Data Integration

**ANNOUNCEMENT – Registration via this [link](http://go.gov.sg/stackmeetup-23apr2026-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** In this edition of STACK Meetup [Data], move on to the next stage in your data journey - engineering trustworthy data quality. Hear about MDDI’s standards and metrics, which allow the SG Gov to enhance data quality and availability, manage data inter-dependencies, and ensure that data errors are corrected ASAP. Discover how GovTech Singapore applies AI-enabled tools for intelligent metadata and data quality rule generation to scale data management beyond reactive to proactive. Explore how to thrive in an AI-first reality with agentic AI agents and learn about an open source, data quality validation SDK by GovTech’s Data Practice team. The highly popular Panel Discussion segment will feature Panellists from the SG Gov and DBS Bank as they deep dive into strategic data management that allow scaling at the enterprise level. Join us for an evening of dynamic mingling with peers and experts in the data field and stay on for insightful Q&A segments, where our speakers can answer your burning questions. **[Snag your seat today](http://go.gov.sg/stackmeetup-23apr2026-mc)**! Who should attend: Data analysts, data architects, data and project managers, data engineers, data scientists, and data practitioners who are in the business of maintaining data systems and use data regularly. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Yap Ghim Eng, Head of Data Practice, GovTech Singapore 7:10pm: Data Provisioning Standards (DPS) and Data Reconciliation Protocol (DRP) for WOG By Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI​ 7:30pm: From Chaos to Confidence: Scaling GovTech’s Data Management with AI-Driven Data Quality By Anders Tay, ICT & SS Policy Specialist, Chief Data Office, Chief Information Office, GovTech Singapore; and Hyqel Razali, Data Analyst, GovTech Singapore 7:50pm: Data Engineering in the Agentic Era [Data Quality Edition] By James Teo, Data Engineer, Data Practice, GovTech Singapore 8:00pm: Panel Discussion Moderated by Yap Ghim Eng, Head of Data Practice, GovTech Singapore With Panellists: * Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI​ * Sachin Tonk, Deputy Director, Engineering Management, Chief Data Office, Chief Information Office, GovTech Singapore * Florent Juglair, Head of Data Management, DBS Bank 8:20pm: Rapid-fire Q&A By speakers: * Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI​ * Anders Tay, ICT & SS Policy Specialist, Chief Data Office, Chief Information Office, GovTech Singapore * Hyqel Razali, Data Analyst, GovTech Singapore * James Teo, Data Engineer, Data Practice, GovTech Singapore 8:30pm: End of STACK Meetup Click **[here](http://go.gov.sg/stackmeetup-23apr2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

Join us for SG Agentic Nights, a monthly meetup series spotlighting real-world AI implementation stories and community-driven learning — right here in Singapore. Each month, we bring together practitioners, builders, and curious minds to explore how AI is being applied across industries. Whether you're experimenting with agentic AI, deploying intelligent systems, or just starting your journey, this is your space to learn, connect, and grow. What to Expect: Talks by Practitioners - Learn from experts working on real AI implementation projects in Singapore and beyond. Community Q&A - Bring your questions and get direct insights from speakers and peers. Networking & Collaboration - Meet fellow AI enthusiasts, developers, and organizers shaping the local AI ecosystem. To attend this event please register here: [Agentic Nights](https://konfhub.com/sg-gai-apr-2026-meetup)

Join us for SG Agentic Nights, a monthly meetup series spotlighting real-world AI implementation stories and community-driven learning — right here in Singapore. Each month, we bring together practitioners, builders, and curious minds to explore how AI is being applied across industries. Whether you're experimenting with agentic AI, deploying intelligent systems, or just starting your journey, this is your space to learn, connect, and grow. What to Expect: Talks by Practitioners - Learn from experts working on real AI implementation projects in Singapore and beyond. Community Q&A - Bring your questions and get direct insights from speakers and peers. Networking & Collaboration - Meet fellow AI enthusiasts, developers, and organizers shaping the local AI ecosystem. To attend this event please register here: [Agentic Nights](https://konfhub.com/sg-gai-apr-2026-meetup)

This is an online event, meeting link - [meeting link](https://meet.google.com/ieb-gfpb-ezt) **Ignore the waitlist restriction, everyone can attend.** In this session, we’ll: Cover the basics of interacting programmatically with OpenAI LLM models using LangChain and progress step by step toward creating a working AI agent. **Prerequisite:** Basic knowledge of Python This will be more of a practical session. At the end of session you get a grasp of What is Agentic AI. ### 📋 **Volunteer Sign-Up** Want to help build an awesome tech community? Join us as a volunteer! 👉 Sign up here: https://docs.google.com/forms/d/e/1FAIpQLSctgl-DJq4acEDbcEpPLEMTmNKaYqZamNFrGJdaj57Klgjw-Q/viewform ### 🎤 **Speaker Sign-Up** Have insights or ideas to share? Speak at our next tech event! 👉 Apply here: https://docs.google.com/forms/d/e/1FAIpQLSf9z9U97UHCCeaeo6yCRk_dSJ80dLsvG4sT24ZIs2jGy3_wNg/viewform?usp=publish-editor

**Novel Biological Aging Clocks** Prof. Jan Gruber from NUS will introduce aging clocks - research tools that estimate biological age rather than just calendar age. These clocks are built from measurable biological signals, such as patterns in DNA methylation, blood biomarkers, and metabolic data, that change in predictable ways over time. In this talk, he will explain how aging clocks are developed, what they can and cannot tell us about health and lifespan, and how scientists use them to study disease risk, lifestyle effects, and interventions that may influence the rate of aging. This talk is designed for everyone who wants to take their health into their own hands, making informed decisions. Opening remarks by: Dr. Hisham Badaruddin Kamil Pabis, MSc 23rd of April, 7 pm (please be on time) Location: TSquared Health, L9 SBF (level 9, rootftop) 160 Robinson Rd, #05-02 · 8749 5846 We thank [https://xandrolab.com](https://xandrolab.com/?srsltid=AfmBOopQnhnmh3hWOnQzwAg3j8t7Hemy0SWxXa6trkrGjnrnj9jJD4Ra) for the refreshments. Notes: Please remember that the venue has limited capacity and the event is first come first serve. For reference, our new venue is slightly larger than the last one.

We heard many of you ladies are thinking of starting companies, but don't know where to start - so we're bringing female founders to you! This is the first of a likely series of female founders, and for this pioneer event of the series, we'll be hearing from Celine, an R&D operator in medical devices who, in the last couple years, founded her own Medtech Product Development Firm named Pathem. She's been through many iterations and explorations finding the right problem space for herself, from joining venture accelerators to discovering new sub-problem spaces through consulting for various MedTech companies offering her technical experience as an R&D operator in medical devices. But this session is not going to stop at just inspiration - it's going to be an interactive session where we'll start acting straight away, as we'll be taking you along on how to find a long-term problem space you can see yourself dedicating at least 10 years to! Our friendly Women Devs SG volunteers will be facilitating this collaborative session, so be prepared to come with your minds open, your hands ready to write and your hearts eager to connect. Feel free to bring your kids if you're a parent (we're trying to create a family-friendly culture in our little community! One of our volunteers will be bringing their little one too), your nursing gear if you need to pump (Zenika has a nursing room), and male allies if you want! Male allies who wish to come, you can either tag along a lady friend, or bring one with you! Registration starts at 6:30pm and the actual session at 7pm sharp!

Are you walking correctly? Walking is one of the most natural human activities, but most of us aren't optimizing our stride for health and fitness. It’s time to turn your daily steps into a powerful, fat-burning tool. Join us early for the MetaWellness Fat-Burning Walking workshop. This session goes beyond a casual stroll; it is an active workshop designed to teach you the biomechanics of mindful, effective movement. Led by **JJ Mok, Accredited Mindfulness Coach**, you will learn how to align your body and mind to increase fitness, aid weight loss goals, and completely transform the way you walk. **What You’ll Learn in This Session:** * **👣 Proper Walking Technique:** Forget lazy strolling. We will teach you how to develop strong posture and an engaging, powerful stride that protects your joints and engages more muscles. * **🔥 Fat-Burning Principles:** Discover the specific techniques that turn a regular walk into a calorie-torching workout, helping you burn more energy with every step you take. * **🧘‍♀️ Breathing & Mindfulness:** Learn to integrate mindful breathing with your movement. This enhances mental focus, reduces stress, and helps naturally boost your metabolism. **Who Should Attend:** This session is perfect for anyone looking to improve their physical health, lose weight sustainably, or simply gain more energy from their daily routine. All fitness levels are welcome. **Event Details:** * **Time:** 7:30 AM – 9:00 AM * **Location:** [Entrance](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")/[Exit A](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") - [Botanic Gardens MRT Station](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") ([CC19](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") / [DT9](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")) * **Instructor:** JJ Mok, Accredited Mindfulness Coach **What to Bring:** * Comfortable walking shoes or trainers * Water bottle * Sun protection (hat/sunscreen) if outdoors * An open mind ready to learn! **Start your weekend with intention, movement, and vitality. Secure your spot today!**

**🎤💘 Speed Dating + KTV + Fun Games@ First Round Bar** **\*\*Hosted by iDatings \| Saturday\, 25th April \| 4:00 PM – 8:30 PM \(and beyond\!\)\*\*** **⚡ \*Strictly limited to 18 spots—don’t snooze or you’ll lose!\* ⚡** Get your tickets here: [https://www.eventbrite.sg/e/speed-dating-ktv-fun-games-first-round-bar-tickets-1985262811511](https://www.eventbrite.sg/e/speed-dating-ktv-fun-games-first-round-bar-tickets-1985262811511) Ready to flirt, laugh, and maybe even find your duet partner for life? This isn’t your grandma’s tea party—it’s a whirlwind of speed dating, games, drinks, and karaoke chaos, all rolled into one epic evening. \#\#\# 🕒 The Mischief Schedule \- \*\*4:00 – 4:30 PM\*\* → Registration & Meet & Greet Warm up those smiles, practice your “Hi, nice to meet you,” and scope out the room. \- \*\*4:30 – 5:30 PM\*\* → Speed Dating Fast chats, faster sparks. Who knows—your soulmate might be sitting across from you, or at least someone who laughs at your bad jokes. \- \*\*5:30 – 6:30 PM\*\* → Social Card Games Forget awkward silences—these games are designed to break the ice, stir up giggles, and maybe reveal who’s secretly competitive. \- \*\*6:30 – 7:00 PM\*\* → Dinner Fuel up, flirt over bites, and recharge for the madness ahead. \- \*\*7:00 PM till late\*\* → KTV This is where the magic happens. Whether you’re belting ballads, rapping badly, or cheering from the sidelines, KTV is where strangers become friends (and maybe more). 🍹 Entry Details \- Please purchase at least \*\*one drink\*\*—hydration and courage come in many forms\. \- Only \*\*18 lucky humans\*\* get in\. Once it’s full\, it’s full\. 💡 Why You’ll Love It \- Speed dating without the stiff vibes—think fun\, fast\, and fabulous\. \- Games that make mingling effortless \(and hilarious\)\. \- Karaoke that turns the night into a party you’ll talk about for weeks\.

Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? 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. 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*. 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!

\*Konnexion Klub 3\* Business, dating, polyglot, games No need to say more! Come and try the experience! Free entry for ladies! For bookings, WhatsApp Franck: 8030 0497

Job searching can feel frustrating, especially when you’re doing it alone. This event is a small-group session designed to bring together people who are actively navigating their job search, open to sharing, and willing to help each other out. It’s not a formal workshop. It’s a more intentional, guided conversation. What to expect: • Small group setting (so everyone gets a chance to speak and get their resumes reviewed) • Thoughtful discussions around job search challenges • Practical insights on resumes and referrals • A chance to meet people who are on a similar journey This is a curated session with limited spots and is free for a limited time. 👉 Register here to confirm your spot: [https://www.upnexis.io/events/circle-mixer-april/intro](https://www.upnexis.io/events/circle-mixer-april/intro) Who this is for: • You’re actively job searching or planning your next move • You feel stuck, or not getting the responses you expected • You want more than just “networking” — you want real conversations If you’re looking for a casual but meaningful space to figure things out and connect with others, this is for you. *** Hosted by UpNexis A platform focused on helping people navigate job search through referrals, small-group connections, and real support.

**For ages 14 and above.** Latin Technique class. Solo dance. ### **Address** 80 Chay Yan St, Block 80, Singapore 160080 ### **Schedule** Fridays 9PM - 10PM ### **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.

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 (pls note the venue is pet cafe so there will be furry friends). 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: Kovan

The May Ohio North Database Training user group meeting will be held on **May 5th, 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/meet/287759659366576?p=kCaammjECnUCvZzEJv)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**: Elections, 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.

**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 – Columbus Singles, Curated by Personality** A hosted online speed dating experience for Columbus locals. We match you with compatible Columbus locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **Find your age group below:** - ⚡ **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. --- 👥 **Best for:** - Singles in Columbus who want to meet people from home - People fed up with swiping who want actual conversation 🧭 **How the session runs** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Columbus singles. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. **At a glance** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** From home – all you need is Wi-Fi and a webcam ⭐ *"The personality matching genuinely works. My matches were spot on."* – Columbus local **Frequently Asked Questions** **Do I need experience?** Not at all. The host walks you through everything. **Do I need anything besides Zoom?** **How long are the chats?** **What happens after?** --- ✨ Speed dating from home — easy, fun, and personality matched. 💞 ✨ Compressed version with the essentials only. Built for clarity over length.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**💝 Online Speed Dating via Zoom – Connect with Cleveland Singles Tonight!** Speed dating from home — connect with real Cleveland singles on Zoom. We match you with compatible Cleveland locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **Pick your age group and sign up:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - 🎉 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. --- 🎯 **Great fit for:** - 🚀 Anyone who likes connecting online before meeting face-to-face - Busy professionals who don't want to waste evenings ⭐ *"I was nervous but the host made it effortless. Met someone wonderful first try."* – Cleveland single 📍 **Event snapshot** - 💡 **Format:** Zoom video session – short timed rounds - 🚀 **Location:** Online from home – no need to go anywhere **How the event unfolds** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Cleveland singles. 3. **Log in** – Connect to the Zoom session from home. The host runs the show. 💡 **Tip:** Check your Zoom setup and pick a quiet, well-lit spot ahead of time. --- ✨ Your next match could be one Zoom call away. 🫶 ✨ Lean version: fewer words, same core offer. Everything important, without the extra padding.

**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

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)