Performance Monitoring

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 reserve your spot by registering on the below link : https://www.eventbrite.com/e/join-biggest-community-investors-founders-singapore-online-tickets-1975080088713?aff=meetup QUESTIONS ? Pls Reach out to; Rose - +971528033410 ( WhatsApp Only)

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

Join us for a fun and exciting session! RSVP if u are coming. Whatsapp 93366835 for any enquiry or if u are coming. Don't pop up unannounced. Game will only start with 4 px minimum. Located at the Pickleball Ang Mo Kio courts, our group welcomes players aged 25 and above who are passionate about both pickleball and discussing the latest happenings in Singapore, business, investing and anything under the sun. Come prepared to enjoy some friendly and serious competition on the courts, and forge meaningful friendship with fellow Pickle-chus! Reserve your slots now. All u need to bring is yourself, pickle paddle, hydration for yourself, a towel to dry yourself, comfortable shoes and attire and you're good to go. For first time members, a one time only $4 admin fee is payable for provided equipment (net) and expensive silent balls. That's all. Subsequently it will be $1 a month just to cover cost of setup etc.

## 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/)

Welcome to Themed Super Scrabble meetup. *A word list will be provided for your reference during gameplay. *Form words from the list to score additional points *We will have a unique theme each and every week. After RSVP kindly text me immediately for further meetup details. Hope to hear from you soon!! Joseph 88023147

Hi all, join us for an easy pace social run (30-60mins+/- for 4km, 8km or 10km) and breakfast. Here’s the plan for the day: \- 7:00 AM: Meet at Stadium MRT CC6 exit A for our run \(bag drop available\)\. 🏃🏻🏃🏻‍♀️ \~8:15 AM: Head to Kallang Wave Mall foodcourt for post-run drinks n breakfast. More details to come, but we just wanted to say thanks for signing up—we’re looking forward to a great time! Have a wonderful day ahead! 😎

**\*If interested, please whatsapp** [wa.me/+6588842635](wa.me/+6588842635) **or +65 8884 2635! Sign-ups *are only confirmed after contacting us and joining the WA group! \**** Gunung Datuk is a good **challenging (depends on who you ask)** starting hike and introduction to trekking for beginners or first-timers who wish to know **what hiking really entails!** It is also one of the more fun short-day hikes for the adventurous! Mount Datuk (885m) is an extremely popular 1-day beginner hike located in Malaysia, about an hour away from Malacca. The hike takes an average of 2.5h up and 2.5h down. It is not too long, yet challenging and strenuous enough for a half-day hike. There are some very steep parts and the trek requires using your hands. Additionally, there are minor rope sections and ladders near the summit. This trek can be **challenging for beginners** so be prepared for a fun adventurous experience. At the summit, there is a nice view of the surroundings and we can take a break on the rocks and enjoy the wind before descending! After that, the plan is to hunt for some good food in Malacca! If we end earlier, there will be more time for free and easy along Jonker street. Of course within the group, there will be people of various speeds. Those faster can have more time at the summit and wash up first. Please be patient for the slower ones! The intention of the trip is to introduce newbies who haven't tried trekking before so please be patient and welcoming! It is important to be open-minded and sporting enough to embrace challenges! There are mosquitoes and leeches abound =) **Do note it is NOT a walk in the park** To confirm, do RSVP and send me a whatsapp message! A Whatsapp group will be set up. A minimum of **12 pax** is needed for this trip to go ahead. Your place is only confirmed once payment is made. Here is the estimated itinerary: Saturday 12.00am – Meet Marsiling MRT, depart for Datuk 4.00am – Stop by for breakfast 5.00am – Start trek at with headlights 7.30am – Summit 11.00am- Reach back and wash up 1.00pm – Head to Malacca for food 4.00pm – Depart back to Singapore 9-12pm – Reach back Marsiling MRT (depends on traffic) **\*You may leave your non-hiking items on the bus\*** Please have your own headlights! Price: **120SGD per pax** Price includes: 2-ways Transport LMT Trek Leader Local Guides + Necessary Park Permits and Fees LMT Info-Kit Price excludes: Personal Travel Insurance All Personal expenses/Meals/Activities in Malacca Visa Application (if any) Everything else This event is organized by LITTLE MONSTERS TRAVEL PTE LTD Travel Agent Licence No: 03117 Contact : +65 88842635 Email: info@littlemonsterstravel.net Some additional questions: 1. How long is the ride to Mount Datuk A: It takes only around 3-4h from Singapore - Datuk/Malacca. 2. The journey to Datuk only takes 3 hours, why do we set off so early? A: This is so that we can save money on accommodation/driver cost/taxi to MRT station. This also means there is a lack of sleep, so try to sleep in the vehicle! Bring a travel pillow! 3. Are there shower or toilet facilities at the park? A: Very basic shower and toilet facilities. Please bring a change of clothes and shower when you are down from Datuk. No smelly people in the vehicle! 4. Do I get to see the sunrise at the top? A: Maybe. Depends on how comfortable everyone is with walking with headlights. 5. I am totally new to hiking, what should I bring/wear? Is there training? A: I will set up a WhatsApp group for questions and provide some info-kit to prepare. Most important is being open =) 6. How fit do I have to be? I am afraid of being the slowest/burden to the group. A: You would need basic endurance and be open-minded, embrace the challenge of using your hands and going up and down rocks or steep terrain. Many people have done Datuk, of various fitness, the group will move at a slower pace to help build that confidence. 7. What happens if it rains! A: If it is a light drizzle, we would continue. Usually we'll continue, or wait until the heavy rain stops. If it rains, it'll be slippery so go slow!

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

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

The topic for June is "Roadtrip" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

**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)

At Unity of Columbus, our Youth and Family Ministry nurtures the spiritual growth of children and families through love, joy, and practical spiritual teachings. Each Sunday, children explore timeless spiritual principles through stories, creative activities, music, and group sharing in a safe and welcoming environment. Our program encourages children to discover their own inner light, express kindness, and develop a personal connection with God. Together, we celebrate diversity, cultivate understanding, and inspire each child to live with purpose and compassion. Parents and families are invited to join in this uplifting journey of learning, laughter, and spiritual connection.

Join us as we get together to see Paul Rudd in the latest comedy-drama-musical from John Carney, POWER BALLAD! The film follows a washed-up wedding singer, a fading boy band singer and a stolen hit song. Here’s a description, trailer and plan for this event: DESCRIPTION: Rick, a washed-up wedding singer, and Danny, a fading boy band star, bond over music and a late-night jam session. When Danny turns Rick's song into a hit, Rick sets out to reclaim the recognition he believes he deserves. Power Ballad is written/directed by John Carney, the master of the modern musical and creative mind behind Once, Begin Again and Sing Street! It stars Paul Rudd, Nick Jonas, Peter McDonald, Marcella Plunkett, Havana Rose Liu and Jack Reynor. BUZZ & ACCLAIM: The film premiered to rave reviews at this year’s Dublin International Film Festival where critics call it “a sure-fired crowd-pleaser” that “just might be the feel-good hit of the year!” Others say, “Paul Rudd delivers a career-best performance in this charmer” that’s both “hilarious and deeply moving." The film continues John Carney’s “long run of success with yet another charmer” and “a sharp, hopeful crowd-pleaser that strikes the right notes!” SUMMER OF ICE CREAM, VOL 2: SHAKE NO. 8! Ranked the #1 Ice Cream Shop in Columbus, this is a perfect early stop on our Summer of Ice Cream! Their menu uses made-from-scratch recipes in an array of traditional, specialty and vegan shakes, hot cocoa, crepes, waffle sticks, specialty coffee & espresso, and more! Their specialty shakes are as delicious as they are over-the-top and they offer an extensive vegan menu! You can check out their full menu here: [https://www.shakeno8.com/menu.php](https://www.shakeno8.com/menu.php) PLAN: Please purchase your ticket for the 6:45pm showing and we’ll meet in the upstairs lobby between 6:25 and 6:35pm! Advance ticket purchase is advised for this opening night showing! Once you have yours, please list your seat number in the Comments section of this event. We'll head to nearby Shake No. 8 immediately following the show! Should be a fun one, Dan

The Unity of Columbus Resource Group for the Homeless is seeking compassionate volunteers who would like to help serve and uplift members of our homeless community. This group is dedicated to sharing kindness, resources, and support with individuals who may be experiencing difficult circumstances. Anyone with a heart for service is welcome to join us as we work together to make a positive difference in the lives of others. Community members are also invited to contribute by bringing helpful items for those in need. Donations of items can be contributed at the meeting and will be distributed to assist members of the homeless community. Please consider joining us and sharing this opportunity with friends, family, or associates who may also wish to help. Learn more about Unity of Columbus at www.unityofcolumbus.org or call (614) 267-4959. Together we can extend compassion, dignity, and support to our community. 💛

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!