Data Management

Join us for Linux Town Hall meeting where we discuss the upcoming Hardware Freedom Day. This is an open Town Hall meeting where all community members are welcome to attend, observe, and contribute to the discussion. Whether you're a long-time LUV member or new to our community, your input is valuable as we shape the future of Linux Users Victoria. The meeting will be held online, making it accessible for everyone to participate from the comfort of their own space. This is a great opportunity to learn about Linux Victoria's behind-the-scenes operations and how you can get involved in our growing open-source community. Come be part of the conversation as we work to strengthen and expand Victoria's Linux adoption and open source practice! ## Key Discussion Points \- Upcoming Hardware Freedom Day \(April 18th\) \- Project Moonshine \(Remote Displays for Linux Desktops\): WIP report and demo ## How To Join Online Link to join: [https://electronworkshop.com.au/goto/venue](https://electronworkshop.com.au/goto/venue) We use a self-hosted Big Blue Button instance (aka BBB) for this meeting, managed by Electron Workshop and hosted by Serversaurus. ## Join In Person Maps Link for Inspire9: [https://maps.app.goo.gl/eRMAXpBdmG1Ece4m9](https://maps.app.goo.gl/eRMAXpBdmG1Ece4m9) **Getting to Inspire9:** Train station is located right next to Inspire9. Tram 70 is a short 2 minute walk. There is 2hr parking on the street but very often there are no spots. Inspire9 main entrance is wheelchair accessible. When arriving, head for the AKM building. ## Schedule 19:00 Meet and greet 19:30 Opening 20:30 ClosureApril

DATE CHANGE DUE TO OTHER'S BUSY SCHEDULES . DATE TBC THIS SHD BE A GREAT LAUGH. pay $5 at the door (special SideQuest discount so mention Sidequest) MEET OUT FRONT BEFOREHAND AT OR BEFORE 7.15PM SHARP SO WE CAN SEAT TOGETHER. if late you may be seated elswhere A night of laughs are 10 comedians try out their new material - special deal $5 cover charge for SideQuest (instead of $20 !) **Pls don't bring bags bigger than A4 size** [https://www.thecomicslounge.com.au/index.php/events/cl25_tues25nov-detail](https://www.thecomicslounge.com.au/index.php/events/cl25_tues25nov-detail) **Show Timing:** * If you’re only attending the show (not the full dinner package which we are not) , we recommend arriving by **7:15 PM**. * The venue seats guests from front to back as they arrive. * The show will finish at approximately **10:30 PM**. * VENUE The Comic's Lounge 1/26 Errol St, North Melbourne VIC 3051, Australia * **Parking –** Plenty of street parking around the Venue.

Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Apr 9th from 5:30pm**, in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: 394 High Street Northcote, Victoria 3070 \*\*\* **🗓 Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Chad Harris, Solutions Architect, Factor House * 6:30pm - 7:00pm: Stephen Ermann, Senior Customer Success Technical Architect * 7:00pm - 7:30pm: Additional Networking \*\*\* **💡 Speaker:** Chad Harris, Solutions Architect, Factor House **Talk:** Things that go bump in the night: Kafka Operational Issues and How to Survive Them **Abstract:** Most Kafka talks focus on how things should work—this one is about what actually happens in production. We’ll walk through real-world operational issues encountered with Apache Kafka and its clients, from subtle misconfigurations to full “why is everything on fire?” moments. Along the way, we’ll break down how to identify what’s going wrong, which signals actually matter, and how to approach debugging when the system doesn’t behave the way you expect. This talk will also touch on observability, common failure patterns, and practical mitigation strategies you can apply immediately. Expect a mix of technical deep dives, debugging workflows, and a few war stories (including some questionable decisions and log-staring sessions). If you’ve ever wondered whether it’s just you? It's not! **Bio:** Chad Harris is a streaming data specialist and Solutions Architect at Factor House, where he helps organisations design, scale, and operate Apache Kafka platforms using industry-leading tooling. With experience scaling Kafka across organisations ranging from small startups to some of Silicon Valley's largest companies, Chad has been working with Kafka since its early days. He brings deep expertise across both real-time streaming and data-at-rest systems, with a strong focus on practical, production-ready architectures. \-\-\-\-\- **💡 Speaker:** Stephen Ermann, Senior Customer Success Technical Architect **Talk:** From Lag to Smooth Sailing: How Queues for Kafka (KIP-932) Fix Slow Consumers **Abstract:** Slow or bursty consumers are one of the most common reasons Kafka applications end up fighting lag, over-provisioning, and operational fire drills. Traditional Kafka consumer groups work brilliantly for high-throughput stream processing, but they can make it hard to serve heterogeneous consumers, apply backpressure cleanly, or guarantee fair access when some consumers fall behind. In this talk, we’ll explore **Queues for Kafka**, the new KIP-932 feature that introduces native queue semantics on top of Kafka’s battle-tested log foundation. We’ll look at how queues decouple producer and consumer throughput, isolate slow consumers without penalising fast ones, and provide more predictable delivery and scaling behaviour for “task” and “work queue” style workloads. You’ll walk away with: * A clear mental model of how Kafka queues differ from topics and consumer groups * Concrete design patterns for handling slow and spiky consumers * Migration tips for evolving existing Kafka-based services to use queues safely If you’ve ever stared at a lag graph wondering whether to add more consumers, more partitions, or more coffee, this session will show you a cleaner path to smooth sailing with Kafka. **Bio:** Stephen Ermann is a **Senior Customer Success Technical Architect at Confluent**, working with leading financial institutions across APAC to design and operate mission-critical, real-time data platforms. With deep experience in **Apache Kafka**, **Confluent Cloud and Platform**, and surrounding ecosystems like **Kafka Connect** and **Apache Flink**, Stephen helps customers solve hard problems around scalability, reliability, and security in production. They are particularly focused on **RBAC, OAuth, mTLS, and container image security**, as well as emerging **agentic AI** patterns built on streaming data. Outside day-to-day architecture work, Stephen regularly shares practical patterns and lessons learned at meetups and user groups across the region. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

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

We have joined forces with the Statistical Society of Australia to broadcast their "Di Cook Award Seminar". **When:** Wednesday 8th of April, 6:30-8:15pm **Where:** 750 Collins St, Room 853, Level 8 (Studio Room) **What:** Free food & drinks while watching the Di Cook Award Seminar! The [Statistical Computing and Visualisation](https://www.statsoc.org.au/Statistical-Computing-and-Visualisation-Section) section of the Statistical Society of Australia proudly presents the Di Cook Award webinar, promoting open-source statistical software development. This event will showcase outstanding work submitted to the [2025 Di Cook Award](https://statsocaus.github.io/dicook-award/). The award winner will present their winning project in a 30-minute talk, highlighting the motivation, methods, and key insights behind their work. Two highly commended applicants will also share their submissions, each delivering a 15-minute presentation that outlines the ideas, approaches, and contributions of their projects. Together, these talks will provide an engaging overview of innovative software development represented in this year’s award submissions, offering attendees the opportunity to learn from and discuss exemplary work in the field. For more information about the award and the event, see the [SSA website](https://www.statsoc.org.au/event-6618285).

I spent 23 years chasing enlightenment and fell into numerous spiritual traps which kept me running in circles for years. If you're walking the path, you'll meet these traps too. The ego can subtly hijack the desire for spiritual awakening. It masks itself as progress to maintain control. In this sessions we will go deeper into the 4 most dangerous traps you will encounter which can keep you stuck for years. When these traps are seen, not discussed but actually seen, you can finally encounter the truth you have been longing for. **Schedule** * Talk by Rajiv followed by open Q&A * Guided Meditation * Spiritual networking. Make friends with others on the spiritual path **About Rajiv** Rajiv dedicated years of his life seeking enlightenment. His pursuit for truth, reality, emptiness and self-discovery took him through the profound depths of mysticism. He meditated 14 hours a day, stayed with monks, lived in the Himalayan caves, learned from wise sages and researched every major spiritual system, including Zen, Non Duality, Yoga, Buddhism etc. Then one momentous morning in 2005, he experienced his first shift into higher states of consciousness, an inner spiritual awakening. This was followed by days of infinite ecstasy and bliss. Finally, the years of seeking culminated and he realised his own true nature. He now shares his deep insights to help seekers progress on the path of awakening & meditation. His approach is secular, based on personal experience. You can read about his spiritual journey here — [https://innerspiritualawakening.com/rajiv-agarwal/my-journey/](https://innerspiritualawakening.com/rajiv-agarwal/my-journey/) **Venue** Kathleen Syme Library 251 Faraday Street, Carlton, VIC We will be in Multipurpose Room 1. We may take some photos to capture the moment. If you prefer not to be photographed, please let the organiser know at any time. This event is free and open to all adult seekers (18+). For inquiries please email Manpreet — [mysteriousmk@yahoo.com](mailto:mysteriousmk@yahoo.com)

**Cloud to Career** **Proudly presented by AWS Cloud Club @ University of Melbourne & Quantum Club** **Sponsored by CareerXlerate** **Turn your cloud knowledge into real-world impact—and your passion into a career.** In today’s world, knowing the cloud is just the beginning. The real question is: **How do you turn those skills into meaningful, real-world AI and industry solutions?** **Cloud to Career** is a high-impact, immersive evening designed to bridge that exact gap — bringing together students, industry leaders, and innovators into one powerful space. Whether you're exploring cloud, diving into AI, or preparing for your first role in tech, this event will give you something far more valuable than theory: **insight, exposure, and real connection with the people already doing it.** **Event Details** * **Date:** April 8th * **Time:** 6:00 PM – 8:30 PM * **Audience:** \~100 students, engineers, and aspiring tech professionals **What to Expect** Industry Panel: Real Stories, Real Insights. Kick off the evening with a high-value panel featuring leading professionals from the industry. Learn how they transitioned from learning cloud to building impactful solutions in AI, engineering, and beyond. **We’ll dive into:** * Breaking into the tech industry * Real-world applications of cloud + AI * Skills that actually matter (beyond coursework) * Mistakes, lessons, and career-defining moments **Live Q&A — Ask Anything** An open Q&A session where you drive the conversation. Ask your questions — whether you're unsure about career paths, technical skills, or industry expectations. Includes both: * In-person audience questions * Online audience participation **Networking + Buffet** Move into a relaxed networking session with food and meaningful conversations. This is your chance to: * Speak directly with industry professionals * Build genuine connections * Explore opportunities, mentorship, and ideas **Live Case Challenge (Student × Industry Collaboration)** This is where things get exciting. During networking, 2 students and 2 industry professionals will be randomly selected to take part in a live architecture challenge. **What happens:** * A real-world case scenario is presented * Collaborate for 40 minutes * They design and discuss a solution architecture * Present their thinking to a panel of judges **Then:** * Judges break down the solution * Highlight what worked and what didn’t * Share how they would approach the problem Meanwhile, the rest of the room continues networking — making this a dynamic, interactive, and high-energy environment. Why You Should Attend * Go beyond theory and see how cloud + AI is applied in the real world * Learn directly from industry leaders * Build meaningful connections that could shape your career * Experience a live problem-solving environment * Be part of one of the most engaging student-industry tech events at UniMelb **Final Note** This isn’t just another tech event. It’s a bridge between where you are and where you want to be. If you're serious about turning your skills into a career — *this* is where it starts.

### 🔥 ROOM 497 – Saturday Bachata Workshop & Social 🟠⚫ **💳 Rising STAR holders:** Use your **STAR for FREE entry** to the Bachata workshop and social dancing — the perfect way to enjoy your membership! Join us for the return of **ROOM 497** on **Saturday, April 11th** for a high-energy night of bachata, music, and real connection in North Melbourne. Whether you’re brand new or an experienced dancer, this night is for everyone. ✨ **No partner needed • All levels welcome** *** ### ✨ THE DETAILS 📅 **Date:** Saturday, April 11th 📍 **Location:** Sokol Melbourne Inc (497 Queensberry Street, North Melbourne) 👗 **Dress Code:** **Orange & Black** 🟠⚫ Dress to impress in our signature colours! *** ### ⏰ THE SCHEDULE **8:00 PM – Bachata Workshop (Open Level)** Build strong bachata fundamentals while enhancing timing, flow, and partner connection — ideal for dancers looking to level up their social dancing. **9:00 PM – 12:30 AM – Social Dancing** Dance, connect, and soak up the ROOM 497 energy with the community! 💃🕺 *** ### 🎵 THE MUSIC & VIBE Our house DJs will keep the dance floor alive with: **Main mix:** 70% Bachata • 30% Salsa • Touch of Kizomba 🎧 **DJs:** DJ Hong Starr • DJ Spanky • DJ Pombo *** ### 💰 PRICING Book online to **save** if you don’t have a Rising STAR card: 👉 https://www.trybooking.com/DKKBZ *** ## 📍 HOW TO FIND US Sokol Melbourne Inc 497 Queensberry Street, North Melbourne *** 🌟 **Come dance, connect, and experience that ROOM 497 feeling.** A Saturday night full of rhythm, energy, and great people — you don’t want to miss this! ✨

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| Chris Hocking — Pretending to be a coder \- Version 3: The world has changed since we last saw Chris… Codex\, Claude and burnout\. \| \| 7:15pm \| TBC \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!** **🔴 MUST READ: RSVP Alone Won't Get You In!** To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone! **📋 Choose Your Age Range Below to Register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-leading-local-singles-speed-dating&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-leading-local-singles-speed-dating&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-leading-local-singles-speed-dating&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-leading-local-singles-speed-dating&ar=55+&face_v=2.0) --- 🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself. 🎯 **Perfect for:** - Introverts who shine in one-on-one conversations - First-time speed daters seeking a welcoming, easy experience - First-timers who want to date without the pressure of face-to-face meetings - Busy professionals who value their time and comfort **How It Works** 1. **Sign Up** – Click the registration link for your age bracket above. 2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening. 3. **Connect on Zoom** – No setup needed. Just click the link and you're in! 4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Indianapolis singles who share your vibe. 5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you! **Event Details** - **Format:** Hosted live on Zoom – guided, fun, and stress-free - **Location:** No venue needed – just a comfy seat and a good internet connection - **Host:** Your personal guide through the evening – friendly, encouraging, and fun - **Vibe:** Light-hearted, easy-going speed dates with open-minded Indianapolis singles - **Accessibility:** Join from any device – laptop, tablet, or phone - **Duration:** About 60–90 minutes of structured, fun conversations **Frequently Asked Questions** **How long are the conversations?** Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting! **What happens after the event?** We reveal mutual matches after the event. If you both liked each other, we help you connect! --- ✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨

We're bringing the community together for a casual happy hour with ServiceNow-themed trivia, food and drinks, and great conversation. Details coming soon - for now, save the date and plan to join us for connection and fun.

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!