Master Data Management

Halo Data Engineers Singapore! We are excited to welcome **Jason Jebanesan JEBANESAN** from **Credit Agricole CIB** & **Kelvin Kok,** from **Axrial** to talk about: ***Stop Tuning Your RAG Start Orchestrating - by Jason*** RAG was supposed to fix hallucinations, instead it introduced a new class of silent production failures. Tuning won't save you. RAG is a control-plane problem, and MCP is the wire underneath. ***10x Your Data Engineering: Rapid Glue ETL Prototyping with Kiro - by Kelvin*** ​The longest mile in data pipeline construction is building the transformation layer. Manually configuring AWS Glue jobs can bottleneck an entire project. In this lightning-focused talk, we’ll show you how we use Kiro to completely bypass the boilerplate. We will walk through how we feed technical constraints into Kiro to rapidly generate highly optimized AWS Glue ETL logic, ensuring efficient execution while keeping developer velocity at an all-time high. **Expected agenda:** **6.30pm - 7.00pm** \- Registration\, Food & Networking **7.00pm - 7.45pm** \- Presentation & QnA by Jason **7.45pm - 8.30pm** \- Presentation & QnA by Kelvin **8.30pm – 9.00pm** \- Post\-event Networking Hope to you all soon! Cheers! DESG

## Struggling to Get Leads from People Who Don’t Know You? You’re posting content… trying different strategies… maybe even using AI tools… But still not getting consistent leads or customers. If that sounds familiar, this session is for you. ## How AI Can Help You Attract Cold Leads (Without Overcomplicating It) In this live, in-person workshop, you’ll learn simple and practical ways to use AI to: * Reach cold audiences more effectively * Generate interest without sounding “salesy” * Create content that attracts potential customers * Approach lead generation in a clearer, more structured way Everything will be explained in a beginner-friendly manner — no technical background required. ## Imagine Having a Clearer Way to Attract Customers Instead of guessing what works… You’ll start to see how to: * Turn strangers into interested leads * Use AI to save time and effort * Build a simple approach to attract potential customers This session focuses on practical understanding — not theory. ## Secure Your Seat This is a small-group, in-person session to ensure quality learning and interaction. 👉 Reserve your seat now to learn how to start attracting leads and customers using AI.

🌿 Trip Highlights 🏯 Suzhou – Master of the Nets Garden, Pingjiang Road & Jinji Lake 🌆 Shanghai – The Bund, Nanjing Road, Tianzifang & more 🏰 Full Day at Shanghai Disneyland ✈️ Fly Singapore Airlines (SQ) 🏨 4-star hotels throughout 👥 Fully private tour – exclusively our group Plus our signature structured rotations throughout the journey and mutual matching on the final day 📋 Full detailed itinerary: [https://forms.gle/VmMrwi6GQjqqRmkN7](https://forms.gle/VmMrwi6GQjqqRmkN7) This is an exclusive, private group journey. Every detail of this trip has been purposefully designed to create the ultimate environment for connection. From our meticulous selection of premium hotels and flight to our signature Social Rotations & Matching Experience, this programme is built entirely around our group’s comfort and quality interaction. Full Experience Package includes: * Premium Accommodations: Specifically selected for quality and proximity to key attractions. * All-In Attractions & Dining: Entrance tickets, guided tours, and most meals are taken care of. * Signature Social Rotations & Matching: Our intentional, structured movement throughout the trip to ensure you meet everyone in a natural setting. Package Rates (Land Only): Single Room: $1,770 Twin Sharing: $1,250 Note on Flights: Participants are required to depart together from Singapore for the full rotation experience. Please book the following flights (approx. $720 as of 26 March): SQ 826: SIN/PVG – Fri 5 June (0115 / 0635) SQ 835: PVG/SIN – Tue 9 June (1910 / 0035) **What Makes This Trip Different?** This is not just a sightseeing tour—it is a thoughtfully curated social experience. CompleteMe ensures you maximize your exposure to the opposite gender in a natural, pressure-free setting: * Structured Rotations: We rotate the gentlemen at every opportunity—at the airport, during the flight, on coach transfers, and during attraction visits. * Meaningful Interaction: Instead of one seatmate, you’ll enjoy multiple deep conversations over 5 days. * Intentional Matching: On the final day, we conduct a private mutual matching session. If there is a match, you’ll have dedicated quality time together before the flight home! **Booking & Terms** Travel Arrangements: All travel logistics, land packages, and tour services are fulfilled by our Appointed Licensed Travel Agent: CBE PTE. LTD. trading as Chan Brothers Express (STB License: TA01382). Exclusions: * Flight tickets (Self-booked to group timing) * Travel insurance (Mandatory) & Entry visa (if required) * Personal expenses & additional drinks during meals For any enquiries, please contact us at [completeme@outlook.sg](mailto:completeme@outlook.sg) or WhatsApp (65) 81252321. This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

Learn to dance to a Kpop song according to the original MTV choreography, step by step. P.S. Spots chosen does not matter, it will be free standing position in class. ### **Address** J Platform Dance Studio @ Robinson Square 144 Robinson Road #05-02 Singapore 068908 ### **Schedule** Thursdays 6PM - 7PM ### **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.

***Adult Basketball (Ages 18+) – “Game Ready”*** Whether you’re a beginner or an experienced player, our adult sessions provide skill development, fitness training, and competitive play. These sessions focus on shooting accuracy, defensive strategies, and game execution, ensuring players stay sharp and active. ### **Address** 54 Lor. 5 Toa Payoh, Singapore 310054 ### **Schedule** Thursdays 5PM - 6PM ### **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.

Learn to dance to a Kpop song (Boy Group) according to the original MTV choreography, step by step! P.S. Spots chosen does not matter, it will be free standing position in class. ### **Address** J Platform Dance Studio @ Robinson Square 144 Robinson Road #05-02 Singapore 068908 ### **Schedule** Sundays 240PM - 340PM ### **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.

Brazilian Jiu Jitsu (BJJ) concentrates on ground fighting, using different grappling and takedown techniques in order to force the opponent into submission, including lapel grabs and defences. Our Instructor is certified under Checkmat, one of the most well-respected BJJ organisations and competition teams in the world. ### **Address** 95 Joo Chiat Rd, Level 3 & 4 ### **Schedule** Saturdays 330PM - 445PM ### **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.

Hi there! 😊 **Note:** This event is posted on multiple platforms, so more people join than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy and nice way to meet your **new girlfriend / boyfriend!** You do not need to wonder what to do first, **the host does everything for you.** Easy and nice way to make **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/singapore -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Just DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We usually sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- arranged carefully so it stays equal 😌 **Professional host included** \- the host runs the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- warm\, simple\, and low pressure 🎉 **Friendly people** \- people are usually super kind and polite\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will have **question cards** on every table! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central location. 💌 **QUESTIONS?** Email us! We reply to all emails! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/singapore -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Just DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We usually sell out around **1 week** before the event! I’m really happy to meet you! See you on Saturday! 😊❤️

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

Want to test your skill at the sport? Be the Willliam Tell or Robin Hood? Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports. Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students. **Past Experiences** * National Team (Compound) 2000 - 2002 * National Junior Development Team Coach (Compound) 2013 - 2015 * Community Club Compound Coach 2013 - 2018 * National Team (Compound) 2018 - 2020 * Tampines Meridian Junior College Archery Coach 2018 - now ### **Address** 9 Ah Hood Rd, East Asia Institute of Management ### **Schedule** Fridays 1030AM - 12PM ### **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 to the TKG Manga Drawing Foundation Course! This is for young to not-so-young aspiring artists across a number of ages who wants to try manga drawing in a structured and guided face to face environment. We have 4 categories: A.9-11 years. They say the best manga talents start doodling at 4-7 years. This is the next best thing. Art in school is boring. You want to be better than your art teacher. This is it. B. 12-18 years. Some of the best years for learning manga drawing early. Be mindful that this is not your usual school CCA. It is lit. C. 19-28 years. You have decided to learn drawing at a more serious level. You like manga. You want to meet people of similar interest and who are equally serious about it. This is gonna be awesome. D. 29-45 years. You have sort of put this off for some time and you decided that this is time to revisit this hobby again for whatever reason. You want to be professional while you still can because some damn 9 year old is starting on the dream you want and you are just salty. It could also be the last opportunity you can live your mangaka dream and you want to take the plunge. YOLO. Classes are usually conducted on Saturdays or Sundays in 2 hours blocks from 2 pm onwards. Do let us know your schedule and we see if it works out. Go ahead and meet us for a chat. There are no obligations. The starting cost is $280 per month for an equivalent of 8 hours or 4 sessions. We know it is not cheap. It should not be. Welcome to Singapore. You can check out what we do at www.tkgcc.com. We are also involved in tabletop games and a variety of pop culture related muses. We are a living example of what manga drawing can lead to. As a general overview, the TKG Comic Circle uses 3 tiers of advancement at the Bronze, Silver and Gold levels. For a slightly more detailed breakdown of the content covered: http://www.tkgcc.com/html/TATA%27S%20STUDIO/PROGRAMME%20GROUP/courseschedule.htm For those interested in the portfolio of our associates and charges: http://www.tkgcc.com/html/TATA%27S%20STUDIO/Tata%27s%20Studio.htm Feel free to write us an email at admin@tkgcc.com but nothing beats meeting us in person for a chat over a lazy 2- 6 pm-ish afternoon tea session. *** We are living in the era of Phase 2 - Covid 19. We need precautions and classes are conducted with the following measures. *** Important Rules: 1. All participants are to wear face masks at all times unless you are consuming food and drink. Do note that you should not be using this excuse to keep your mask off longer than required. 2. All admissions into our premises will be via SafeEntry. All participants will need to bring their own mobile devices to scan the QR codes located at the entrance when entering and leaving. 3. Only a maximum of 8 participants are allowed in a course group, inclusive of your instructor. *** If you have a portfolio, feel free to make a trip down for a chat. If you don't have one but will like to start somewhere, go ahead and come down as well.

**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.

**For ages 13 and above.** In this class, you will build on the basics from Foil Foundational Class and continue to learn more advanced technical skills and their applications, such as: * Different parries * Compound attacks * Counter riposte * Counter attack ### **Address** 231 Mountbatten Rd, BLK F, #01-01, Singapore 397999 ### **Schedule** Fridays 730PM - 930PM ### **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.

**For ages 7 and above.** Learn Jeet Kune Do from a third-generation Bruce Lee student. How can Jeet Kune Do empower yout life? **Simplicity in Combat:** These classes aim to simplify complex combat principles, identify the forces that shape success, debunk misconceptions, and clarify the principles that drive progress. **Application to Life:** These classes focus on applying martial arts insights to everyday life, overcoming mental barriers, and mastering our habits. The goal of these classes is to explore how martial arts can help you master and reinvent yourselves, ultimately empowering your martial arts journey and life. ### **Address** Singapore 670645 ### **Schedule** Saturdays 3PM - 4PM ### **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.

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

You're invited to Indiana D365 User Group Meeting Wed Jun 10, 2026 2-4 PM Agenda (sessions may change time slots before the meeting.) 2 Welcome 2:10 Stratgies for successful testing - Carla Teasdale from Wilmuth Solutions 2:50 Building Power Apps in an AI world using Claude Code demo - Natalie Roberts from Leaf Software Solutions 3:30 Everything you need to know about Quality in BC - Derek Bohman, BC Consultant 4:00 Closing Notes 4:10-5 Networking Social at Upland Brewing at Clay Terrace (walk over) Link Information to join remotely below [https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d) Tap on the link or paste it in a browser to join

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!