Data Analytics

Hey Hashicorpians, We’re excited to invite you to the Cloud Native and HUG Singapore May Meetup, a collaborative in-person event with the Singapore CNCG meetup, hosted at Red Hat Asia Pacific Pte Ltd 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-28may26)** and join us in person! This meetup brings together the cloud-native community to explore AI innovation and Kubernetes data security, share practical insights, and connect with fellow practitioners. 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-28may26)** and join us in person! 📅 Date: Thursday, 28 May 2026 ⏰ Time: 6:00 PM – 9:00 PM (GMT+8) 📍 Venue: Red Hat Asia Pacific, 88 Market St, Level 46 CapitaSpring, Singapore 048948 🎤 Talks include: 1. **𝘈𝘨𝘦𝘯𝘵𝘪𝘤 𝘈𝘐 𝘰𝘯 𝘒𝘶𝘣𝘦𝘳𝘯𝘦𝘵𝘦𝘴: 𝘛𝘩𝘦 𝘊𝘭𝘰𝘶𝘥 𝘕𝘢𝘵𝘪𝘷𝘦 𝘞𝘢𝘺** by 𝗚𝗶𝗻𝗲𝗲𝘀𝗵 𝗠𝗮𝗱𝗮𝗽𝗽𝗮𝗿𝗮𝗺𝗯𝗮𝘁𝗵, Author of Kubernetes and Ansible books, 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 𝗮𝘁 𝗥𝗲𝗱 𝗛𝗮𝘁 2. **𝘚𝘰𝘭𝘷𝘪𝘯𝘨 𝘒𝘶𝘣𝘦𝘝𝘪𝘳𝘵 𝘋𝘙 𝘤𝘩𝘢𝘭𝘭𝘦𝘯𝘨𝘦𝘴** by 𝗧𝗲𝗰𝗸 𝗦𝗶𝗮𝗻𝗴 𝗪𝗼𝗻𝗴 - 𝗣𝗿𝗲𝘀𝗮𝗹𝗲𝘀 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 for Kubernetes Data Protection at CloudCasa. 3. **𝘚𝘦𝘤𝘶𝘳𝘪𝘯𝘨 𝘋𝘢𝘺 2 𝘖𝘱𝘦𝘳𝘢𝘵𝘪𝘰𝘯𝘴 𝘜𝘴𝘪𝘯𝘨 𝘛𝘦𝘳𝘳𝘢𝘧𝘰𝘳𝘮 𝘢𝘯𝘥 𝘝𝘢𝘶𝘭𝘵** by 𝗥𝗶𝘁𝗲𝘀𝗵 𝗛𝗲𝗴𝗱𝗲, 𝗜𝗕𝗠 𝗖𝗵𝗮𝗺𝗽𝗶𝗼𝗻 & 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗠𝗩𝗣 🏟️ Venue - Sponsored by 𝗥𝗲𝗱 𝗛𝗮𝘁 🍕 Networking, food & drinks - Sponsored By 𝗖𝗹𝗼𝘂𝗱𝗖𝗮𝘀𝗮 𝗯𝘆 𝗖𝗮𝘁𝗮𝗹𝗼𝗴𝗶𝗰 🎁 Quiz, swag & vouchers - Sponsored By 𝗛𝗮𝘀𝗵𝗶𝗰𝗼𝗿𝗽, 𝗮𝗻 𝗜𝗕𝗠 𝗖𝗼𝗺𝗽𝗮𝗻𝘆 2 Lucky winners will also get an opportunity to win Physical copy book of - **[𝗧𝗲𝗿𝗿𝗮𝗳𝗼𝗿𝗺 𝗔𝘂𝘁𝗵𝗼𝗿𝗶𝗻𝗴 𝗮𝗻𝗱 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝘀 𝗣𝗿𝗼𝗳𝗲𝘀𝘀𝗶𝗼𝗻𝗮𝗹 𝗶𝗻 𝟮𝟬𝟮𝟲](https://mattias.engineer/blog/2026/terraform-authoring-operations-professional/)** Whether you’re a platform engineer, SRE, developer, or cloud architect, this is a great opportunity to learn, connect, and grow with the **CNCF & HUG community.** 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-28may26)** and join us in person! Join Our Telegram Channel: **[Singapore HUG Telegram Public Channel](https://t.me/+4TSTIb7Z31JkMTk1)** **[CNCF Telegram Public channel](https://t.me/+7nwzcfCV03JjMzhl)**[ ](https://t.me/+7nwzcfCV03JjMzhl) LinkedIn: **[Singapore Hashicorp User Group](https://www.linkedin.com/company/singapore-hashicorp-user-group-hug/)** **[Singapore Cloud Native Community Group - Official CNCF Community](https://www.linkedin.com/company/cloud-native-community-group-singapore-cncf/)** See you there! Singapore HUG Organizers.

For details and RSVPs: [https://www.eventbrite.sg/e/1987973715899](https://www.eventbrite.sg/e/1987973715899) AI myths, funding opportunities in Singapore & how to win visibility in China’s AI ecosystem for business growth. Artificial Intelligence is rapidly transforming how businesses operate, market and grow. AI is no longer just a trend — it is becoming an essential part of today’s business landscape. At the same time, China’s AI ecosystem is evolving rapidly. Platforms such as DeepSeek, Doubao and Kimi are already influencing how Chinese consumers search, travel, and make purchasing decisions before they arrive in Singapore. This creates new challenges and opportunities for SMEs and entrepreneurs looking to stay competitive and visible in the Chinese digital economy. This session brings together industry practitioners to share practical insights on AI adoption, emerging business opportunities, and how companies can position themselves effectively in Singapore’s and China’s evolving AI-driven environment.

[Salsa Cubana Beginner 1A Course (Partnerwork)](https://8sbatdbj.paperform.co) Starts May 28 2026 \| Thursdays \| 7\.30pm to 9\.00pm \(1\.5 hrs x 4\) Lesson Dates - May 28, Jun 4, 11 & 18 Course of 6 hours of lessons $144/pax Trial/Drop-in Class on May 28 @ $39 (1.5hrs) \*\*Students who pay full course rates are welcome to retake Salsa 1A for FREE PRACTICE within 6 mths\*\* FAQ1 - How are lessons conducted? Lessons are structured progressively and you will learn proper techniques in social dancing for lead (man) and follow (lady) roles in various partnerwork patterns & footwork. By the end of the course, you would have learnt a significant amount of "vocabulary" to dance confidently! FAQ2 - What happens when I complete Level 1A Course? There is no end to learning and how good you can get! The next progression would be Level 1B and various workshops in Body Movement & Styling. FAQ3 - Do I need to bring a partner? You do not have to bring a partner, unless you want to! We will be rotating partners in class as Salsa is a social dance. FAQ4 - What is the correct attire? You can wear anything that allows you to move comfortably. Please avoid wearing flip-flops! If you wish to continue dancing, you can invest in dance shoes. FAQ5 - I paid for trial class only, but would like to continue the rest of the course. What will be the fee? We are glad you are want to continue your dance journey! The fee for trial lesson will be deducted from full course fees. FAQ6 - I paid package price for the entire course but I will miss/have missed lessons. How can I catch up? The instructor will always revise previous lesson at every lesson, but do the following so you are prepared : \- You will be part of a class chat group\, pls ask for videos of lesson/s that you missed \- Watch video and practice on your own \- Ask for instructor's assistance or a classmate to practice before class starts \- Don't be shy to ask questions\! \- You are welcome to attend a make\-up lesson for those that you missed at the next cycle at no cost\! [Register now!](https://8sbatdbj.paperform.co)

**You've used AI. But have you built with it?** **Most of us started the same way — ChatGPT, a few prompts, some generated content. It felt like magic. And it was useful.** **But Gen AI responds. It doesn't act.** **The next stage is already here.** **We're moving from:** **✦ Generative AI — create content, write faster, automate the basics** **✦ Conversational AI — scale your expertise, your voice, talking to your people 24/7** **✦ Agentic AI — your voice experience doesn't just talk. It understands, decides, and executes.** **✦ Exploring how to implement AI safely** **This is what we're exploring at our next Voicepreneur Meetup.** **Whether you're a coach, consultant, creator, or just someone who's been watching the AI wave and wondering where you fit — this session is for you.** **You'll walk away with:** **A clear picture of where AI is today — and where it's going** **A hands on with Azina, an Agentic AI** **A real conversation about what your expertise could become** **An invitation to build your own AI-powered voice experience — for free** **You don't need a technical team. You don't need to write a single line of code.** **📍 James Cook Institute, 150 Orchard Rd, #06-14, Singapore 238841** **🚪 Room #08-09** **👉** Light dinner will be served **Voicepreneur™ is a movement for anyone who believes their knowledge deserves to scale. Powered by HearBack™ and Azina.**

**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 a morning walk near Raffles Place for networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals and founders, 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: Please be on time as this is a walk! We may grab a coffee after the walk, so please message me if you would like to join for that only!]

​Everyone is talking about agentic AI. But beneath the noise, a more important question is emerging: what does it actually take to design, build, and deploy AI agents in the real world? This edition of The Agentic AI Club brings together three speakers with first-hand experience in agentic AI, spanning national-level AI work, enterprise software, and applied AI research. # ​What You'll Take Away * ​Diverse perspectives on agentic AI from across the ecosystem * ​A view of where agentic AI is heading next and what's hype versus what's real * ​Patterns and lessons from people building and deploying AI today * ​How agentic AI is moving from prototypes to production in Singapore # ​Agenda ​6:00 PM — Doors open · Registration 6:05 PM — Welcome by The Agentic AI Club 6:10 PM — Speaker sessions 6:30 PM till late — Community Mixers # ​Speakers > ​**Eric Tan** — Executive AI Scientist & Assistant Director, IMDA ​Eric leads AI work at Singapore's Infocomm Media Development Authority, the regulator and developer of Singapore's digital economy. > ​**Joel Koh** — Chief Technology Officer, One X Group · AI Researcher, Stanford University ​Joel leads technology solutions at One X and conducts AI research at Stanford, working at the intersection of applied research and enterprise deployment. *All speakers are appearing in their personal capacity. Views shared are their own and do not represent the official positions of their respective organisations.* # ​Who Should Attend * ​AI engineers, technical leads, and ML practitioners building agentic systems * ​Product and engineering leaders shipping AI-first products * ​Founders and operators working on agentic AI * ​Enterprise innovation, strategy, and digital transformation leads * ​Anyone curious about how agentic AI is moving from prototypes to production in Singapore # ​About The Agentic AI Club ​A space for people shaping how AI gets built and shipped. We bring together engineers, founders, operators, and ecosystem leaders working at the frontlines of agentic AI in Singapore.

## 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/)

## 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.

Are your blood pressure, blood sugar, or cholesterol levels quietly rising — even though you “feel fine”? Most people don’t take action until it starts affecting their daily life… Low energy, poor sleep, stubborn weight gain, and relying more on medication. It doesn’t have to get to that stage. Join our **offline health sharing session** and discover simple, practical ways to manage the “3 Highs” — without extreme diets or complicated routines. You’ll learn: • Easy lifestyle shifts to support healthier numbers • Smarter nutrition choices that fit your daily routine • How to build sustainable habits for long-term wellness Imagine waking up with more energy, thinking more clearly, and feeling confident that you’re back in control of your health. Whether your goal is prevention, improvement, or maintaining long-term wellness — this session will give you actionable steps you can start immediately. Seats are intentionally limited to ensure a focused, high-quality experience. 👉 Secure your seat now — message us or register today before spots are filled.

### 📚 Wiser Faster Club - May 2026 Meetup Hi there learners and Wiser Faster community members! See you at our next meetup in May 2026, \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Important Update 8th May** **\- Registration is a TWO STEP PROCESS** **\- Even if you have registered for this event on Meetup below\, please ALSO complete your details on the NLB official event's portal link https://nlb\.libcal\.com/event/5905730** **\- This will help manage the logistics\. TQ\!** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- I am proud to announce that the Wiser Faster Club will be joining the National Library Board's LearnX Community. As such, we will be re-locating our meetup venue to the Central Library! Life gets busy. Books pile up. And sometimes what would be great is finding someone to share the *aha!* moments with us. That’s what Wiser Faster is all about: a space for curious, growth-minded people to come together, share what they’ve learned from a great non-fiction book, and spark deeper conversations. Join us to build a quality network and accelerate your own growth! ### What To Expect **📍 Date:** Sat, 30th May 2026 **🕙 Time:** 10am–12pm **📌 Venue:** Programme Room 3, Basement 1, Central Library , 100 Victoria St **👥 Group Size:** Small & focused (20-25pax) so everyone gets to contribute Rather than the *typical* book club where everyone has to read the same book beforehand, WFC is a relaxed brunch-time huddle with 2-3 “Book Sharers” taking 15min turns to present insights from a piece of non-fiction that they’ve read which is followed by open discussion. Bring your curiosity and let’s bounce ideas around. ### How You Can Join **🙋 Learner**-Sit in, listen actively, and join the discussion if you feel like it **📚 Sharer**\- Read a non\-fiction book that blew your mind? Present your key takeaways in 15min\-s\. **🎙️ Host**-For returning members keen to try light facilitation or emceeing *"We become good by reading. We become great by writing. We gain mastery by teaching"* ### Agenda \*Introduce yourselves (15mins) * Sharer A (15mins) \*Discussion A (30mins) * Break (15mins) \*Sharer B (15mins) * Discussion B (30mins) \*Group selfie and break off * (Optional) Post-event meal, buy your own (OTOT) **[RSVP etiquette]** • Update your RSVP if you can’t attend to help with planning. • No-shows are unfair to those on the waitlist. • Consistent no-shows may result in blacklisting from future events 📩 *Interested in being a future book reviewer/sharer? Join our Telegram channel to talk to other WFC members and get the latest updates [https://t.me/+Im6CfPzD60RlNTA1](https://t.me/+Im6CfPzD60RlNTA1)* Let’s get Wiser, Faster - Together.

**[CONFIRMED TRIP, SLOTS ARE AVAILABLE]** **GUNUNG LEDANG (MT OPHIR) REWARDING HIKE@1276m** **30-31 May 2026 (Sat 1130pm-Sun 10pm)** **Note: 1 June 2026(Mon) is Vesak P/H)** **Cost: $170/person** **4 persons sign up and payment together is $160/person** **INTERESTED, WHATAPPS 94884478 Wilfred or RSVP via Meetup:** [https://www.meetup.com/lets-go-travelling-hiking/events/314413220/](https://www.meetup.com/lets-go-travelling-hiking/events/314413220/) **◾Attractions/Things To Do:** Gunung Ledang is a mountain in the Gunung Ledang National Park located in Tangkak District. The summit is located between the border of Muar and Malacca. Standing at 1,276 m (4,186 ft) ,with a clear trail leading to the peak, the mountain is a popular destination among amateur climbers. Mount Ophir is 64th highest mountain in Malaysia and arguably the most climbed mountain in the country. This hike is not for beginner or with height phobia hikers. 🔺You need to have a good fitness level (exercise regularly)and relevant trekking experience to sign up for this hike. [https://www.justrunlah.com/2018/08/15/my-gunung-ledang-hike-4th-august-2018-by-stargazer/](https://www.justrunlah.com/2018/08/15/my-gunung-ledang-hike-4th-august-2018-by-stargazer/) **“Video Highlights of 15-16 July 2022 Ophir Hike”** [https://youtu.be/5MzhzRhUF88](https://youtu.be/5MzhzRhUF88) **◾PAYMENT:** Please Paynow $xxx/person to UEN 201727764C Wilfred Go Travelling & Hiking Pte or Bank Transfer to DBS Current Account 0029069789 and Text 94884478 with Print-screen Receipt **◾INCLUDE:** \* Transportation Van < 14 person Bus >15 person \* Group Dinner is included if group-size 10 or more \* Mountain Guide/s \* Hiking Permit \* 1 Event Host **◾EXCLUDE:** •Personal Insurance •Items Not Mentioned In Itinerary •Penalty of RM100/person imposed if reporting after 7pm. (The money is paid to the guide for working Over-Time) **TA License No 03066** **TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD** **To Connect With Us:** **1\. Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg)** **2\. Whatapps Channel:** **[https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l)** **3\. Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar)** **◾Suggested Itinerary:** **(Sat)** 1130pm- Marsiling MRT Bus Stop 1135pm-Depart **(Sun)** 12am-Depart JB Custom 230am-Pagoh R&R (Stop over to rest and sleep in the bus. Those cannot sleep can eat & drink at the 24 hour cafe) 430am-Brush Teeth / freshen up 5pm- Bus Departs 530am Tangkar Coffeeshop for breakfast & pack lunch 645am-Bus Departs 715am-Mount Office HQ for Registration 745am-Briefing and Start to Hike 1230pm-Summit & Lunch 5pm-Reach the park office and declare the items 515pm- Go shower 6pm-Depart for Dinner 630pm- Chinese Restaurant Group Dinner 730pm-Depart to JB Custom 10pm-JB Custom 11pm-Marsiling MRT **◾Disclaimer, Indemnity and Terms of Participation:** \-\-\-ACKNOWLEDGEMENT TO OUR TERMS & CONDITIONS\-\-\- PLEASE READ THIS LINK FOR T&Cs BEFORE YOU RSVP: [https://www.wilfredtravel.org/terms-and-conditions](https://www.wilfredtravel.org/terms-and-conditions) **\*BY PARTICIPANTION, I HAVE READ, AGREED & ACCEPTED TERM & CONDITION:\*** **❈THIS TOUR IS ORGANIZED BY:** TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD TA License No: 03066

**For ages 18 and above.** Jive is a fast-tempo and energetic dance involving rhythmic quick leg action that accentuates the downbeat with a compact approach. It is a fun and lively dance that burns a lot of calories. ### **Address** 170 Upper Bukit Timah Rd, #08 - 01 Shopping Centre, Singapore 588179 ### **Schedule** Fridays 630PM - 715PM ### **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. ###

To confirm your participation, please email **completeme@outlook.sg** or WhatsApp **(65)** **81252321** us at least 3 days before the event. Please note that marking yourself as “Interested” on Meetup does not confirm your slot. Kindly contact us early to secure your place. **Walk-ins are not allowed.** Science says endorphins boost attraction. So instead of sitting across a dinner table… why not move together? Join us for a fun monthly community run and workout led by a certified personal trainer, specially organised for singles. This session is designed for beginners and casual runners who want to stay active while enjoying the outdoors. This is a non-competitive run and the pace will be comfortable for most fitness levels. Whether you want to improve your fitness, refresh your mind, or simply enjoy a run and workout in the park, come join us for this energising session. Your experience doesn’t end there. You will be invited to a private Telegram group for one week, providing the opportunity to continue conversations either in the main group or privately with your matches. Your ticket includes: ✨ Personal Trainer session ✨ A week-long facilitated Telegram chat group If you’re looking to meet new people, expand your circle, and potentially discover someone special — this is an event designed for you. **Cost:** Lady's Ticket $18 Gentleman's Ticket $18 This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

These classes are not for first timers, but for climbers who want to build a strong foundation in bouldering to climb more intuitively. The classes will consist of: * 90 minute guided session * Guided mobility warm-up * Basic climbing techniques based on one of their five modules:Footwork, Body Positioning, Dynamic Movement, Route Reading, and Other Climbing Techniques ### **Address** 61 Robinson Rd, #05-03/04, Singapore 068893 ### **Schedule** Fridays 630PM - 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.

**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)

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 June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**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

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share

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

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!