Open Data

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.

Meet: HarbourFront MRT control station (**NE1** \|\| **CC29) facing B1 Vivocity** When: Thursday 4 Jun 5 pm \*\*This is a Rain or Shine event. Please take a good lunch or bring along some snacks if you feel hungry along the way. Where there are thunderstorms, we will adjourn for coffee or early dinner. We will resume the walk once the rain subsides. Please be punctual. You are encouraged to be slightly early to avoid disappointments. There will be 5 minutes grace for attendance taking. Please remember that we cannot wait because this would be unfair to those already present. Let's go find an old abandoned Polis Post before it's demolished! See you there! :-) What to bring: \- Shades \- umbrellas \- Water \- Good walking shoes \- Long pants preferred \- Mosquito Repellent Event communication will be through the event chat. Please check the event chat on the day of the event so that you will be updated on any changes. Please be sure to RSVP responsibly to help those who are on the waitlist get the chance to come for the walks. ***You should confirm your RSVPs the day before the event to allow those on the waitlist time to schedule for the event.*** Thank you for your kind understanding. Disclaimer: Your physical well-being is your responsibility. Exercise care while you walk. Please let me know when you feel unwell and need to drop out. Walking comes with a risk of personal injury. ***By joining the walk, you accept responsibility for your safety and join the walk at your own risk. The organizer(s) will not be responsible or held liable for any accidents or injuries during or arising from the event.***

🌿 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.

### **Address** Sapphire Pavillion 30 Siloso Beach Walk ### **Schedule** Sundays 4PM - 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.

Please click [https://www.facebook.com/share/p/1G5Dp3qULU/](https://www.facebook.com/share/p/1G5Dp3qULU/) for trip details. \ For trip payment & confirmation, kindly WhatsApp: Kelvin [https://wa.me/6593838649](https://wa.me/6593838649) or Magdalene [https://wa.me/6597914105](https://wa.me/6597914105) For more adventure trips, please click: [https://linktr.ee/wlcadventure](https://linktr.ee/wlcadventure)

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

Let’s enjoy a burst of colour this June holiday—the National Orchid Garden is offering free admission for a limited time period for Singaporeans, PRs, Work Permit Holders, local students, and Dependant Pass holders. Wander through thousands of orchids in bloom and soak in the cool, leafy calm of the Botanic Gardens. 💛 It’s the perfect chance to enjoy a refreshing, nature‑filled break amid vibrant blooms. 🌈 To protect your privacy, we do not collect telephone numbers 📵. Communication will be through the Event Chat. Kindly check for any updates, especially on the day of the event. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. 🚶🚶‍♂️ *Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being 🚸, and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all. 😊 Thank you.

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

**THE BEST OF KULAI 古來 TOUR:** **HAKKA VILLAGE/PUOTO VILLAGE/JPO** **/PINEAPPLE FARM AND MORE....** **Date: 6JUNE 2026(SAT)** **☆EVENT DETAIL:** **Cost: $130/person** 3 persons or more sign up and payment together is $120/person **INTERESTED, WHATAPPS 94884478 Wilfred or RSVP via MEETUP:** [https://www.meetup.com/lets-go-travelling-hiking/events/314256746/](https://www.meetup.com/lets-go-travelling-hiking/events/314256746/) **TOUR HIGHLIGHTS:** ◾Kulai 古来 Sightseeing Tour -Kelapa Sawit Hakka Village -Mural / Street Arts ◾Pineapple Farm Tour + Free Samples ◾Johore Premium Factory ◾Kulai Putuo Village ◾Bukit Indah Aeon Mall / Massage / Shopping ◾Bukit Indah for Dinner **◾Bukit Indah Town (3 Hours of Relaxing Time)** To a land of scrumptious good food, relaxing hotels with affordable prices and fun-filled family-oriented entertainment, Bukit Indah has so much to offer! We will be visiting for shopping, massaging and relaxing after checking out from Treehouses before heading back to Singapore **☆INCLUDE:** \* 1 Event Host \*Guided Tour \*Nictar Pineapple Farm Tour \* Transportation Van < 14 person Bus >15 person \* Dinner included if group-size is 10 or more **☆EXCLUDE:** Travel Insurance Things not mentioned in itinerary Bukit Indah Massage/Shopping etc, at own cost Putuo Village Bamboo Forest Entrance Fee RM20/person **☆PAYMENT:** **Paynow xxx to UEN 201727764C** Wilfred Go Travelling & Hiking Pte or Bank Transfer to DBS Current Account 0029069789 and Text 94884478 with Print-screen Receipt TA License No 03066 TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD \*\*To Connect With Us With Latest Events Broadcast & News: 1\. Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg) 2\. Whatapps Channel: [https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l) 3\. Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar) **☆Suggested Itinerary:** (Sat), (L) 645am: Marsiling MRT 650am: Woodlands Custom 730am: Depart JB Custom 815am: Breakfast 1015am: Hakka Village/ Mural Wall / Street Arts 11am-Puoto Village 12pm: Johore Premium Outlet + Own Lunch 2pm: Nictar Pineapple Farm Tour 4pm: Bukit Indah Shopping/ Massage 630pm: Dinner @ Loon Sing Taman Daya 8pm: JB Custom 9pm: Marsiling MRT **DISCLAIMER, INDEMNITY AND TERMS OF PARTICIPATION:** **\-\-\-ACKNOWLEDGEMENT TO OUR TERMS & CONDITIONS\-\-\-** [https://www.wilfredtravel.org/terms-and-conditions](https://www.wilfredtravel.org/terms-and-conditions)

To RSVP for registration, **click here** ([https://3playtopia.com/trip/i-light-2026-night-walk](https://3playtopia.com/trip/i-light-2026-night-walk)) Hosted by: Our friendly arts practitioners, **Ben and Christine** ([https://www.instagram.com/benbenyou?igsh=MWlrNTQwMGloM2g5bQ==](https://www.instagram.com/benbenyou?igsh=MWlrNTQwMGloM2g5bQ==)) and ([https://www.instagram.com/chrispychong?igsh=aDB4eDYzZmwzZ25l](https://www.instagram.com/chrispychong?igsh=aDB4eDYzZmwzZ25l)) **For inquiries (WhatsApp):** 8078 4087 Some walks show you places. This walk change how you observe them. Join us at this free walk for an evening exploring iLight Singapore, where Ben who is an artist, and Christine an arts manager, will share stories, conversations, and perhaps even unexpected perspectives!! 😃 **No art background needed.** **Just your curiosity and your explorer's hat.** What to expect: \* hidden perspectives on familiar spaces \* thoughtful but casual exploration \* a welcoming small-group environment Come curious. Leave enlightened. This walk also offer a glimpse into Ben's and Christine's upcoming Korea journey to 2 cities, Gwangju and Busan, where we explore cities through contemporary culture, local stories, food, architecture, and community experiences. If you enjoy meaningful travel experiences beyond ordinary tourism, this may be for you. ([https://3playtopia.com/trip/a-tour-of-two-korean-cities-gwangju-and-busan](https://3playtopia.com/trip/a-tour-of-two-korean-cities-gwangju-and-busan)) With so much to offer, do come join Ben and Christine at iLight Singapore for a... **read more** ([https://3playtopia.com/trip/i-light-2026-night-walk](https://3playtopia.com/trip/i-light-2026-night-walk)) To keep in touch/updated: • You can join this [Whatsapp group chat for the latest updates](https://chat.whatsapp.com/L0D9Pp7LTds4QySKjexc32?s=cl&p=a&mlu=2&ilr=0). Please bring along your earpiece for your phones and have your phones fully charged as we will be using them during the walk.

Join us for a relaxed evening as we start with dinner at Lau Pa Sat , then head over to the 2006 I-Light festival to explore the light installations around Marina Bay . It’s an easy night of walking and checking out some fun interactive displays by the waterfront, along with good company. This is a free community walk, led by volunteers who enjoy the Great Outdoors (GO) and would like to share them with u too! ![🤎]() Kindly RSVP responsibly to give others a chance to join. The 'going' list may not necessarily follow a strict sequence.  To protect your privacy, we do not collect telephone numbers . Communication will be through the Event Chat. Kindly check for any updates, especially on the day of the event. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. ![🚶]() \*Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being , and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all.  Thank you.  Photo credit: I-Light 2026

**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)

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

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

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!

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons