Data Management

* **Topic:** Real‑time & Batch on Microsoft Fabric * **Date:** Thursday 28th May 2026 at 6.00 pm - 8.00 pm * **Networking:** 6 pm - 6.30 pm and 7.20 - 8 pm * **Presentation Time**: 6.30 pm - 7.20 pm *(includes welcome, presentation 30 mins & community marketplace)* * **Location:** Thoughtworks HQ Level 35/360 Collins St, Melbourne VIC 3000 * **Ticket:** Free of cost, however, registrations and RSVP are required! * **Sponsor:** Thoughtworks **Real‑time & Batch on Fabric** This session presents the end state of a mixed real‑time and batch analytics platform on **Microsoft Fabric**. Live event streams are handled using KQL/Eventhouse, enabling low‑latency dashboards and operational insights with minimal processing overhead. In parallel, near real‑time and batch data is processed using governed, lightweight Fabric patterns designed for efficiency and scale. The outcome is a single, capacity‑aware Fabric platform where real‑time and analytical workloads coexist cleanly, with Power BI as the unified consumption layer. **About The Speaker** Arjun Shankar has over a decade of experience turning data challenges into scalable, cloud-first platforms that drive real business decisions. He has worked across banking, finance, transport, insurance, and energy, specialising in the Azure stack: Synapse, Data Factory, Databricks, PySpark, and Fabric. From reducing platform costs, to accelerating delivery, and putting self-service analytics in the hands of the people who need it. Outside work, he's usually out on a trail, training for his next marathon, or keeping up with two young boys. We’re excited to bring the Data Engineering Melbourne Meetup group together for an evening with Arjun and his insights!

**Your workshop:** Product managers are often working from incomplete information - a customer or leader asks for a change, but the real need underneath it isn't always clear. And even when ideas are strong and teams invest real effort, there's no guarantee that what gets shipped will actually change behaviour or become part of everyday practice. This workshop is an opportunity to slow down for an hour and explore how behavioural and implementation science can help design the human side of your work. From understanding what people are really trying to do, through to validating ideas, bringing your team along, and measuring impact that goes beyond the pilot phase. We'll work through some practical frameworks and implementation science strategies for influencing change. You'll also have time to apply these to something from your own work and share with the group. Come ready to think, discuss, and leave with something you can actually use. Doors: 6pm Start: 630pm **Our workshop lead:** [Dr. Alex Waddell](https://www.linkedin.com/in/alexandrawaddell/) is a behavioural and implementation scientist and the founder of CoFormed, a consultancy that partners with expert teams to turn excellent ideas into real-world impact. Alex brings expertise across behavioural science, implementation science, and service design to help teams design the human side of change by understanding what drives behaviour, what gets in the way, and what makes something part of everyday practice. **Our Host:** Zendesk https://www.zendesk.com

With our next EUXMELB meetup on the 28th of May, I'm excited to announce that **Natalie Ellis, Partner and COO at The Product Bus, will be presenting 'Your skills *are* the product'.** According to Harvard Business School 95% of new products launched every year *fail.* Natalie is here to argue that the reason for these failures isn't a lack of talent or tools, but because no one stops to ask whether the market actually wants or needs these things before shipping them. Online rhetoric discusses how AI is transforming the design, product and engineering worlds, but from her perspective, Natalie believes AI is actively multiplying the rate of failure because it's now possible to build something no-one asked for in an hour from your Mac mini. Natalie is here to tell us why evidence-based, commercially focused product thinking is more critical than ever for countering the wasted time and resources spent shipping products no one asked for. She will explain why the skills designers and researchers already possess are the real commercial asset and how people in these roles can start treating them as such. Natalie has spent her career turning consumer insights into product and commercial decisions across startups, enterprise, government digital services and institutional programs. Following a decade rising through a global market research agency, she jumped ship to an early-stage market research startup before spending several years as a product strategist designing and delivering national digital health services. As Partner & COO at The Product Bus she is passionate about helping founders, teams and businesses make real progress through evidence based decisions and passionate about helping them stress-test ideas before they commit to building. She escaped the city for rural life in the Alpine Shire several years ago where she has become an accidental pumpkin farmer and enjoys crocheting while watching crime drama. Event will start at 5:30pm with Pizza, Drinks and networking with the talk starting at 6pm. We are at Stone and Chalk in the space just past where you sign in. This event is sponsored by [askable](https://www.askable.com/) ([https://www.askable.com/](https://www.askable.com/)) and Experience Design "UX" Agency [blueegg](http://www.blueegg.com.au/) ([http://www.blueegg.com.au/](http://www.blueegg.com.au/))

## 💘 KISMETRIX \| True Connection [Ticketed Event](https://www.eventbrite.com.au/e/may-28-game-on-the-kismetrix-trivia-night-konar-bar-tickets-1988470004311?aff=oddtdtcreator) ### GAME ON — THE KISMETRIX TRIVIA NIGHTDrinks, Banter & Real Connection Hosted by **KISMETRIX \| True Connection** 📍 Konar Bar — Private Dining Room (Downstairs): 483 North Road, Ormond Vic 3204 📅 Thursday, 28 May 2026 🕖 7:00 PM – 10:00 PM (Venue open late) #### BACK. UPGRADED. AND A WHOLE LOT OF FUN. Never done trivia? Perfect. Neither has half the room. This isn't about what you know. It's about who you end up laughing with by the end of the night. The KISMETRIX Trivia Night is back — and this year we've stepped it up. We now have our own in-house host and an exclusive private room just for Kismetrix guests. Same great energy from last year, but more intimate, more personal, and a whole lot more fun. No speed dating. No awkward mingling. No standing around with a drink wondering what to say. Just teams, trivia, a bit of friendly rivalry, and the kind of atmosphere where strangers become easy company. #### 💫 ABOUT THE NIGHT Tired of the same old bar scene? Not quite ready for a formal dinner event? This is the sweet spot. KISMETRIX \| True Connection was created for people who want something more human — real conversation\, real presence\, and a genuine good time\. The Trivia Night is our most fun and relaxed format\, and it's exclusively for Kismetrix guests\. You'll walk into a private room full of people who: 🎯 Are open, friendly and easy-going 🎯 Want a fun night out that feels natural — not forced 🎯 Prefer real-life connection over swiping 🎯 Are simply here to enjoy themselves and see where the night goes Come for the trivia. Stay for the laughs. See who you meet along the way. #### 🎯 WHAT TO EXPECT You'll arrive to a private room — no general public, just Kismetrix guests. You'll be placed into a small team of around six, the questions will start, and within ten minutes you'll forget you didn't know anyone when you walked in. Expect: 🎯 A welcome drink waiting when you arrive 🎯 A warm hosted welcome so nobody walks in feeling lost 🎯 Fun, accessible trivia rounds — no expertise required 🎯 Rotating teams through the night so you meet different people across different rounds 🎯 A mystery round (yes, really) 🎯 A prize worth playing for 🎯 Plenty of laughs, friendly arguing, and genuinely good company Our in-house Kismetrix host keeps the energy warm and the night moving — so it always feels like a night out with good people, not a structured event. #### 👥 AGE GUIDE 🎯 25–35 · 30–45 · 40–58 Kismetrix Trivia Night is open to all singles who are here for a good time and genuine connection. We provide age groups so you know what to expect from the room. The focus is always on good energy and like-minded people — not strict age gates. If you're slightly outside a range and the format feels right for you, you're welcome to book. #### 🎯 WHO THIS NIGHT IS FOR This event is for singles who: 🎯 Want a fun, social night out that's a little different 🎯 Are curious about Kismetrix but want a low-pressure way to start 🎯 Love trivia — or have never done it but like the sound of it 🎯 Want to meet new people without it feeling like a "singles event" 🎯 Are open, friendly, and ready for a genuinely good Thursday night Come solo — most people do. You'll be in good company from the moment you walk in. #### 🍽 FOOD & DRINKS Your ticket includes one standard welcome drink on arrival. Konar Bar has a great food and drinks menu available throughout the night, directly from the venue. Perfect if you'd like to make a full evening of it — and many of our guests do. #### 🎟 TICKETS 🎯 Early Bird — $39 🎯 General — $49 🎯 Last Minute — $59 Welcome drink included at every tier. Spots are strictly limited to 7–8 tables to keep the night intimate and social — early booking is strongly recommended. *Last year's event sold out. Don't sit on it.* #### 💡 WHY PEOPLE LOVE KISMETRIX EVENTS 🎯 No swiping. No apps. Just real people in a real room 🎯 No awkward formats or forced interactions 🎯 A genuinely fun night — even if you come solo 🎯 Exclusively for Kismetrix guests — private room, warm atmosphere 🎯 Hosted by people who actually care about how the night feels Many guests come "just to try it" — and end up staying all night. #### ✨ WHERE THE TRIVIA NIGHT FITS The KISMETRIX Trivia Night sits alongside our Drinks Socials, Elevated Dinners, and Activity Nights as one of our most fun and accessible formats. If you've been curious about Kismetrix, this is one of the easiest and most enjoyable ways to experience what we do. #### 🔔 IMPORTANT NOTES 🎯 This is a hosted social experience — not speed dating 🎯 A welcome drink is included; additional drinks and food are available at the venue 🎯 Gender balance is carefully aimed for but not always guaranteed 🎯 Respect, boundaries, and good energy are essential at all Kismetrix events 🎯 Tickets are non-refundable but transferable #### 🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION 📧 **social@kismetrix.com.au** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au/ "http://www.kismetrix.com.au")** 📱 Follow us on **[Instagram](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/"), [Facebook](https://www.facebook.com/profile.php?id=61559826808523 "https://www.facebook.com/profile.php?id=61559826808523") & [Eventbrite](https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353 "https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353")** 📄 Important Notice: By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. 🤝 Collaborations: collabs@kismetrix.com.au

The discussion topic for this meetup will be identity and whether or not history is a necessary condition for consciousness as Dretske proposed. James

EVERY FRIDAY! FREE dance classes & social dancing and Reggaeton every week with Obsesión Latina - Salsa & Bachata & OYE Latino at The Albion Rooftop - South Melbourne! Main room: 6:45pm Doors open. Come in for a drink! 7:00pm 2 levels of Salsa classes 8:00pm 2 levels of Bachata classes 9:00pm Non-stop Bachata & Salsa 11:00pm Reggaeton all night! Rooftop: 11:00pm After the Bachata & Salsa in the main room, we can head upstairs to the rooftop for some more Bachata & Salsa until late. FREE entry all night every Friday! Book your class spots to helps us manage the class ratios and also because we may need to start capping numbers as we sometimes have over 140 students! First-timers welcome! No need to bring a partner, but the more the merrier! Dress as you would usually going to a bar or club. Guys smart casual, no trackies! https://www.eventbrite.com.au/e/free-salsa-bachata-classes-social-every-friday-in-south-melbourne-tickets-1978557074471?aff=oddtdtcreator

Instagram: @findyourtribemelb Take a pause from the hustle and join us for **The Monthly Reset** \- a space for driven and ambitious people to reflect on the past month\, set fresh goals\, and connect with other growth\-minded individuals\. There’s something powerful about sharing your reflections and intentions with other growth-minded individuals. When you're surrounded by people who value progress, purpose, and self-awareness, it creates a natural sounding board for ideas, clarity, and encouragement. These kinds of conversations can help you see things differently, feel more supported, and stay aligned with the goals that truly matter to you. 🌿**MEETING POINT** Let's meet outside Botanic Gardens Visitor Centre at 2:00pm. Anyone who would like to grab a coffee can do so, then at 2:15pm, we'll take a walk around the Tan. 🤝**CONNECTION ACTIVITY** During the walk, you’ll be invited to participate in structured conversations with different partners as we rotate every 15ish minutes. We’ll provide reflection prompts to guide your discussions on: * What worked well this past month * What challenged you or stretched your limits * Intentions or goals for the month ahead * What success and balance look like for you This is a space to connect authentically, think intentionally, and feel supported by others who care about growth and alignment - both professionally and personally. 👋**NEW HERE?** Welcome! Find Your Tribe Melbourne is a community mostly around 25-40s who are passionate about connection, purpose, and personal development. We’re open-minded, respectful, and always excited to welcome new faces. Whether you come solo or with a friend, we’ll make sure you feel included and supported. Pushing outside your comfort zone can be tough, but it's where growth and friendship begin. 🌱 If you have any questions or just want to say hi before the event, feel free to message me! ⚠️**LIABILITY DISCLAIMER** By attending this event, you acknowledge that you are participating voluntarily and are responsible for your own health, safety, and well-being during the walk and any related activities. *Find Your Tribe Melbourne* and its hosts are not liable for any injury, loss, or damage that may occur. Please take care, be mindful of your surroundings, and participate within your own comfort level. **PHOTO AND VIDEO DISCLAIMER** Please note that photos and videos will be taken throughout the event and may be used on our social media channels or other platforms. If you prefer not to be photographed or filmed, kindly inform one of the hosts at the beginning of the event. Instagram: @findyourtribemelb

NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html) It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies. NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire. The amazing thing is, NuCalm is all-natural and works every time you use it within minutes. The best thing to do now is to watch the video on the website and download the NuCalm app. All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make. WATCH THE VIDEO ON THE WEBSITE. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)

**Bridging the Planet Gap** ### *An Exclusive Pre‑Launch Transformative Educational Experience for Singles* **Sun 31 May • 4–6pm • The Tower Hotel, East Hawthorn** A boutique facilitated event for singles who value humour, depth and conscious connection. If you’re tired of the apps, awkward small talk, being single or feeling misunderstood by the opposite sex, this ***pre‑launch event*** (with socialising afterwards), offers something completely different. This is **not** speed‑dating. It’s **not** therapy. It’s an **educational, insightful group experience** designed to help men and women understand each others wants and needs more deeply - in a way that feels safe, fun, and surprisingly easy. *"Until you make the unconscious conscious it will direct your life and you will call it fate"- Carl Jung* **BOOK NOW. LIMIITED SPACES.** **Pre‑Launch discount (Feedback Event)** * **Solo ticket: $30** * **Bring a friend (of the opposite sex): Ony $25 each** *\*This event is **heavily discounted** in exchange for your feedback* **BOOKING LINK**: [https://www.eventbrite.com.au/e/1989809975200?aff=oddtdtcreator](https://www.eventbrite.com.au/e/1989809975200?aff=oddtdtcreator "https://www.eventbrite.com.au/e/1989809975200?aff=oddtdtcreator") **What You’ll Experience** You’ll move through a series of **short, facilitated exercises and conversations** that are: * fun * insightful * easy to participate in * completely optional There is **no obligation to speak** at any time. You can participate silently or engage at your own pace. **This experience is crafted to help you:** * understand the opposite sex in a clearer, more grounded way * notice your own patterns and responses * relax your nervous system so your personality can shine * connect naturally with others * feel more confident and at ease in social and dating contexts This is a **light, fast‑moving, educational experience** that will leave you feeling more aware, more connected, and more confident about modern day dating and relationships. **Why We’re Doing This** Because singles today are navigating: * mixed signals * outdated myths and stories about men, women, dating and relationships * confusion around roles, boundaries and expectations * emotional fatigue from apps, speed dating and small talk events * fear of rejection due to past hurts and miscommunication **This event helps you:** * expand your confidence and self‑worth * strengthen communication skills * understand masculine & feminine dynamics * release old patterns that sabotage connection and love * get clear on your wants, needs and boundaries * rebuild trust between the sexes * learn a new modern dating and relating model **Who This Event Is For** * Singles 30+ (all ages) * Curious, conscious, open‑minded individuals * People who want meaningful connection, not small talk * Relationship‑minded men and women * Heterosexual singles * Aim: **Equal numbers of men and women. (Bookings required) BOOKING LINK**: [https://www.eventbrite.com.au/e/1989809975200?aff=oddtdtcreator](https://www.eventbrite.com.au/e/1989809975200?aff=oddtdtcreator) **If you’re ready to learn, grow and connect in a whole new way, we would love you to join us.** *Love & light,* *Jane Roder* *International Author Sex & Relationship Counsellor* ***www.janeroder.com info@janeroder.com 0411 300 627***

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.

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!

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

You're invited to Indiana D365 User Group Meeting Wed Jun 10, 2026 2-4 PM Agenda (sessions may change time slots before the meeting.) 2 Welcome 2:10 Stratgies for successful testing - Carla Teasdale from Wilmuth Solutions 2:50 Building Power Apps in an AI world using Claude Code demo - Natalie Roberts from Leaf Software Solutions 3:30 Everything you need to know about Quality in BC - Derek Bohman, BC Consultant 4:00 Closing Notes 4:10-5 Networking Social at Upland Brewing at Clay Terrace (walk over) Link Information to join remotely below [https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d) Tap on the link or paste it in a browser to join

**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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017