Performance Monitoring

**You’ve built a career—but are you building something that truly matters?** If you’ve ever wondered whether your skills could be used for something more meaningful, you’re not alone. Join us for an evening of professional networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals, engage in meaningful conversations, and discover opportunities to contribute to a more sustainable future. This meetup is the perfect platform to expand your network, exchange ideas, and learn the secrets behind venture building. Let’s explore how your experience can help build a better future—alongside others who are turning that same restlessness into real impact. [Note: Do get a drink or food from the venue to support them]

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-14may2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** Balancing speed and stability is a constant challenge in evolving multi-product ecosystems, where teams must make deliberate trade-offs between rapid iteration and long-term reliability. In this edition of ***STACK Meetup [Engineering]***, GovTech speakers from the ***GovWallet suite – GovEntry, GovRewards, GovSupply, and GovWallet*** – will share their grounded experiences from building and scaling across multiple products, offering a closer look at how engineering teams make decisions, prioritise effectively, and evolve systems as complexity grows. Whether you’re shaping architecture, building systems or driving delivery, gain practical perspectives on making better trade-offs, prioritising effectively, and building with greater clarity and intent. Learn with us today: **[go.gov.sg/stackmeetup-14may2026-mc](https://go.gov.sg/stackmeetup-14may2026-mc)**! Who should attend: Software engineers, backend developers, system designers, and engineering managers, who are building and scaling systems across multiple products. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Satoshi Hayashi, Lead Product Manager, Platform Products, Government Digital Products (GDP), GovTech Singapore 7:15pm: Our API-First Journey: Building the Engine Before The Car By Chia Wei Kang, Software Engineer, Government Digital Products - GovEntry, GovTech Singapore 7:35pm: The Art of Small Wins: Build Only What You Need, When You Need It By Alvin Choong, Engineering Manager, Government Digital Products - GovEntry, GovTech Singapore 7:55pm: Diving Into Various Multi-Product Use Cases and Our Learnings By Immanuella Lim, Engineering Manager, Government Digital Products - GovWallet, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-14may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

We’re excited to be part of **“Agentic AI At Work”** — a community meetup happening on **14th May**. If you’re exploring how AI agents are being built and used in the real world, this is a great session to join and learn with the community. From the Redis side, we’ll be presenting: **“Building Production-Ready GenAI Applications with Redis.”** In this talk, we’ll share practical patterns to take GenAI apps beyond prototypes — covering common challenges like **latency, cost, and accuracy**, and how Redis can act as a **real-time context/working memory layer** using approaches like **semantic caching, vector & hybrid search, and efficient retrieval**. If you’d like to learn more about Redis and how teams are using it in GenAI applications, we’d love to have you join. **Important:** RSVP on Meetup is **not enough** — you must register via the **Luma link** to get the joining details and confirmation. Register here (via Luma): https://luma.com/pb93q27u

This is a beacon of light or radio messsage for those who are hurting out there. This season can be confusing, painful, lonely, and sometimes outright horrible and you feel like no one understands you or wanting to help you. ISometimes, all you need is a listening ear. If you're going through a divorce—or have recently been through one—I just want you to know: you’re NOT alone. I am going through the same thing. This group was created for exactly that reason as I realised I was isolated and it was a very painful and lonely season. I believe there is strength in showing up, sharing honestly, and just having a conversation with someone who is going through the same journey—even if we’re all at different stages of the journey. This session will be informal. No pressure, no expectations. Just a chance to meet, talk, listen, and connect. Looking forward to meeting you. And again, you don’t have to go through this journey alone. — Tony Leo

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.

Hey Guys, For this run - we will be running at the Singapore Botanic Gardens! Approx. Distance: 5km Dinner location: Adam Food Center 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 recreational softball training (throwing, fielding, batting practice, game play). Bring your glove and water for hydration. If you don't have a glove, let us know so we will bring our spare glove. Kindly sound out that you are from Meetup.

**\*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) 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!

Hi all, join us for an easy pace social run (35mins +/- for 5km, or 55mins +/- for 8km) and breakfast. We have various pace groups from 6.30 - 7.30min/km. Here’s the plan for the day: \- 7:00 AM: Meet at Queenstown MRT \(EW19\) exit B for our run \(no bag drop available\)\. 🏃🏻🏃🏻‍♀️ \~8:00 AM: Head to foodcourt, then sky garden (level 47) @ Skyville Dawson 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! 😎

**Check out [funeventssg](https://www.instagram.com/funeventssg/) Instagram for the latest updates!** **RSVP on the main page @** **[https://www.meetup.com/livelaughlovesg/events/314626865/](https://www.meetup.com/livelaughlovesg/events/314626865/)** **[Social Event for the Young @ Heart] Sing Nostalgia with New Friends Your Age!** **As per the title, there will be various rooms for various age groups so do come and sing your era's songs with new friends of your age group! Feel free to hop around to other rooms to make new friends too!** **There will also be a cookie break for those who wants to chat with their new friends at the lounge over atas cookies sponsored by funeventssg!** **Both locals & expats are welcome! All ages are welcome!** **Everyone is welcome, regardless of race, language, religion or nationality! Bring your friends & family & make special song requests for a truly personalised experience!** **If you are bringing your friends & family, please type your group leader's name when you RSVP so that the best arrangements can be made for you! For the shy ones, feel free to join us if you simply want to listen!** **Date: 17 May 2026 Sunday** **Time: 6.30pm to 10.30pm** **Location: Cash Studio Clarke Quay Central** 6 Eu Tong Sen St, #03-21, Singapore 059817 **Entry Fee: SGD18nett** **inclusive of FREEFLOW non-alcoholic drinks!** **IMPORTANT:** **1 You need to register for this event.** You have to pay a much higher entry fee & may not be guaranteed of a seat if registration is not done. **2 Upon entry, you have to make payment of SGD18nett to Cash Studio. Inform the staff you are there for a Meetup event & keep the receipt as proof of payment.** Thereafter, you will be given a wrist tag & you are free to move around the various themed rooms to enjoy the songs & ambience! **3 Participants are strictly not allowed to take photographs or video recording of others at the event without permission.** The organiser has the right to ban & evict anyone who refuses to adhere to this rule. **4 Photographs will be taken by the organiser at the event for marketing & publicity.** Should you be uncomfortable with that, kindly inform the organiser to omit you in the photographs. **5 Please be considerate. As seats are limited, kindly un-RSVP if you are unable to make it.** **6 Please ensure you have no close contact with Covid-19/Mpox positive person(s) within the last 5 days.** **7 Please wash your hands with soap & be hygienic at all times. If you are playing someone else's games, kindly ensure your hands are clean & have no food etc.** You wouldn't like it if others dirty your games right? **8 Please take turns & wait for your turn *(one song per turn)* to sing.** This is to ensure that everyone has a chance to participate in the singing. **9 No form of solicitation, MLM, investment, scam or harassment will be tolerated.** Kindly inform the organiser on the spot should you encounter anything that makes you uncomfortable. **10 Please take care of your personal belongings. Exchange of any contact information is solely at your own discretion. The organiser is not accountable for any incidents or loss of personal belongings.** **The organiser reserves the right to deny entry to anyone who fails to comply with the rules.** **By signing up for this event, I agree to the terms & conditions stated above to ensure a safe and conducive environment for all! :)**

⚠️ **REGISTRATION IS REQUIRED VIA [THIS LUMA FORM](https://luma.com/numbjl55)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ SHELLgym is the regular cybersecurity workout you have been looking for! Whether you're just starting out and need some exercises, studying for a cert (hint: OSCP), looking at CTF challenges, or developing something cybersecurity-related (maybe your own automated tools?), SHELLgym aims to help you progress in picking up practical cybersecurity knowledge and skills. Come and go as you please, work on your own stuff with like-minded individuals, or just have fun during the workout! **AGENDA** Thematic activities for this session * General web frameworks and their administration * Dockerisation * Web enum and attacks * Web defences, logging and threat hunting **⚠️ NOTE** Bring your own laptops (and laptop chargers). Optional - Linux VM **TRAINER** **KK Tan — Founder, counterShell** As a mid-careerist convert to cybersecurity, **Tan KK** picked up his practical skills through getting OSCP certified and by participating in a variety of CTFs. In his career at CSIT, he performed a variety of red-teaming and vulnerability research roles and established the Cyber Training School at CSIT as the Lead Instructor. Besides the OSCP certification, KK is also OSCE and OSEE certified, and has a Bachelor's degree in Social Science (Psychology). He now sees psychology as a field of study where you fuzz humans until they produce unexpected behaviour. **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre) **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

Wake up early and run fast! This interval training session will challenge you to push your usual pace, but with the support of a friendly group, and the positive energy of the Saturday morning National Stadium crowd. Meet us at National Stadium: Gate 6 for warm-up and briefing before we head out onto the track to complete this week's workout. The specific workout we do varies week by week. If the specifics are important to you, please feel free to drop us an email at urbanjunglerunners@gmail.com, and your organiser will be happy to help. THE BASICS ‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾ MEETING POINT: National Stadium Gate 6 BREAKFAST: MyKampung (food court, Kallang Wave Mall) DISTANCE: ≈5-10km (multiple levels available) SCHEDULE (Saturday AM) ‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾ 0730: Meet 0735: Stretch/ Warm-up 0745: Briefing + Start run LATER: Breakfast If you are running late, please contact us before 0730. Your host will share the route with you. You can open this map in your phone's web browser and try to catch up with us. We hope for your understanding that we may not be able to answer messages received after 0730. FAQs ‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾ Q: What is a typical interval workout? A: The workout varies each week to keep things interesting. It will typically be either distance-based repeats (e.g., 400m or 800m efforts) or a pyramid session where the distance or time increases and then decreases. The specific workout will be explained during the pre-run briefing. Q: Is this session suitable for beginners? A: Absolutely! This is the perfect session for runners of any level. Because we use a repeating loop, everyone is in the same area. This format means you can run at your own pace without any pressure or worry about being left behind. It's a great way to meet the group. Q: Do I need to know my target paces? A: It's helpful, but not required. Reach out to the organiser during the briefing before the run, and we can work it out together. Q: Is the workout based on time or distance? A: It is usually based on distance, run on the 888m sheltered track that circles the National Stadium. However, the format can sometimes vary. Q: How long does the session last? A: Including the warm-up, briefing, main workout, and a cool-down, the entire session lasts about one hour. Q: Is there a place to leave my bag? A: Yes. Most runners leave their bags together by the side of the track. However, this area is unattended. For valuables, we strongly recommend using the paid lockers available at the Sports Hub. Lockers near the stadium cost approximately $6 for 6 hours of use. Q: Are there toilets and water coolers nearby? A: Yes, the Sports Hub is well-equipped. There are water coolers available near Gates 4 and 16, and toilets are also accessible. Q: What happens if it rains? A: We run on! The track is almost completely sheltered, so rain does not stop our session.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

The topic for May is "Ink" 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!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.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.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD