Data Integration

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-26feb2026-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 STACK Meetup, hear from the GovTech’s Data Practice and SG Gov teams on how data platforms are engineered to optimise the sharing of data sets to create smarter workflows and deliver more efficient, future-proof government services.​ ​ Learn from real-world examples of logical data harmonisation and find out how a game-changing approach to overcoming data silo challenges helped URA urban planners work collaboratively. Go on a journey with Singpass as they explore the tech side of shifting analytics workflows and optimising user experience with security, speed, and accessibility in mind. ​ ​ Stay on for a dynamic Panel Discussion featuring insights from industry partners on the future of data sharing too!​ Join us today. Seats are limited so **[sign up](https://go.gov.sg/stackmeetup-26feb2026-mc) now!** **Programme** 6:30pm: Networking (Light food available) 7:00pm: Introduction By STACK Community 7:05pm: Opening By Yap Ghim Eng​, Head of Data Practice, GovTech Singapore 7:15pm: Building URA's Planning Sectorial Data Hub (PSDH)​ By Blossom Tang​, Senior Systems Analyst, Design & Planning Lab,​ Urban Redevelopment Authority (URA)​; and Ng Lee Ning, Data Engineer, Data Practice, GovTech Singapore 7:35pm: Singpass Data Platform: Data-Driven Decisions with ML & AI​ By Ian Ho​, Senior Manager, Data Science, Singpass​, GovTech​ Singapore; and Syahri Ikram Ismail, Data Engineer, Singpass, GovTech Singapore 8:05pm: Panel Discussion Panellists * James Toh, Solution Engineer, Snowflake * Simon Tschöke, Senior Solutions Architect, Databricks Moderator * Yap Ghim Eng, Head of Data Practice, GovTech 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-26feb2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

The hot topic this month is OpenClaw - and making sure that you too can "feel the AI". Talks: **"Lessons from OpenClaw" - Sam Witteveen** In this talk, Sam will break down how OpenClaw works, its key components and the lessons that you can take from it for building your own personal agents with personality, tools, skills and the stack used to create a successful system. **"Coherent Multi-agent Trajectory Forecasting in Team Sports with CausalTraj" - Teoh Wei Zhen** Can we predict how a basketball play unfolds in the next few seconds? In this lightning talk, Wei Zhen will present \*CausalTraj\*, his AAAI 2026 workshop paper on generative modelling for sports analytics - jointly modelling all interacting entities in the game to achieve SoTA performance and laying the foundation for controllable gameplay simulation. **"MobileClaw - Agents in your Pocket" - Martin Andrews** Martin has been playing around with something that "is like a personal agent system (just a hobby, won't be big and professional like OpenClaw) for web+mobile." Expect (at minimum) some vibe coding war stories - and (at maximum) a live demo! **FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event \-\-\- Talks will start at 7:10pm (entry at 6:45pm) and end at around 9:00pm, at which point attendees can come up to the front for a bit of a chat with each other, and the speakers. Due to some recent security incidents at the venue please take note of the new DevSpace security procedures [https://bit.ly/devspace-security](https://bit.ly/devspace-security) Attendees will not be admitted later than 15min after the talks have started. As always, we're actively looking for more speakers - both '30 minutes long-form', and lightning talks. For the lightning talks, we welcome folks to come and talk about something cool they've done with keras, PyTorch, JAX and/or Deep Learning for 5-10mins (so, if you have slides, then #max=10). We believe that the key ingredient for the success of a Lightning Talk is simply the cool/interesting factor. It doesn't matter whether you're an expert or an enthusiastic beginner: Given the responses we have had to previous talks, we're sure there are lots of people who would love to hear what you've been playing with. If you're interested in talking, please just introduce yourself to Martin at one of the events.

\*KonneXion Klub\* Not just an event, a new way to connect. More human than LinkedIn More effective than Tinder More alive than a Polyglot Club Deeper than a simple after-work drink It will take place in a sky bar, where the city fades away and conversations rise above the clouds. \*When?\* Thursday 26 February 6.30pm \*Where?\* Skybar at Seacare Hotel Level 16 S 169875 \*For Booking\* WhatsApp Franck +65 8030 0497

**\*\*\*This post is for announcement purpose only. To register, please visit [https://www.eventbrite.sg/e/rise-above-the-algorithms-keeping-your-edge-in-the-ai-era-tickets-1982856377803/](https://www.eventbrite.sg/e/rise-above-the-algorithms-keeping-your-edge-in-the-ai-era-tickets-1982856377803/)** Agile SG and Honour SG are co-hosting a fireside chat on “Rise Above the Algorithms: Keeping Your Edge in the AI Era” on Thursday, 26 February! Join us for an evening of conversation, connection, and communitas as we come together to celebrate the Lunar New Year. We’re honoured to be joined by our esteemed panellists: * **Brandon Lee** – Assistant Chief Executive of Transformation Support Group, Workforce Singapore * **Roman Lobus** – Vice President of Agile Product & Portfolio Management, Singapore Airlines * **Estelle Wang** – Global Head of Consulting & Engineering, Aumovio (formerly Continental) Facilitating the discussion are **Victor Loke** and **Michael Koh**. Together, we’ll explore the opportunities and challenges ahead for Singapore — and how we can stay at the forefront of technology and human capital as AI continues to evolve at an extraordinarily rapid pace. As a festive cultural highlight, **Mr Jimmy Koh, PBM,** Member of the Woodlands Citizens’ Consultative Committee and grassroots leader with the People’s Association network, will conduct a free 春联 (Chunlian) calligraphy moment — sharing auspicious Chinese New Year blessings that symbolise renewal, prosperity and hope, adding a meaningful touch to our AI-era gathering. **Event details** * Date: Thursday, 26 Feb 2026 * Time: 6.00pm – 9.00pm (fireside chat starts at 7pm) * Location: Newcastle Australia Institute of Higher Education - Bugis Junction Towers, 230 Victoria Street, #04-09/10, Singapore 188024 **Dinner and Lo Hei will be provided.** A commitment fee of $6 applies. Please note that registration via Eventbrite is required to attend. We look forward to connecting, learning, and celebrating the Year of the Horse with you at the event!

**\*\*\* Please register at** [https://shorturl.at/df4dn](https://shorturl.at/df4dn) **\*\*\*** **Super-Individual Secret Club (SISC): The Money Laundering AI Chapter** 📅 27 February 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 [https://shorturl.at/df4dn](https://shorturl.at/df4dn) We’ll explore how Money Laundering and AI intersect — AI as both a powerful tool for detecting illicit flows and a force that can automate financial crime at scale. Are we entering the era of algorithmic crime and algorithmic enforcement? **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** [https://shorturl.at/df4dn](https://shorturl.at/df4dn)

🔥 **You asked, we listened - our free n8n Intro to Automation workshop is back by popular demand!** 📌 **Secure your spot for this free workshop by registering here: [lew.ag/workshops/intro-to-automation](lew.ag/workshops/intro-to-automation)** 📍 The workshop will take place around Cuppage Road. **Exact venue details** will be shared via email with confirmed participants closer to the event date. \-\-\-\-\-\-\- **🛠️ About the Workshop** At Le Wagon, our mission has always been to help professionals future-proof themselves in an ever-changing world. As AI continues to evolve at breakneck speed, it’s becoming increasingly difficult - especially for busy working individuals - to keep up with what’s relevant, and the risk of falling behind is real. That’s why we created this workshop - a fast, hands-on way to learn and stay relevant with practical & essential skills you can apply at work & daily life. Join us for our free hands-on n8n 1-day workshop where you’ll learn how to **build your own automations using n8n** \- without writing a single line of code\. In just 3 hours, we’ll teach you how to create simple automations and AI agents using real-world examples, automate tasks in your work and daily life, and optimize workflows to work smarter, not harder. \-\-\-\-\-\-\- **This is your chance to:** ⚡️ Experience the real power of creating your own automations & AI agents (fair warning: they’re addictive). 🧠 Actively stay relevant without the overwhelm, whether you’re just curious or future-focused. 🤝 Connect with people who care about learning continuously and adapting to how work is evolving. 🌍 Open to anyone from any background! No prior tech experience needed. \-\-\-\-\-\-\- **Please note:** 👉 **Spots are limited**. Register your interest early to secure a seat. 👉 You will need to have a **paid LLM tool** for this workshop. We will register for n8n on the workshop day itself (free for the first 2 weeks). If you do not have a paid LLM tool for the workshop, you can use the free tier of Gemini for this workshop. 👉 The workshop will be held at Cuppage Road area. The **exact venue details** will be emailed to participants who have confirmed their spot through the registration link provided. *** See you there ☺️

#### **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!

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: Bendemeer (DT23)

**⚠️ REGISTRATION IS REQUIRED VIA [THIS SIGN UP FORM (LUMA)](https://luma.com/bv88m9ug) ⚠️** — **ABOUT THE RANGE VILLAGE** ​The Range Village is a community driven cyber range interest group aimed to provide community curated Cyber Range content for people who are interested in practicing their cyber skills such as active directory testing, lateral movements, defence evasion, and provisioning of an attack infrastructure. We live in a world where cybersecurity education is within a Google search or a GenAI prompt, but the access to a certain range or resource to practice those skills can be costly to individuals who are not in the position to self-fund a paid cyber range or premium access range. **ABSTRACT** The Range Villages brings back the classic cloud security workshop, where participants can get hands on with modern cloud security risks and techniques used. **SET UP INSTRUCTIONS FOR PARTICIPANTS** Participants will need to bring their own laptop with a Kali Linux virtual machine **AGENDA** * ​10:30 \| Door opens * ​11:00 \| Workshop starts * ​12:00 \| Mini lunch break * ​12:45 \| Workshop continues * ​13:45 \| End of workshop \- start of hangout * ​16:00 \| End of event **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre/) **LEAD FACILITATOR** **Sim Cher Boon \|** Cher Boon is a Security Engineer at Grab and the Co-Founder of the Range Village community group. He has competed in multiple CTFs, both locally and overseas, spoken at local and overseas conferences on security topics, and now focuses on developing the next generation of cyber talents through guidance and meetups. **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

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)

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)

Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-4/.

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

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!