth & Competition By Razvan Iordache, Co-Founder and CEO, GeoVector.ai 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-5mar2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

We’re turning Wednesday nights into a cozy, small-group dating experience where sparks fly in a relaxed, stylish setting. 🍸 Small Group Dating @ Goodbye Alibi Bar Presented by iDatings 📅 Every 1st Wednesday \| 🕖 7:00–9:30 PM 📍 Goodbye Alibi Bar Step into the midweek with something more exciting than just another drink. At Goodbye Alibi Bar, we’re turning Wednesday nights into a cozy, small-group dating experience where sparks fly in a relaxed, stylish setting. ✨ What to Expect • Small Group Rotations: Meet singles in intimate circles of 4–6 onwards, designed for deeper conversations and genuine connections. **Min 2 gents and 2 ladies** • Curated Icebreakers: Forget the awkward “So, what do you do?” — our prompts keep things playful, thoughtful, and real. **Food and Drinks at own tab** • Signature Cocktails & Vibes: Goodbye Alibi’s chic bar atmosphere sets the stage for laughter, chemistry, and maybe a little mischief. • Inclusive & Welcoming: All orientations and backgrounds celebrated. Come as you are, leave with stories. 🎯 Who’s It For? If you’re tired of swiping and ready for something authentic, this is your midweek reset. Whether you’re a curious flirt, a hopeful romantic, or just looking to meet like-minded singles, our format makes sure everyone feels seen and heard. 🎟️ Limited Spots Small groups mean intimate vibes — and limited seats. RSVP early to secure your place. Pls purchase your tickets at: [https://www.eventbrite.sg/e/small-group-dating-goodbye-alibi-bar-tickets-1978073311523](https://www.eventbrite.sg/e/small-group-dating-goodbye-alibi-bar-tickets-1978073311523) Or WhatsApp to 88664680 for enquiries. Pls fill up this pre-event form to help us better faciliate your event journey and after event follow-up: [https://forms.gle/K2QgCfBsi73Dyg2F7](https://forms.gle/K2QgCfBsi73Dyg2F7 "https://forms.gle/K2QgCfBsi73Dyg2F7")

**Registration is required at: [https://form.gov.sg/699bf2ee9f9cb4fc49d58d17](https://form.gov.sg/699bf2ee9f9cb4fc49d58d17)** **IMDA Technical Sharing Session with James Lewis** *Distinguished Engineer, Thoughtworks* As AI moves from the periphery to the core of software systems, James will explore the architectural patterns and system behaviours emerging in this shift. In this talk, he will draw on evolutionary architecture to examine how teams are reasoning about adaptability, observability, and risk in complex, security-sensitive environments. **Event details** 3 March 2025 2:30pm – 4:30pm IMDA Office, 10 Pasir Panjang Road, Mapletree Business City **Register for the free session here: [https://form.gov.sg/699bf2ee9f9cb4fc49d58d17](https://form.gov.sg/699bf2ee9f9cb4fc49d58d17)**

## BuilderCards: A Gamified AWS Learning Experience *AWS User Group Singapore x Gen-C Community* ️**EARLY BIRD tickets going at S$5 now - grab yours [here](https://www.eventbrite.sg/e/aws-user-group-singapore-buildercards-game-night-tickets-1982692899836?aff=oddtdtcreator)**! **Registration Only \| Paid Event \| STRICTLY NO WALK\-INS** We’re excited to announce an upcoming **BuilderCards session**, jointly organised by **AWS User Group Singapore** and **Gen-C Community**. This is a **gamified, facilitator-guided learning experience** designed to help participants understand how AWS services work together — all through interactive gameplay. ⚠️ **This event is strictly registration-only. Walk-ins will NOT be accepted.** ️ **This is a paid event.** ✅ **Registration is ONLY confirmed upon successful payment via Eventbrite.** *** ### What is BuilderCards? BuilderCards is a hands-on, card-based game that allows participants to: * Explore AWS services and architectures in a **fun, low-pressure environment** * Learn **best practices and service integration** through scenarios and challenges No slides. No exams. Just learning by **playing**! *** ### Who Should Attend? This session is suitable for: * **Folks new to AWS** * **Experienced AWS practitioners** * Anyone looking for a **fun, gamified way** to practice and explore AWS concepts *** ### What You’ll Get * Hands-on AWS learning through gameplay * Facilitator-guided, low-pressure environment * Peer learning with like-minded builders * Light refreshments provided *** ### Event Details * **Date:** 3 March 2026 (Tue) * **Time:** 7:00 PM – 9:00 PM * **Location: AWS Singapore -** 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 * **Format:** In-person, small-group gameplay * **Seats:** Very limited *** ### ️ Ticketing ️**EARLY BIRD tickets going at S$5 now - grab yours [here](https://www.eventbrite.sg/e/aws-user-group-singapore-buildercards-game-night-tickets-1982692899836?aff=oddtdtcreator)**! ⚠️ **Paid registration required. STRICTLY NO WALK-INS.** ✅ **Your seat is confirmed only after successful payment on Eventbrite.** **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

#### **Attention:** Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? #### **Interest:** Join us for this exclusive live meetup where we bring together forward-thinking business owners, wellness advocates, and digital entrepreneurs. You’ll learn how to use AI tools to simplify your marketing, boost your online presence, and grow your income—all while promoting better health and balance in your life and business. #### **Desire:** Picture a vibrant room filled with positive energy, powerful insights, and real collaboration opportunities. You’ll walk away with practical AI strategies, valuable connections and an inspired vision for building a wellness brand that truly works for *you*. #### **Action:** Don’t miss this in-person opportunity to learn, network and elevate your wellness business. RSVP now to secure your seat—spaces are limited for this live meetup!

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm