IaaS (Infrastructure as a Service)

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

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)

## 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.

**Grow Your Business Through Genuine Relationships** This weekly referral networking session brings together SME owners and professionals who are focused on building meaningful business relationships and expanding their client base through referrals. Many attendees join to build long-term referral partnerships and expand their professional network with like-minded business owners. [RSVP Here](https://forms.gle/Gt7UemdzUjgRG4ci7) **What Makes This Different** Unlike casual networking events, this session is structured, efficient, and focused on helping attendees build genuine professional relationships. You will meet fellow SME owners and professionals who are actively growing their businesses and open to building partnerships. The session is professionally facilitated to ensure everyone has the opportunity to introduce themselves and connect meaningfully. [RSVP Here](https://forms.gle/Gt7UemdzUjgRG4ci7) **What You Can Expect** • 7.30AM - 9.30AM • Structured introductions from attendees • Opportunity to present your business and services • Referral and opportunity sharing • Professional networking with SME owners and professionals The environment is welcoming, professional, and respectful of your time. [RSVP Here](https://forms.gle/Gt7UemdzUjgRG4ci7) **Who Is This For** This session is suitable for: • SME owners • Business owners and founders • Lawyers and legal professionals • Doctors and medical professionals • Consultants • Immigration service providers • Accountants and professional service providers • Professionals responsible for business growth and client acquisition Whether you are growing an established business or expanding your professional network, this session provides valuable connections. [RSVP Here](https://forms.gle/Gt7UemdzUjgRG4ci7) **What To Bring** • Name cards • A short introduction of your business • A professional mindset [RSVP Here](https://forms.gle/Gt7UemdzUjgRG4ci7) **Why Attendees Attend Regularly** Many attendees find this to be one of the most effective ways to: • Build trusted professional relationships • Increase referral opportunities • Expand their business network • Stay connected with the local business community [RSVP Here](https://forms.gle/Gt7UemdzUjgRG4ci7)

## Details **♟️ Geek Out, Stress Out 🎯** **Note:** If you are hosting games, you can create a session under this event via this URL: [https://playbojio.vercel.app/](https://playbojio.vercel.app/) Ready to flex that board game brain? This night is for the seasoned gamers, the engine-builders, the tableau tacticians, and the worker placement pros. We're diving into the deeper end of the tabletop pool—**strategy games that challenge, engage, and maybe even melt your brain (in a good way).** Whether you're plotting your next move in a Euro classic or trying out a hot new release, this is your space to **go big on games** and connect with fellow strategy lovers. Bring your A-game, bring your favorite titles to share, and let’s get into the good stuff. **Venue:** Geekster **Time:** 7pm to 11pm (Every Thu) **Address:** 100 Lorong 23 Geylang #03-02 S388398 (Near to Aljunied MRT, take the shorter path at Atrix Bulding) **Fee:** Option A: Roll 2 dice and the sum will be the entry fee Option B: S$8 per entry Both options come with **ONE** complimentary drink **🎲 Play Arena Rules 🎲** 1️⃣ Max capacity: 24 people (excluding Geekster). RSVP is first come, first served. If you can’t make it, please de-RSVP so others on the waitlist can join. ✅🔄 2️⃣ Be respectful—no excessive noise or aggressive behavior. 🚫🎭 3️⃣ You’re welcome to bring your own games! Just make sure they’re ***clean*** and ***mold-free***. Comment below with what you're bringing. 😊🎲 4️⃣ Handle all games with care. Damage to Geekster’s games may incur a replacement fee. 💸⚠️ 5️⃣ No outside food or drinks (except plain water). Keep food and drinks away from games. 🚱🍔 6️⃣ Feeling unwell? Please stay home. Hosts may deny entry if needed. 🤒❌ 7️⃣ Keep an eye on your belongings; management isn’t responsible for lost items. 🎒👀 8️⃣ Theft = police report + permanent ban. 🚔🚨 Please join our **Telegram** group here for more details/updates: [https://t.me/+6r-3vSQcxwNjZjM1](https://t.me/+6r-3vSQcxwNjZjM1) **CONNECT WITH US!** **📌 Follow us on** [IG](https://www.instagram.com/geekster.sg/) **📌 Check out our latest arrivals and pre-orders on our** [website](https://www.geekster.sg/)

📅 Date: Every Sunday 🕒 Meeting Time: 2:35 PM ⏰ Walk: 2:45 PM – 5:30 PM 📍 Starting Point: DT5 Beauty World MRT (Control Station/Passenger Service) This Summer in Japan, our group will be taking on the challenge of conquering Mount Fuji! 🗻 To prepare ourselves, we’ll be doing weekly training hikes every Sunday at Bukit Timah Nature Reserve — Singapore’s most iconic hiking spot and our training ground for the months ahead. If you’ve been wanting to challenge yourself, build stamina, improve fitness, or simply train with a supportive and motivated group, you’re welcome to join us. This route won’t be the easiest, but growth never happens in the comfort zone 💪 As a Stage 4 cancer survivor myself, if I can do this, I truly believe you can too. We also have more overseas hiking adventures planned in the future, so this is a great opportunity to start training together and meet fellow hiking enthusiasts! 👟 **What to bring:** Water, umbrella/raincoat, and wear comfortable sports attire & shoes, sun protection (cap or sunscreen), light snacks (optional). Let’s train, sweat, and grow stronger together — one step at a time. ⛰️

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

Join us for our Sunday service at HMC SG, where we begin with a time of heartfelt worship, followed by the preaching of God’s Word, and conclude with a time of prayer and ministry. Come and be refreshed, encouraged, and strengthened in your faith as we seek God together. Venue: 10 Anson Road #13-04 International Plaza Singapore 079903 - Breakthrough Room

📅 Sunday, 7 June ⏰ 8:30 AM – 12:30 PM 📍 Meet at: Springleaf MRT Station(Passenger Service Center) 🕗 Meeting Time: 8:20 AM Join us for a refreshing morning walk through some of Singapore’s beautiful nature trails and reservoir landscapes. Enjoy lush greenery, peaceful reservoir views, fresh air, and great company as we spend the morning reconnecting with nature. 🌿✨ 🥾 Route: • Upper Thomson Road • Thomson Nature Park • Upper Peirce Reservoir • MacRitchie Reservoir • Windsor Nature Park 📏 Distance: Approximately 12–13 km 👕 What to Wear: Comfortable activewear and sports or walking shoes. 🎒 What to Bring: • Water • Umbrella / Poncho • Cap or Sunglasses • Mosquito Repellent • Light Snacks ☔ Event will proceed rain or shine. In the event of rain, we will seek shelter and assess the weather conditions before continuing the walk. ⚠️ Please arrive on time as the walk will begin promptly at 8:30 AM. ⚠️ Safety Notice Participants should ensure they are physically fit and comfortable with the distance and terrain involved. Outdoor walking activities may involve risks such as uneven surfaces, weather changes, and other unforeseen conditions. By joining this walk, participants acknowledge and accept these risks and agree to participate at their own discretion. The organiser and walk leaders will not be responsible for any injury, illness, accident, loss, or damage that may occur during this event. 💛If you’re unable to attend, kindly update your RSVP so others on the waitlist may join. See you on the trails! 🌿😊

**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)

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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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!

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!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd