Performance Monitoring

Whether you are looking to buy your first home or considering investing in real estate properties, this meetup is perfect for beginners in real estate investing. Book Coach Douglas for an informative session on the basics of real estate, different investment strategies and how to make the most out of your property purchase for personal use or as an investment. Take the first step towards achieving your financial goals through property ownership. Don't miss out on this opportunity to learn and grow your real estate knowledge!

Join our 1 hour HIIT bootcamp session for a good cause! 💪💖 Monday @7:30pm The Lawn@MarinaBay | Downtown MRT 💌 This month we are supporting www.aidah.org 💌 Fee: $10 (donation) UEN: T17SS0099L or cash 
Is this class for you? Yes! All fitness levels are welcome and we will make sure you enjoy the hour with us! 🥳 What to bring: Water and Towel, optionally a Yoga mat Please arrive 5 minutes early! If you're unsure about anything just text us!☺️ About us: We are a group of fitness enthusiasts regularly supporting AIDHA, ECDC Nepal and Cambodian children's fund by running fitness classes. COVID-19 safe measures: we want to make the bootcamp as safe as possible for everyone and work out by complying with the current valid covid -19 safe measures. We ask you to fill out our waver the first time you join: https://docs.google.com/forms/d/1up4iapcx14z82MIa0XtO5bq1BdQtQFJLDMc-Y94YT6M/edit

***no skills needed: focus on connecting through experimenting together, not creating masterpieces*** never painted before? even better. the joy is in the process and the shared experience, not the end result. instead of worrying about conversation or being “artistic,” we’ll use painting as a gentle backdrop for slowing down, reflecting, and finding small moments of connection. ***what to expect*** \- newbie\-friendly: materials provided \(canvas\, paint\, brush\) \- relaxed painting time with calming background music \- free and easy session: paint what you like \- connection’s optional\, comfort’s essential: chat when you feel like it\, and honor others’ space when they don’t *note: this event supports solo participation. let us know via whatsapp if you will be uncomfortable attending alone so we can make arrangements.* ***🪑 who is this for?*** \- introverts who enjoy lowkey social settings and natural conversations led by activities \- total beginners and first\-timers especially welcome — no art skills needed\, just curiosity ***fee*** entry \| $19\.90 per pax\, inclusive of required materials ***please whatsapp 83370678 and make payment to secure your slot*** \> PayNow via UEN: 202423107Z ***location*** The Noodle Place, 15A Circular Road (2nd floor) Singapore 049371 *(no outside food & drinks please!)* ***want to reach out?*** whatsapp us at 83370678 **💰 *why we charge*** fees help cover costs (venue, manpower, materials) and create a better-quality crowd, attracting attendees who are intentional and committed about their rsvp.

### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson ###

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-12mar2026-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** Join us for a discussion exploring the evolving landscape of durable workflow executions in modern systems. As applications become increasingly distributed, durable execution has emerged as a critical paradigm for building resilient systems that survive failures whilst maintaining complete execution state. This session examines why durable execution is essential for modern architectures from multi-step processes spanning multiple services to long-running operations requiring distributed coordination. We'll explore real-world applications and human-in-the-loop processes that traditional patterns cannot handle reliably. The discussion covers challenges and learnings from building automation tools in GovTech, examining how durable execution solves common distributed systems problems like state management, fault tolerance, and observability. We'll delve into design principles that make workflows resilient by default and automatically handling retries. Whether you're evaluating tools like Temporal, Cadence, or others, this conversation offers practical insights into implementation strategies, use cases, and pitfalls to avoid. **[Learn with us today](https://go.gov.sg/stackmeetup-12mar2026-mc)**! **Programme** 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Steven Koh, Director, Engineering Management, Government Digital Products (GDP), GovTech Singapore 7:15pm: Building Opus: Delivering Durable Workflow Execution for Government Systems By Gabriel Tay, Staff Software Engineer, GDP, GovTech Singapore 7:35pm: Temporal Primitives to Real-World Design By Tao Guo, Staff Solutions Architect, Temporal.io 7:55pm: Real Application Use Case of Subscription Workflows Through TechBiz By Yong Weng Kiat, Software Engineer, GDP, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-12mar2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

“MOVE. FEEL. EXPRESS. RECONNECT." Today’s women juggle numerous roles—mother, partner, professional, caregiver, friend—often losing touch with their inner selves beyond these responsibilities. This workshop series invites women to reconnect with their true essence through movement, voice, expression, and deep self-awareness. Don't forget to swipe left for workshop details and pricing. Exciting news! We’re offering special package rates: 1) Full Pass (all 4 days) - $450 2) 3-day pass — $340 3) 2-day pass — $220 @singaporeschoolofsamba members enjoy an exclusive additional 10% discount! Curious about our talented teachers and instructors? Stay tuned—more updates coming soon! *DM us to receive the registration form. (LADIES ONLY 😎) More details via our Instagram page: https://www.instagram.com/ishtarbee?igsh=MWoza2gydjE3Nmx6ZA%3D%3D&utm_source=qr

🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS SECURITY MEETUP PAGE** 👉 **Please RSVP here:** 🔗[https://www.meetup.com/aws-sg-security/events/313260292/](https://www.meetup.com/aws-sg-security/events/313260292/) 📌 This event is hosted under the **AWS Security Users Group Singapore**. 📩 All attendees **must register** via the link above to receive a confirmation email and secure access to the venue. ❗ Registrations on other meetup pages will **not** be considered valid. **Hosted by AWS User Group Singapore x AWS Security Users Group Singapore** Hey AWS Community, We will be hosting a fireside style conversation with **Jeff Moss**, founder of DEF CON and Black Hat. The discussion will be shaped by questions from the community and moderated to focus on judgment, tradeoffs, and how security really plays out across very different environments and worlds. Expect an open, candid, and thoughtful conversation. No product pitches. No rehearsed talks. Just a room full of practitioners and leaders digging into the questions that actually matter. We will be opening an **Ask Me Anything** with Jeff ahead of the event across our social channels. Keep an eye out and send your questions in! 📅 Date: Friday, 13th March 2026 🕡 Time: 6.30pm – 9.00pm 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Speakers** ✅ **Fireside Chat - Ask Me Anything** 📌 Speaker: Jeff Moss, Founder of DEF CON and Black Hat An open fireside style conversation shaped by questions from the community. Expect candid discussion around judgment, tradeoffs, and how security really plays out across very different environments and worlds. No slides. No sales. Just real talk. ✅ **Ask a CIO** 📌 Speaker: Damian Leach, CIO, Seaco An open and interactive conversation with a CIO operating at enterprise scale. This session will explore how security decisions are made, the tradeoffs leaders face, and what it takes to align technology, risk, and business priorities under real constraints. 📸 Kindly note that photographs and recordings captured during the event will be used for future promotional purposes. 🍕 **Agenda & Housekeeping** 💡 Pro Tip: Arrive early to avoid queues and secure your seat for the sharing sessions! 🍕 Pizza Time: Dinner starts at 6.30pm, enjoy pizza and drinks before the talks begin. 🎤 Talks start around 7.00pm 🍻 Post-Event Networking: Stick around to meet fellow builders, practitioners, and experts. 🎁 Swag & Promo Codes: AWS swag and giveaways await those who stay till the end! 🔗 Connect with us: Meetup: [AWS Security Users Group Singapore](https://www.meetup.com/aws-security-users-group-singapore/) Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) 📬 Enquiries: [aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)

Join us for a cosy community storytelling session led by dramatic arts practitioner Seraphina Underhill, where stories come alive through expressive reading and playful performance. Seraphina will be reading * *The Missing Piece* by Shel Silverstein; * *The Gruffalo* by Julia Donaldson; * an excerpt from *Charlotte’s Web* As part of the storytelling session, the children are invited to take part in a Book Swap. Bring a pre-loved book, swap it, and take a new story home! Great for children aged 6–11. This interactive session invites imagination, laughter, and a love for stories. Come settle in, listen along, and let the tales spin. Date: **Saturday, 14 March 2026** Time: **11am to 1230pm** Admission: **Free entry** ***Laundromat is in operations during event. All are welcome.*** ### **Once Upon a Spin**

Hey AWS Security fam 👋 For our March 2026 AWS Security Users Group meetup, we are honoured to welcome **Jeff Moss**, founder of DEF CON and Black Hat, for a special fireside conversation with the community. This session is a candid discussion shaped by questions from practitioners who build, defend, and operate systems every day. Expect perspectives on judgment, tradeoffs, and how security actually plays out across very different environments and worlds. **Our goal remains the same: bring security and cloud practitioners together.** Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster. 🎤 **Speakers** ✅ **Fireside Chat - Ask Me Anything** 📌 Jeff Moss, Founder of DEF CON and Black Hat An open fireside style conversation shaped by questions from the community. Expect candid discussion around judgment, tradeoffs, and how security really plays out across very different environments and worlds. No slides. No sales. Just real talk. 📝 Have a question for Jeff? Submit it in advance here: 🔗 https://forms.gle/vJNB7b98zAwakov46 We will prioritise thoughtful, practitioner driven questions during the live conversation. ✅ **Ask a CIO** 📌 Damian Leach, CIO, Seaco An open and interactive conversation with a CIO operating at enterprise scale. This session will explore how security decisions are made, the tradeoffs leaders face, and what it takes to align technology, risk, and business priorities under real constraints. 🧭 **Event Details** 📅 Date: Friday, 13th March 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🛂 **Registration & Check-in (Important)** Watch for an email titled: AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – March 2026 Show this email at Level 1 Concierge to access Level 5 for verification. Walk-ins: Only if capacity allows. Confirmed registrations get priority. No confirmation email = walk-in; entry not guaranteed. 🙌 **What to Expect (and why it’s worth your evening)** * 30-minute interactive sessions — no death-by-slides * Live Q&A & show-and-tell — bring questions, tooling, and war stories * Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs 🍕 **Agenda & Housekeeping** 6:30 PM — Pizza & drinks (vegetarian + halal options) Talks — Start right after dinner Networking — Meet builders, defenders, and platform folks 📸 Photos/recordings may be used for future promo Pro tip: Arrive early to skip queues and snag a good seat 🎁 Swag & promo codes — stay till the end for giveaways

Every Wed night HIIT or Yoga Transform yourself from simple to better From fat to slim, slim to fit Make it happen in your life Through our workout community Welcomed all to join Location: 250c Compassvale Time: 8pm-9pm Please bring your own yoga mat, water, wearing sport shoes. DM me if you need more details

**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-03-11](https://konfhub.com/ksug-sg-2026-03-11) **<=** We're excited to welcome you to the upcoming **KSUG.AI Singapore Meetup** — happening both in-person at **[Datadog](https://www.datadoghq.com/)** office and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 **Latest promotions** discovered by our community! * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **35%** off [International Women's Day](https://iwd.ksug.ai) Sale code **IWD26AI** * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** AI Ops for Ops: Man's Best Friend for Faster Troubleshooting by **[Hong Hua Chin](https://www.linkedin.com/in/honghua/),** Senior Enterprise SE @**[Datadog](https://www.datadoghq.com/)** * **Topic 2:** Beyond ingress-nginx: Smarter Kubernetes Traffic by **[Junwei Chan](https://www.linkedin.com/in/junwei-chan/)** and **[Minh Kumi](https://www.linkedin.com/in/minh-nguyen-kumi-aa537452/)**, Modern Apps Solutions Engineer @**[F5](https://f5.com)** * **Topic 3:** From Legacy to Cloud-Native: Keeping Systems in Sync Without a Big-Bang Migration by **[Ashish Thakur](https://www.linkedin.com/in/mountainnerd/)**, Directory of Technology @**Material** * **Quiz time:** nice swags giveaway Food and drinks will be provided between **6 and 6.30 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Datadog](https://www.datadoghq.com/)**, @**[F5](https://f5.com)**, @**[confluent](https://www.confluent.io/)** **[Register here](https://konfhub.com/ksug-sg-2026-03-11) to secure your spot!** See you all there! **Location:** [Datadog Singapore office, 38 Beach Road, 10 South, #10-11, Level Beach Tower, 189767](https://maps.app.goo.gl/CPWigPswds1mM9px6) Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://ksug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

The topic for March is "Our Bodies, Ourselves" 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!

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **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

This is a relaxed, community-driven Unity GameDev meetup. There’s no strict agenda this time — just developers getting together to talk shop, share projects, and exchange ideas. **Some topics that may come up (based on attendee interest):** • Frame Debugger & performance tooling • Addressables & additive scene workflows • Input System, localization, responsive UI • AI integration approaches • DevOps & LiveOps experiences • Full lifecycle: idea → cross-platform publishing • Favorite Asset Store tools and hidden gems • Weird Unity quirks we’ve all run into *Nothing is locked in.* Bring a project if you’d like. Bring a question. Bring a lesson learned. Or just come hang out and meet other developers. All skill levels welcome!

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

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.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)