Database Development

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

***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** 150 Pandan Gardens, Singapore 609335 ### **Schedule** Thursdays 530PM - 630PM ### **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.

**Try new prototype games from local designers! Designers and non-designers welcome.** **FREE gaming/playtesting of \*\*\*unpublished games only\*\*\*** * $2.50 for 1 non-alcoholic drink (excl. milkshakes/spritzers) (U.P. $7) * $6.00 for one 300ml draft beer or glass of house wine (U.P. $12) * 20% discount on all additional food orders **Designers** \- playtesting is free\! We only ask that you split your time between testing your game and helping other designers out\. **Other notes:** * *Playing published games (from the library or otherwise) will incur the cafe's usual $10/pax board game cover charge* * *All prices before 10% service charge and GST*

**Come along to a friendly game of 5 a Side Football @Arena, Woodleigh 1-hour game** The game is 15SGD per pax for 1 hour, 15SGD is non-refundable if you don't play for any reason. Please RSVP in to book your playing slot now. After you RSVP one of the organisers will reach out to you to confirm your attendance and collect payment. If you do not reply you will be removed from the list so please check your meetup messages

**Thunder Pong 雷攻乒乓 Thursday Table Tennis – Intermediate & Above** **(7:00 PM – 10:00 PM | 3 Hours)** Join us at **Thunder Pong** for a structured and competitive table tennis session catered for intermediate-level and above players. Suitable for players who enjoy competitive rallies, consistent match play, and pushing their game to the next level. **Skill Level** Open to intermediate-level and above players who can sustain good rallies and serve consistently. Participants should have a basic understanding of the game rules and maintain fair play and sportsmanship. **What to Bring** • Your own table tennis racket • Tables & balls provided (Nittaku / DFish / DHS 3⭐ 40+) **Venue** • High-grade 7mm ITTF-approved flooring • Fully air-conditioned **Important Rules** • ⏰ Session runs 7:00 PM – 10:00 PM • 👟 Indoor court shoes only 🚫 Running / track / outdoor shoes / slippers NOT allowed • 🍴 No eating in playing area • Play responsibly — any damage to venue/equipment is chargeable **RSVP & Payment** • $9 per session | PayNow only • Join waitlist to indicate interest • Once moved to RSVP (Going), payment must be made at least 48 hours before session • Unpaid slots may be released to the waitlist • Maximum 8 players per session If you have any questions, feel free to contact me directly. Let’s enjoy a competitive yet friendly TT session — sharpening skills, challenging ourselves, and making new friends 🏓 **Disclaimer** Participation is voluntary and at your own risk. Thunder Pong is not liable for injuries, damages, or losses. Players confirm they are medically fit, agree to sportsmanlike conduct, are responsible for personal belongings, and consent to photos/videos for promotional use.

Hey Guys, For this run - we will be running at Tampines towards IKEA for dinner! Approx. Distance: 5km Meeting location: Tampines MRT Exit B (ignore the glitch stated under 'location') Dinner location: Tampines IKEA And in the spirit of the Run-to-Eat club, we will end off the run with a satisfying dinner close by. Hope to see you guys soon! ((: *Notes: 1) No locker services will be provided 2) Unable to wait for latecomers

## 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.

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

**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.

***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** 10 Jln Ubi, Singapore 409075 ### **Schedule** Saturdays 7PM - 8PM ### **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.

**Click here for more WSET Level 2 course dates, fees and information** Get up to 50% Subsidies With NTUC UTAP [https://www.finewines.com.sg/wset-level-2-wine-course-singapore/](https://www.finewines.com.sg/wset-level-2-wine-course-singapore/) WSET wine courses are the backbone of Singapore’s F&B and wine industry and a must for anybody considering joining it. This is an internationally recognised wine certification which will help you to advance your career anywhere in the world. If you are currently working in the wine industry or possess basic wine knowledge and are keen to enter into the F&B or wine trade, our WSET Level 2 wine course furthers your wine knowledge in a more in-depth programme. Our experienced WSET certified educators will provide you with the practical skills and technical knowledge required in a career of the complex world of wine. The WSET Level 2 course is also a perfect option for wine lovers looking to increase their wine knowledge in a structured way. Also its the stepping stone to the progress to the WSET Level 3. **WHAT YOU WILL LEARN:** How to taste and describe wine using the WSET Level 2 Systematic Approach to Tasting Wine (SAT). Understand the factors that influence a wine’s style, quality and price. Learn & taste 22 grape varieties produced in important geographical indications (GIs) around the world. Interpret key labeling terms to understand the style, flavour and method of production of still, sparkling and fortified wines. Why tannin, acidity and terroir play a role in terms of the wine tastes. Principles of food and wine pairing and the storage and service of wine. Intensive & effective wine palate training by tasting over 40 bottles of wines! **Click here for more WSET Level 2 course dates, fees and information** Get up to 50% Subsidies With NTUC UTAP [https://www.finewines.com.sg/wset-level-2-wine-course-singapore/](https://www.finewines.com.sg/wset-level-2-wine-course-singapore/)

**Click here for more WSET course dates, fees and information** 🎓 Offset Your Course Fee with SkillsFuture Credits – No Out-of-Pocket Payment Needed for Eligible Singaporeans! 💼 NTUC Members Enjoy Up to 50% Subsidy with UTAP [https://www.finewines.com.sg/wset-level-1-wine-course-singapore/](https://www.finewines.com.sg/wset-level-1-wine-course-singapore/) Learn the specific skills needed to identify the different styles of wine and enhance your senses to evaluate wine as well as the professionals. You will get into in depth study of the systematic approach which will equip you with the necessary skills through wine tasting. By the end of this course you will be eloquent in the language of wine and have picked up key knowledge of food and wine pairing to further specify your culinary style and taste. Diversify your skills in a fast-growing economy through Level 1 WSET and add value to your career portfolio. This course is also a fun way to get up to speed on what wine is and how it differs by style. Highly suitable for individuals with a strong interest in wine as well as for professionals kickstarting a career in hospitality or F&Bs by enriching service staff to confidently raise the profile of the company’s wines and enjoy increased revenue from every drop sold. **WHAT YOU WILL LEARN:** You will go through the production of wine and learn about the main styles of wines and grape varieties. Our certified WSET wine educators will guide you through tasting techniques and the wine service process. You will get insight into practices and issues in the wine industry and be able to discuss about wines from different regions. You will be evaluating and tasting seven different kinds of wines and identifying good or bad food pairings. **Click here for more WSET course dates, fees and information** Get up to 50% Subsidies With NTUC UTAP [https://www.finewines.com.sg/wset-level-1-wine-course-singapore/](https://www.finewines.com.sg/wset-level-1-wine-course-singapore/)

🥾 **Backpack Endurance Hike – Consistency Steps Training!!!** Route: Hillview MRT EXIT A ➝ Dairy Farm Nature Park ➝ Bukit Timah Summit ➝ 2-3 Staircase Loops ➝ Beauty World Shopping Centre for lunch. **Date: 7th June 2026 (Sun)** **Meeting Time: 8 am** **Meeting point: Hillview MRT Exit A** **Your Leader in Fitness: Gary** Join us for a practical endurance training session designed to build back strength, overall stamina, and backpack carrying efficiency, perfect for those preparing for long-distance hikes and treks. We will tackle a mix of trail and stair climbs to simulate the kind of effort and strain experienced during multi-day hikes. This session focuses on consistency, not speed, ideal for beginners and experienced hikers alike who want to train smart. 🧳 What to Bring: \*Backpack (with at least 5-7kg weight to simulate real conditions) - Minimum 1.5L of water \*Light snacks or energy bars - Towel/small cloth \*Rain gear or poncho (weather dependent) - Proper hiking shoes \*Sunscreen and cap - EZ-Link card / small cash for lunch Note: Train smart. This is not a race. The goal is to develop strength and endurance through consistent effort and mindful pacing. Let’s gear up and get trail-ready! 💪 Bad weather contingency plan: *Waterproof your belongings and bring rain gear (rain cover, jacket, poncho, or umbrella). Please read this #1 - This is a number-controlled event. Please come only if you are on the attending list. #2 - We will move out at 8.05am sharp. We are not able to wait for late comers. #3 - As this is a limited number event, please check your calendar and make sure you can come before you RSVP. Do not change your attendance at the last minute and deny someone else who genuinely wishes to come. ### Important Liability Notice By joining this training, you acknowledge that you are participating voluntarily and understand the physical risks inherent in this activity. AU is not responsible for any injuries, accidents, or health complications that may occur during the training. Please ensure you are medically fit and adequately prepared for the demands of the session.

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

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

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

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class from BOTH a sign-up and fee perspective is a separate entity. **Introduction:** Our Page Building with Bricks web development class provides detailed instruction for using Bricks Builder, a visual site builder for WordPress, to create and manage websites. Widely considered by many of the world's leading web developers to be the most complete page builder on the market today, Bricks Builder offers a wide range of features and comprehensive tools. Our Bricks Builder web development class provides detailed instructions on utilizing the toolset. The series of courses covers the core features of Bricks Builder, enabling users to design and develop responsive, visually appealing websites. Moreover, the courses are oriented to reinforce a focus on professional, scalable web development. Throughout the series, we focus our page-building instruction on the semantic and structural integrity of the pages in a responsive world. By the end of the 10-class series, participants will have a fundamental understanding of proper web page and website development. **The breakdown of the 10-class series is as follows:** * Class 01 - Survey of Page Builders / What Bricksbuilder Does For You * Class 02 - Boxes, Boxes, Boxes / Sections / Containers * Class 03 - Static Units / Relative Units / Responsive Development And Math Functions * Class 04 - CSS Variables And DRY Development / Classes And Global Styling * Class 05 - CSS Grid And CSS Flexbox * Class 06 - Responsive Development / Breakpoints And Media Queries * Class 07 - Effective Use Of Color / Effective Use Of Images * Class 08 - Beginning To Think Dynamically / Using Templates And Components * Class 09 - Dynamic Styling / Data Attributes And Attribute Selectors * Class 10 - Pseudo Elements / Programmatically Styling With Pseudo Classes Throughout the class sessions listed above, we cover the following key areas of web development with Bricks Builder: * **Introduction to Bricks Builder Interface:** * Familiarization with the builder's layout, including the toolbar, panel, and canvas, and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Bricks' drag-and-drop interface, incorporating sections, rows, columns, and elements to build page structures. * **Styling and Design:** * Utilizing Bricks' styling options to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box) to build data-driven websites. * **Template Building:** * Creating and managing reusable templates for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Bricks Builder contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Bricks Builder, catering to both beginners and experienced web developers.

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!

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. 4. As the Etch toolset evolves, so too will the class outline below. **Introduction:** Our Site Building with Etch class provides detailed instructions on the philosophy of the Etch development framework, as well as in-depth, hands-on instruction on using the Etch environment and associated tools. Anyone familiar with Kevin Geary and the Digital Gravy set of products will tell you that they offer ground-breaking approaches to professional WordPress site development. As we write this, the Etch toolset and environment are rapidly taking shape, with weekly quantum leaps forward in WordPress development methodologies. As early investors in the Etch product offering and its development process, we are actively testing and evaluating the toolset as it takes shape. We are beyond excited to see how WordPress site development is being modernized, and can't wait to bring this course set to you. It will be a paradigm shift in page and site development within WordPress, as well as moving your development mindset light-years forward. Join us as we explore Etch and dive deep into development approaches that will genuinely elevate your craft as a website developer and agency provider. Scalable, responsive, compliant websites are now within easy reach, and Etch provides both the platform and toolset to take you there. **The breakdown of the 10-class series is as follows:** * Class 01 - TBD * Class 02 - TBD * Class 03 - TBD * Class 04 - TBD * Class 05 - TBD * Class 06 - TBD * Class 07 - TBD * Class 08 - TBD * Class 09 - TBD * Class 10 - TBD Throughout the class sessions listed above, we cover the following key areas of web development with Etch: * **Introduction to Etch Interface:** * Familiarization with the toolset's layout and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Etch's interface, incorporating sections, divs, containers, and elements to build semantically correct page structures. * **Styling and Design:** * Utilizing Etch's styling approach to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box, and even built-in fields) to build data-driven websites. * **Component Building:** * Creating and managing reusable components for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Etch contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Etch, catering to both beginners and experienced web developers alike.

**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