SQL Server

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

Come lend a hand and grow with us at Wildlings at City Sprouts, **West Coast Park**! Held on the **1st Thursday of every month**, these volunteer mornings are a chance to help us revitalise and breathe new life into our eco-center and nature play space — the heart of Wildlings’ urban nature education. #### Why Join? * It’s completely free to participate! * Learn alongside our dedicated team as we share knowledge, tips, and tools for sustainable gardening and land care. * Get your hands dirty and your heart full with real, tangible impact on our space. * Help us transform and maintain a thriving eco-center that supports children's nature play and environmental learning. * Support urban sustainability by cultivating a greener, more engaging space for our community. * Be part of something meaningful — creating a space where children, families, and nature come together. * Enjoy great company and a positive, purpose-driven atmosphere. #### Who Can Participate? * Adults and teens aged 16+. Youth aged 12–15 are welcome with a parent or guardian. * Local residents and community members. * Eco-enthusiasts, hobby gardeners, and lovers of the outdoors. * Parents of children enrolled in Wildlings programmes. * Aspiring outdoor educators and Forest School practitioners. * Anyone looking to contribute to a greener city and meet like-minded people. #### What to Expect Each Session * **Fresh Start**: Begin your morning with a warm welcome and a taste of what’s growing in our gardens. * **Learning in Action**: Each session opens with a short talk and a guided exploration of the space. * **Hands-On Projects**: Help with seasonal gardening, creative landscaping, upcycling, and beautification projects across our eco-center and play areas. * **Wrap-Up Reflection**: We end with group reflections, gratitude, and shared inspiration.

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)

Hey members, come join us for this lovely evening sunset walk with your SG Hiking friends. It is a scenic stroll to enjoy the beautiful Park Connectors alongside the rivers and reservoirs. From the nice lookout bridges at Yishun/Lower Seletar, we'll walk through a tunnel along the Springleaf PCN river to Springleaf Nature Park and continue to Rocket Tower at Upper Seletar Reservoir to enjoy the breathtaking sunset. Thereafter, we'll continue with a Food Tour to check out the nice food & eateries along Springleaf row of shop-houses for dinner/ drinks (optional) eg. the famous Ampang Yong Tau Foo, Springleaf Prata etc. beside the Springleaf Mrt Station. Most importantly, this event is a good opportunity for you to catch up, meet up and get to know more SG Hiking friends. As this is a free event and slots are limited, please RSVP early. Remember to provide us your Mobile Number when you RSVP so that we can send you the details and exact place to meet once RSVP closes.. Those without Nos. shall be removed from the list. This scenic walk is for our SG members only. Please ask your friend/ family members to join our SG Group and RSVP on this Event with their Hp. Nos (visible only to us) so that we can fwd them the Event details & Meet-up point. As slots are limited, Priority will be given to all who are also our SG FaceBook members. Click here to join - https://www.facebook.com/groups/sghikingandtravel/ See you all soon! Event Hosts: David Lim - 9745 1777

**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 explore tall buildings while Vertical Climb Training. The training location will change each week. Please join our WhatsApp for Hiking Elite Group below 😉: https://chat.whatsapp.com/LxtKdV5PLQx1W5LbVh9TRk https://facebook.com/events/s/vertical-climb-training-explor/1256283708881387/ \*This is just for broadcast, all follow-up will be in WhatsApp & Facebook Event. #HikingElite #HikingEliteGroup #Happy #Hiking #VerticalClimbTraining #SkyVilleDawson #SingaporeFitness #UrbanWorkout #StairClimbing #SkyParkViews #SunsetChasers #FitnessCommunity #HealthyLifestyle #HDBFitness #DawsonEstate #SingaporeLandmarks #FitnessMotivation #CommunityFitness #SunsetWorkout #UrbanFitness #FitnessJourney #WorkoutAdventures #FitLife #360DegreeView #Singapore #WhatsApp

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: Tanjong Pagar (EW15)

***a gentle origami session for first-timers to build quiet connections*** difficulty: 1.5 / 5 we'll aim to learn 2 to 3 origami model per session, focusing on practice to build muscle memory. ###### ***what to expect?*** \- small group led by participant\-host \- newbie\-friendly; all materials provided to learn together \- option for interaction: question prompts hidden in origami \(*your choice* *to share or ignore!*) \- connection’s optional\, comfort’s essential: chat when you feel like it\, and honor others’ space when they don’t 🪑 ***who is this for?*** \- introverts who enjoy lowkey social settings and natural conversations led by activities \- bonus if you enjoy crafts or trying new stuff ***fee*** entry \| $12 per pax\, inclusive of required materials ***please whatsapp 83370678 and make payment to secure your slot*** \> PayNow via UEN: 202423107Z ***location*** The Noodle Place, 15A Circular Road (2nd floor) Singapore 049371 *(no outside food & drinks please!)* ***want to reach out?*** whatsapp us at 83370678 **💰 *why we charge*** fees help cover costs (venue, manpower, materials) and create a better-quality crowd, attracting attendees who are intentional and committed about their rsvp.

**LEARN MANDARIN WITH US** **和我们一起学华语/普通话** Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you. The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up. **欢迎会说华语/普通话的朋友** 我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组，帮助来自世界各地的朋友学习华语/普通话。 *** GETTING THERE Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3. LOCATING US INSIDE THE FOOD COURT Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

Je vous invite á une soirée de conversation en français, tous les vendredis. C’est pour ceux qui veux ameliorer leur connaisance de la langue française, comme moi. Comme vous voyez, je ne connais pas cette langue telement bien. Alors, les francophones natifs sont également les bienvenus. Venez nous raconter l'histoire de votre vie, votre passe-temps favori, ce que vous aimez ou n’aimez pas au sujet de la France, ou dans la langue française, ou tout aspect de la grammaire ou du vocabulaire, dans un environnement tranquille et sympathique.

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.

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

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**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 **Abstract** TBD **YouTube Link** TBA

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.