Data Architecture

Welcome back to our meetup in April. The date is right before the GITEX AI Asia conference held at the Marina Bay Sands Convention Centre. * **06:00 PM** Registration, dinner, networking * **06:30 PM** Talk starts Talk #1: Powering AI Agents/Apps with contextual data from more than just the default vector search Description: Most solutions showcase vector search as the default search mechanism to power AI applications. But it is often not the most effective solution. In this demo, we will showcase different search techniques and hybrid approaches for retrieving contextual data with MongoDB. Talk #2: Real Practical RAG, from Demo to Production - in a 10,000-person organization and an intelligence org Moving from controlled demos to real-world deployment exposed several challenges that are easy to underestimate. In clean demos, our prompts/queries are often well-formed and datasets are neatly curated, and we test the happy paths. But real users behave very differently. We observed clear gaps between how users express intent and how that intent is represented in the embedding space (leads to irrelevant/missed retrievals). This made retrieval design and chunking strategy critical: how documents are split, indexed, and ranked directly impacted whether the system could “understand” a query. Additionally, as the dataset scaled with many similar or overlapping documents, retrieval became noisier - every vector is similar to a lot other vector - making it harder to consistently surface the right information. These challenges highlight that building a production-ready RAG system is not just about ensuring our datasets and RAG method works, but also user's intent and behavior. TBA: We will have a 2nd speaker talking about AI in real use cases in intelligence orgs either in this meetup or the next meetup. More details for the 2nd speaker are still being prepared.

AI is rapidly changing how software is built, but many developers are still unclear on how to move from using AI tools to actually building AI-powered applications and agents. This talk breaks down the key concepts every developer needs to understand, including large language models, tokens, embeddings, retrieval-augmented generation (RAG), and AI agents. AI 201 because we have presented a AI 101 last year more on AI Coding Tools and its concepts. The session will be delivered by three speakers from the Women Developers Singapore (WDS) community. The talk will be structured as a cohesive walkthrough: from how AI models understand language, to how they access data, and finally how developers can build production-ready AI applications and agents.

This is not a typical networking event. We’re bringing together a small, curated group of founders, CTOs, and builders working on real products — to talk about what they’re building, what’s starting to break, and what they’re figuring out. No presentations. No sales pitches. No noise. Just meaningful conversations with people who are actually building. A curated gathering of founders, CTOs, and builders working across AI, SaaS, and technology. No pitches. No panels. Just real conversations.

Evening coffee/tea session followed by dinner later, to meet new friends, exchange and share different cultures in a group event - group experience sharing is one of the best way to know your new friends ;-) Hey everyone, we will be at the the tables right in front of the Old Chang Kee, at the outdoors! Hope to see you soon! Closest MRT is Bugis and City Hall. Event Etiquette: • Please understand that this is not a business networking group, and please don't sell MLM (multi level marketing) here. You may still exchange numbers but it will be at your own discretion. • The organizer has the right to ban members from attending events and from the group.

Join us for a casual walk along the newly launched Walking Trails @ CDC: Woodlands (Heritage Edition).This 4.4km route takes us from the futuristic Woodlands North MRT Station (Exit 1), through the scenic Woodlands Waterfront Promenade, and ends at the vibrant Marsiling Lane Market. For those who want to join in for dinner, we will ltake a bus to an aircon food court near Woodlands MRT Station (NS9/TE2). This walk is led by the organizer on a purely voluntary basis. There is no event fee—just come with a positive attitude and comfortable walking shoes! 🎁 **Earn Up to $15 in RedeemSG Rewards,While Stocks Last** By participating in this "phygital" trail, you can earn RedeemSG vouchers (valid at FairPrice, Sheng Siong, etc.): • $5 Voucher: Complete all 5 digital checkpoints along the route. • $10 Voucher: Spot and "collect" all 6 digital Ollies (the CDC mascots) hidden on the map! ✅ **Requirements to Earn RedeemSG Rewards** To claim the vouchers, you must: 1. Be a Singapore Citizen or PR aged 15 and above. 2. Have a Singpass account. 3. Have a CrowdTaskSG account. ❓ **New to CrowdTask?** Please read up and create your account before the walk here: www.crowdtask.gov.sg/quest/walking-trails-cdc [ PS: CrowdTaskSG is an official Singapore government platform operated by the Government Technology Agency (GovTech) ] 🎒 **What to Bring** • A fully charged smartphone with data connection (for the digital trail). • Water bottle and umbrella/poncho. • Mosquito repellent. ⚠️ **Disclaimer** By joining this event, you acknowledge that you are participating voluntarily and are responsible for your own safety and well-being. The organizer is not a professional guide and shall not be held liable for any injury, loss, or damage incurred during the activity. Please ensure you are in good physical health before joining. In case of heavy rain, the event may be postponed or cancelled; please check the Meetup comments for updates 1 hour before the start time.

🚨 ***FIRST TIMERS*** 🚨 * This is a 90-min Intermediate-level fitness bootcamp suggested for those who do HIIT/bootcamps/F45/etc at least 2x/week * Depending on weather/WOD, we rotate between 5 different spots, thus check comments/photos here on Tue 6pm for exact location & grouping * Rain-or-shine event: won't be cancelled. Held under shelter if it rains * RSVP closes on Tuesday 530pm. If you’re unable to attend, kindly cancel your RSVP by then, so our leaders have a more accurate count to plan the workouts more effectively * Recommended: Water, Mat, Gloves, Light weight/bottles for added resistance Cya then! 🔊 ***DISCLAIMER*** 🔊 Please take a minute to read the following information regarding your participation in FitFam workouts. By signing up for this session, you confirm that you have read and understood the terms and risks detailed in our Disclaimer and Release of Liability Agreement: https://drive.google.com/file/d/1MV9siOKELtbsSmCwwvp1rzJ-_GiAHGEW/view

**The Region's First Reverse-Hackathon for Enterprise AI Deployment, Singapore 2026** **UPDATE:** We have just secured a stealth sponsor, details to be released closer to the the date. **For FAQ go to https://wise-venture.com/hackathon** Attedees are not required to stay overnight and we encourge shifts. **Hosted By:** Sponsors to be Announced by [Wise Venture](https://wise-venture.com) **Venue:** To Be Released - Central Business District **The Concept:** Most events discuss the "Future of Work." We are building it. This is not a seminar. It is a **Live Deployment Sprint**. We bring the **Problems** (Corporate Bounties from Asset-Rich Companies). You bring the **Architecture** (Next-Gen AI, Copilots, Agents). Together, we close the Intelligence Latency **APRIL 11 Agenda:** * **09:00 - The Briefing:** * Keynote: "The Intelligence Latency" by Gwendalynn Lim. * **Live Problem Statements:** HITLs from participating companies pitch their operational bottlenecks directly to the room. * **11:00 - The Sprint:** * Teams form. * Access to proprietary datasets and APIs provided by sponsors. * Building commences. Stay awake or take shifts, we encourage a healthy, balanced approach to the build. **APRIL 12 Agenda:** * **19:00 - The Deployment:** * Live Demos. No slides allowed. Show the working code. * **Instant Contracts:** Winning teams sign LOI Agreements on the spot. **\*\*\*\*\*\*\*UPDATE Admission IS REE\*\*\*\*\*\*\*\*\*\*\*** Please kindly note, we have limited space so if you RSVP and cannot be present, please cancel so others may attend. **Why Participate?** * **For Builders:** Don't just search with AI. Work with real teams to solve a $50,000 problem within a weekend. * **For Leaders:** Scout talent in real-time. Don't interview; watch them build.

Hello everyone! Join us for an IN PERSON Apache Kafka® x Apache Flink® meetup on Apr 10th from 6:30pm, hosted by Credit Agricole CIB in Singapore! **📍 Venue:** Mapletree Business City Blk 20 West 20 Pasir Panjang Road Singapore, 117439 , Level 13 \*\*\* **🗓 Agenda:** * 18:30pm-19:00pm: Food, Drinks & Networking * 19:00pm-19:30pm: Zabeer Farook, Technical Architect, Credit Agricole CIB * 19:30pm-20:00pm: ​Dominique Ronde, Staff Solution Engineer, Confluent * 20:00pm-20:30pm: Networking \*\*\* **💡 Speaker:** ​Dominique Ronde, Staff Solution Engineer, Confluent **Talk:** Guardians of the Stream: Kafka, Flink, and the Rise of GenAI **Abstract:** In this session we will explore how Kafka and Flink can seamlessly integrate with GenAI to build intelligent systems capable of real-time learning, automation, and decision-making. Discover the next frontier in data streaming and artificial intelligence, where Kafka, Flink, and GenAI take center stage in shaping the future of industries. **Bio:** ​**Dominique Ronde** is a Staff Solution Engineer at Confluent, a pioneer in enterprise event-streaming platforms. With previous roles as a Big Data Architect and Data Scientist at freeyou, SAP, and Allianz, Dominique brings deep expertise in digital transformation, Java, AWS, and Apache Kafka®. Since 2016, he has worked extensively with Apache Flink and currently serves as a subject matter expert in the APAC region. Dominique is a frequent speaker at conferences worldwide, with a recent focus on innovative data use cases in the insurance industry. Outside of work, he enjoys experimenting with Arduino microcontrollers, IoT home devices, and traveling. \-\-\-\-\- **💡 Speaker:** Zabeer Farook, Technical Architect, Credit Agricole CIB **Talk:** Natural Language Analytics in the Lakehouse : Why is it harder than it looks? **Abstract:** AI agents and the Model Context Protocol finally make natural language analytics on your lakehouse technically plausible — any LLM can discover your schema, plan a query strategy, and return results in seconds. But connect an agent directly to your Iceberg stack and something uncomfortable happens: it returns confident, fluent, wrong answers with no signal that anything is amiss. This talk demonstrates exactly why — wrong metric formulas, invented business terms, incorrect join paths — and introduces the architectural layer that fixes it: the unified semantic layer, exposed as an MCP API. A glimpse at what becomes possible when agents call meaning, not just schema. **Bio:** Zabeer is a seasoned Technology Architect with nearly 20 years of experience in enterprise software across FSI and fintech, including retail banking, wealth management, KYC, regulatory reporting, and payment systems. He brings strong expertise in digital transformation, legacy modernization, and data engineering, with hands-on experience in AWS, Kubernetes, Kafka, Flink, Spark, APIs, and DevOps. Actively contributes to the Singapore tech community, co-hosting Kafka meetups and delivering technical talks, with a strong focus on real-time data streaming and event-driven architecture. \*\*\* ***DISCLAIMER*** BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs. As the classroom is a mask-on setting, please be reminded that masks should still be worn at all times unless actively eating or drinking NOTE: We are unable to cater for any attendees under the age of 18. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](mailto:community@confluent.io)

Hello everyone! Join us for an IN PERSON Apache Kafka® x Apache Flink® meetup on Apr 10th from 6:30pm, hosted by Credit Agricole CIB in Singapore! **📍 Venue:** Mapletree Business City Blk 20 West 20 Pasir Panjang Road Singapore, 117439 , Level 13 \*\*\* **🗓 Agenda:** * 18:30pm-19:00pm: Food, Drinks & Networking * 19:00pm-19:30pm: Speaker from Credit Agricole CIB * 19:30pm-20:00pm: ​Dominique Ronde, Staff Solution Engineer, Confluent * 20:00pm-20:30pm: Networking \*\*\* **💡 Speaker:** ​Dominique Ronde, Staff Solution Engineer, Confluent **Talk:** Guardians of the Stream: Kafka, Flink, and the Rise of GenAI **Abstract:** In this session we will explore how Kafka and Flink can seamlessly integrate with GenAI to build intelligent systems capable of real-time learning, automation, and decision-making. Discover the next frontier in data streaming and artificial intelligence, where Kafka, Flink, and GenAI take center stage in shaping the future of industries. **Bio:** ​**Dominique Ronde** is a Staff Solution Engineer at Confluent, a pioneer in enterprise event-streaming platforms. With previous roles as a Big Data Architect and Data Scientist at freeyou, SAP, and Allianz, Dominique brings deep expertise in digital transformation, Java, AWS, and Apache Kafka®. Since 2016, he has worked extensively with Apache Flink and currently serves as a subject matter expert in the APAC region. Dominique is a frequent speaker at conferences worldwide, with a recent focus on innovative data use cases in the insurance industry. Outside of work, he enjoys experimenting with Arduino microcontrollers, IoT home devices, and traveling. \-\-\-\-\- **💡 Speaker:** Zabeer Farook, Technical Architect, Credit Agricole CIB **Talk:** Natural Language Analytics in the Lakehouse : Why is it harder than it looks? **Abstract:** AI agents and the Model Context Protocol finally make natural language analytics on your lakehouse technically plausible — any LLM can discover your schema, plan a query strategy, and return results in seconds. But connect an agent directly to your Iceberg stack and something uncomfortable happens: it returns confident, fluent, wrong answers with no signal that anything is amiss. This talk demonstrates exactly why — wrong metric formulas, invented business terms, incorrect join paths — and introduces the architectural layer that fixes it: the unified semantic layer, exposed as an MCP API. A glimpse at what becomes possible when agents call meaning, not just schema. **Bio:** Zabeer is a seasoned Technology Architect with nearly 20 years of experience in enterprise software across FSI and fintech, including retail banking, wealth management, KYC, regulatory reporting, and payment systems. He brings strong expertise in digital transformation, legacy modernization, and data engineering, with hands-on experience in AWS, Kubernetes, Kafka, Flink, Spark, APIs, and DevOps. Actively contributes to the Singapore tech community, co-hosting Kafka meetups and delivering technical talks, with a strong focus on real-time data streaming and event-driven architecture. \*\*\* ***DISCLAIMER*** BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs. As the classroom is a mask-on setting, please be reminded that masks should still be worn at all times unless actively eating or drinking NOTE: We are unable to cater for any attendees under the age of 18. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](mailto:community@confluent.io)

Hey AWS Security fam 👋 **Our goal remains the same: bring security and cloud practitioners together.** Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster. Want to speak next time? We are lining up lightning talks and deep dives for upcoming meetups — 30-minute sessions, interactive by design. New voices welcome: operators, builders, blue/red/purple teamers, platform folks. If you have shipped it, broken it, or fixed it, we want to hear it. (Ping the organizers / DM us after you RSVP.) 🎤 **Speakers** ✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center** 📌 Alfred Koh - Senior Manager, Fintech This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams. ✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda** 📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns. ✅ **Automating Secure Access Across Your AWS Ecosystem** 📌 Deddy Gunawi - APJ Solution Architect, Okta In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts. 🧭 **Event Details** 📅 Date: Wednesday, 8th April 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🛂 **Registration & Check-in (Important)** Watch for an email titled: AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – April 2026 Show this email at Level 1 Concierge to access Level 5 for verification. Walk-ins: Only if capacity allows. Confirmed registrations get priority. No confirmation email = walk-in; entry not guaranteed. 🙌 **What to Expect (and why it’s worth your evening)** * 30-minute interactive sessions — no death-by-slides * Live Q&A & show-and-tell — bring questions, tooling, and war stories * Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs 🍕 **Agenda & Housekeeping** 6:30 PM — Pizza & drinks (vegetarian + halal options) Talks — Start right after dinner Networking — Meet builders, defenders, and platform folks 📸 Photos/recordings may be used for future promo Pro tip: Arrive early to skip queues and snag a good seat 🎁 Swag & promo codes — stay till the end for giveaways

* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator)** \- Attendance is strictly by confirmed registration due to limited seating capacity\. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted\. We appreciate your understanding and look forward to welcoming you at a future session\. Art is often seen as decoration or a luxury reserved for elites. But could it also be an alternative investment? In this session, **Ms. Christine Lok**, a young collector and art advisor, shares her perspective on the evolving art market and why people buy art today — from personal passion and cultural branding to social status and long-term value preservation. Together with **Mr. Chung Ting Fai**, they will explore how collectors approach art beyond aesthetics, and how a new generation of buyers is reshaping the market. Attendees will gain practical insights into viewing art not just as beautiful objects, but also as meaningful assets. **Date & Time:** 9 Apr 2026 Thur 6.30-8.30pm * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator)** - **Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** **Agenda:** 18:30 - 19:00 Registration and Greetings 19:00 – 19:10 Club welcoming and introduction 19:10 - 20:00 Art as an Asset Class: Understanding Value Beyond Finance & Art Funds, Fractional Ownership, and Tokenisation of Art 20:00 - 20:30 Q&A, Mingling & Wrap Up **Speaker:** **Christine Lok, Art Advisor and Young Collector** **Topic: Art as an Asset Class: Understanding Value Beyond Finance** **Speaker:** **Chung Ting Fai, Founder of Chung Ting Fai & Co** **Topics: Art Funds, Fractional Ownership, and Tokenisation of Art** * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** **Christine Lok, Art Advisor and Young Collector** Christine Lok is a young collector and art advisor who specialized in Western oil painting and watercolour at LASALLE McNally School of Fine Arts, Singapore, with a focus on Modern and Contemporary Western Art History. She is certified in art market economics, contemporary art theory, and art law (Christie’s Education), as well as Tangible Things (HarvardX). Christine regularly travels globally to attend major art fairs, such as Art Basel and Frieze, gaining first-hand insight into the evolving international art market. Christine works closely with collectors, family offices, galleries, and art experts across Europe, the United States, and Asia, collaborating on the acquisition and sourcing of blue-chip works, such as Yayoi Kusama and Yoshitomo Nara, as well as primary market sales locally. She is a private member of Frame & Flame, an international collectors’ group founded by @theartmarketguy and Artscapy. Her personal collection focuses on digital art, including video art, AI-generated works, and photography. **Mr Chung Ting Fai, Founder of Chung Ting Fai & Co** A veteran lawyer with more than three decades’of experience my practice straddles both contentious and non-contentious work. For non-contentious work, his focus is on wealth management and private clients’matters be it in Singapore or China where Mr.Chung is well regarded by the legal profession in China. Mr.Chung received many referrals from well established laws firms in China including Yingke, Jingshi and Han Sheng just to name a few. Mr.Chung advise wealthy families and family office from China, Japan, ASEAN and Africa on business structuring, investment immigration, trusts, legacy and estate planning. **Location:** Warehouse on River Promenade / Jiak Kim House 5 Jiak Kim St, Jiak Kim House, Singapore 169425 **\*Light refreshments will be served during the session. Guests are encouraged to continue the evening over dinner or cocktails from our club menu, including a specially curated set dinner at $50, with exclusive privileges available.** * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) \- Attendance is strictly by confirmed registration due to limited seating capacity\. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted\. We appreciate your understanding and look forward to welcoming you at a future session\.** Note: As we aim to encourage a professional atmosphere at the event, Multi Level Marketing activities and any form of harassment are strictly prohibited.After the RSVP, you will receive the address & contact so please keep an eye on the confirmation page, confirmation email & reminder email. Who is the Host? [Eric Tse](https://www.linkedin.com/in/eric426/) See you!

Prostate cancer is the most common cancer among men in Singapore. Most men have no symptoms in the early stages — and by the time they do, it may already be advanced. **Early detection saves lives. And it starts with knowing your risk.** This April, take the most important step for your health and join us for a free, expert-led talk by **Dr. Lim Huat Chye Peter** — one of Singapore's most respected urologists and founder of the Society for Men's Health (Singapore). **📅 Date:** Saturday, 11 April 2026 **🕑 Time:** 1:30 PM – 4:00 PM **📍 Venue:** Farrer Park Hospital, Connexion, #16-06 (Viv Hall) **💰 Admission:** FREE **If you're a man over 40, this talk is for you.** Most men avoid talking about their health — until it's too late. Don't wait for symptoms. Prostate cancer is highly treatable when caught early, but the window matters. This is your chance to get straight-talking, expert guidance in a relaxed, open setting where all questions are welcome. **What you'll learn:** * What prostate cancer is and how it develops silently * Who is at risk — and why men over 40 need to act now * When and how to get screened, and what tests to expect * Treatment options and the latest advances in urological care * How to have the conversation with your doctor — and what questions to ask Come alone, or bring a father, brother, husband, or friend. The men in your life need to hear this. **Seats are limited. This event is free — but your health is priceless. Register now before it's too late.**

🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS SECURITY MEETUP PAGE** 👉 **Please RSVP here:** 🔗 https://www.meetup.com/aws-sg-security/events/313260322/ 📌 This event is hosted under the **AWS Security Users Group Singapore**. 📩 All attendees **must register** via the link above to receive a confirmation email and secure access to the venue. ❗ Registrations on other meetup pages will **not** be considered valid. **Hosted by AWS User Group Singapore x AWS Security Users Group Singapore** Hey AWS Community, April brings us another security focused AWS Meetup, hosted in collaboration with the AWS Security Users Group Singapore. Expect an evening of practical security discussions, real world lessons, and strong community energy at the AWS Singapore office. This meetup brings together cloud and security practitioners who are building, operating, and securing systems at scale. Security is broad. Cloud moves fast. Let us meet in the middle, share what works, what breaks, and how teams can ship safer and faster on AWS. Whether you work in development, operations, architecture, or security, this session is designed to leave you with ideas you can apply immediately. 📅 Date: Wednesday, 8th April 2026 🕡 Time: 6.30pm – 9.00pm 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Speakers** ✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center** 📌 Alfred Koh - Senior Manager, Fintech This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams. ✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda** 📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns. ✅ **Automating Secure Access Across Your AWS Ecosystem** 📌 Deddy Gunawi - APJ Solution Architect, Okta In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts. 📸 Kindly note that photographs and recordings captured during the event will be used for future promotional purposes. 🍕 **Agenda & Housekeeping** 💡 Pro Tip: Arrive early to avoid queues and secure your seat for the sharing sessions! 🍕 Pizza Time: Dinner starts at 6.30pm, enjoy pizza and drinks before the talks begin. 🎤 Talks start around 7.00pm 🍻 Post-Event Networking: Stick around to meet fellow builders, practitioners, and experts. 🎁 Swag & Promo Codes: AWS swag and giveaways await those who stay till the end! 🔗 Connect with us: Meetup: [AWS Security Users Group Singapore](https://www.meetup.com/aws-security-users-group-singapore/) 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) 📬 Enquiries: [aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

The April Ohio North Database Training user group meeting will be held on **April 7th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Kayla Boor**. 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/22562814501129?p=w1cSxeUXFTVeIpZiMw)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 **Accidental friends: How a DBA and an SRE worked together to optimize the system.** Are you receiving nonactionable alerts? Does your team have issues communicating with one another? This session explores real world experiences my team has faced the last several years. We will talk about why collaboration is important and how to collaborate more effectively. Attendees will leave with a better understanding of how to communicate with team members and be ready to make small changes daily that have a lasting impact over time. \*\*NEW SPEAKER \*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.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)

**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