Data Management

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-06-03](https://konfhub.com/ksug-au-2026-06-03) **<=** **Latest promotions** discovered by our community! * **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20** * **40%** OFF **[Kubernetes](https://lf.ksug.ai/)** Bundles - Code: **HBDK826AI** * Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** A day in the life of AI-driven software engineer by **[Konstantin](https://www.linkedin.com/in/kilyinov/)**[ Ilinov](https://www.linkedin.com/in/kilyinov/), @**[Harness](https://www.harness.io/)** * **Topic 2:** Why are your PRs still waiting? Building Code Critiq by [Gautam Sihag](https://www.linkedin.com/in/gautamsihag30) * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors **[Amazon](https://aws.com/)** and **[Harness](https://www.harness.io/)**! **[Register here](https://konfhub.com/ksug-au-2026-06-03) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 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://k8sug.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.

### **The Experience** 🚀 Welcome to your new midweek ritual! **Bachata ConeXión Wednesdays** is all about connecting with purpose in a stunning, high-energy environment. Meet us at **The Third Day**—a massive, industrial-chic warehouse space in North Melbourne—for the best Bachata vibes in the city. Whether you're here for the fitness, the music, or the amazing community, your spot on the floor is waiting. *** ### **📍 Location & Time** * **Venue:** The Third Day – 290 Macaulay Rd, North Melbourne VIC 3051 * **When:** Every Wednesday Night * **The Space:** Huge dance floor, bar, and an inclusive, welcoming atmosphere. *** ### **🗓️ The Schedule** Our night is designed to take you from your very first steps to the social dance floor: * **6:30 PM – Bachata Fundamentals:** Perfect for absolute beginners. * **7:00 PM – Bachata Improvers:** Level up your basics. * **8:00 PM – Bachata Intermediate:** Master your patterns and flow. * **9:00 PM - Late – Social Dancing:** Practice what you learned and party! **(Social is INCLUDED with any class ticket)** *** ### **🎵 The Music Mix** Our DJs keep the floor burning with the perfect midweek blend: * **70% Bachata** (Sensual, Moderna, & Authentic) * **30% Salsa** (Linear & Cuban) * **+ A touch of Kizomba** to keep the flow smooth. ### **✨ First Timers: Start for FREE** New to our community? We want to welcome you! * **Your first 6:30 PM Fundamentals class is 100% FREE.** * No partner needed (we rotate throughout the class). * No experience required—we'll teach you everything from step one. *** ### **🎟️ Pricing & Tickets** **All tickets are available at the door!** No need to pre-book, just show up ready to move. * **6:30 PM Class:** $11 * **Single Class (7:00 PM or 8:00 PM):** $21 * **Double Class Pass:** $31 * **Social Only (from 9:00 PM):** $16 ($11 after 10:30 PM) *INSANE Card holders enjoy exclusive class & social deals!* *** ### **📲 Stay Connected** Follow us on Instagram to see our daily stories and get a sneak peek at the vibe before you arrive: 👉 **Instagram:** [@bachataconexion](https://www.instagram.com/bachataconexion) **Ready to dance? RSVP now and join the family!**

Welcome to the Money Mindset Circle - a warm, supportive space for women who are actively learning, growing, and reshaping their relationship with money together. This isn’t an expert-led workshop or lecture. Instead, it’s a genuine circle of women showing up honestly, sharing challenges, celebrating wins, and keeping each other accountable on our financial journeys. Recent feedback from our community survey asked: Which women’s circles do you want to see? The top request, by far, was for a Money Mindset Circle - and that’s exactly what we’re creating together. We’ll gather over dessert, with delicious tiramisu to share as we talk, connect, and grow. In this circle, you’ll find: * A judgment-free space to talk openly about money hopes, fears, and habits * Shared learning as we explore budgeting, saving, investing, and mindset shifts * Gentle accountability partners who cheer you on and call you in when you drift * Real conversation, not perfection - just women growing alongside each other If you’re ready to build a healthier money mindset with a community that gets it (and loves tiramisu), you belong here. Let’s grow our financial confidence - together, one sweet bite at a time. P.s. this is a space for conversation, not pitches or sales scripts.

### Your First Bachata Class on Wednesdays is FREE! 💃✨ Welcome to your new midweek rhythm at **The Third Day:** 290 Macaulay Rd, North Melbourne Whether you’re a complete beginner or a seasoned dancer looking for a friendly community, this is your new Wednesday home. ✨ **THE "ZERO-RISK" FIRST STEP** Not sure if Bachata is for you? Come and see for yourself with **no commitment**! * Your first **6:30 PM Fundamentals class is 100% FREE**. * No partner needed and no experience required. * Just show up, meet the crew, and have fun. ⭐ **THE RISING STAR MEMBERSHIP SPECIAL** If you love your first class and want to stick with dancing midweek, we have an exclusive offer for our community: * **The Deal:** Grab our Rising STAR Membership Card for just $50. * **What’s Included:** Covers your next 7 classes! * **Total Value:** Just $7.14 per class — officially the best value dance deal in Melbourne! * 📅 **WEDNESDAY SCHEDULE** * 6:30 PM: Bachata Fundamentals (Beginners) — FREE for first-timers! * 7:00 PM: Bachata Improvers * 8:00 PM: Bachata Intermediate * 9:00 PM – Late: Social dancing & community vibes 📍 **WHERE WE ARE** **The Third Day:** 290 Macaulay Rd, North Melbourne Look for our check-in table at the entrance. We’re the friendly group having a great time! Why join us? We aren’t just a dance school; we’re a **community**. Since 2018, we’ve focused on **connection, laughter, and making everyone—especially solo beginners—feel welcome** from the moment they walk in. Come as you are, bring a smile, and let’s make every Wednesday your night of dance! 🥂

**Salsa, Bachata & Kizomba Beginner Classes in Prahran** 💃🏼🕺🏻 Always wanted to try? Now is the time! Learn to dance with our friendly beginner classes for Salsa, Bachata & Kizomba. You’ll always walk away with a smile after dancing! **Get Fit. Have Fun. Meet new people.** Every Wednesday night Prahran RSL \*\*\*\*\*\*\*\* **Timetable** 👉 **6.30pm** **FREE Intro to Cuban Salsa** (30mn) 👉 7.00pm Beginner 1 Cuban Salsa & Bachata 👉 8.10pm Beginner 1 Kizomba 🔸Privates lessons also available if you can’t make group classes! \*\*\*\*\*\*\*\*\* **Location:** Prahran RSL 301 High Street Prahran Looking forward to seeing you all! 💃🕺🏻 \*\*\* **Cost:** Try our Free Intro class and after if you want to increase your dance level, feel free to enjoy our special deal for new students below! 📣 **Beginner Welcome Pack** 📣 4 weeks Beginner Classes + 30 min Private Lesson Just $65!! (value $165) 👉For more information 🔸You can contact us directly : 0411 572 822 ✅ David Smile Dance https://www.davidsmiledance.com

Players of all skill levels are welcome to join us at Marché Board Games Cafe in the CBD for a casual night of mahjong - Right in the CBD. We'll start around 6:00pm till we all need to go home :) Our typical session concludes usually around 10:00pm. Please change your RSVP to not going if you're no longer able to attend, 24 hours prior the event. For those that have a record of non attendance without communicating, you will be moved to the waiting list for future events and be contacted directly to confirm that you indeed intend to turn up, at which you will be allotted a spot subject to availability. For more details on the rules of the game, please refer to: http://mahjongtime.com/hong-kong-mahjong-rules.html Marche has been kind enough to offer us a deal to play in their cafe. **⋆⋆⋆⋆⋆⋆⋆⋆⋆⋆ Cost ⋆⋆⋆⋆⋆⋆⋆⋆⋆⋆** Attendees who have registered for the event on Meetup can play at discounted rates, with the following payments to be made: * **$6 in total per session” to cover cafe costs. Payment of $6 should be made to Marche at the front counter upon notification to the staff member that you are here for the scheduled meetup. There is now no minimum spend on items at the cafe as there were before. The cafes menu can be found here https://mbgcafe.com.au/menu.pdf .

* New students can claim 25% off with code **DANCE25** This beginner-friendly **Bachata Ladies Styling & Fundamentals** class is designed to help you learn the beautiful, fluid movements of Bachata—all in a welcoming, empowering space. What to Expect * **Footwork & Posture:** Learn the foundational steps and body isolations unique to bachata. * **Body Isolations & Waves:** Learn how to move your chest, ribs, and hips smoothly and naturally. * **The Art of Adornos:** Discover how to naturally integrate graceful arm movements and body lines. * **Beginner Friendly:** No partner required and no previous dance experience necessary! ✨ What to Bring: * **Comfortable Clothing:** Wear something that allows you to move freely and feel good. * **Dance Shoes:** Sneakers, trainers or low-heeled dance shoes are recommended. If you don't have them yet, smooth-soled flats or socks work perfectly! * **Water Bottle:** Stay hydrated while you dance. Booking: https://savvystudio.au/bachakamp * New students can claim 25% off with code **DANCE25**

You've built the POC. Leadership loved it. Now what? The gap between a working AI demo and a production system is where most projects quietly die. This event tackles the hard part, the decisions that come after the proof of concept gets the green light. Hosted by Zendesk! **What we're covering:** 🏗️ Architecture decisions that don't show up in tutorials when to build, when to buy, when to stitch things together 💰 Cost and efficiency trade-offs, what it actually costs to run AI at scale, and how teams are managing it 🔒 Governance and guardrails, who owns the model in production, and what happens when it breaks 🎤 Talks, panel, and Q&A from practitioners who've shipped AI into production, not just theorised about it **Our panel of experts:** * Darragh Kennedy, Director - Software Engineering, Zendesk * Fernando Mourão, Head of Responsible AI, Seek * Brad Ryan, Chief AI Officer, i-screen, Ex AI Lead - AWS * Romina Sharifpour, AI Engineering Lead, CBA **Details:** 📅 Thursday 4 June 2026 🕕 6:00 – 8:30pm 📍 Zendesk Office Level 13/550 Bourke St, Melbourne VIC 3000 **Format:** Talks + Panel + Q&A (6:00–7:30pm) → Networking & drinks (7:30–8:30pm) This event is part of AI Week Melbourne (June 1–7) and is run in partnership with Web Directions / AI Engineer Melbourne. Whether you're an engineer wrestling with inference costs, a leader trying to get your AI strategy past the pilot stage, or just curious about what production AI actually looks like, this one's for you. Spots are limited. RSVP to secure yours.

Business Agility is continuously improving, as is the Domain Model that underpins how we think about it. In June we welcome Evan Leybourn co-founder of the Business Agility Institute and Chief Product Officer at the newly founded X2A to run a deep dive on how the Domains, their Capabilities, and exhibited Behaviours evolving. The goal of the update is to further support practitioners' understanding of their organisation's standing today (their "X") and map a viable approaches to meet their ambitions (their"A"). Thanks to TeamForm for providing the space and funding the refreshments on the night. Without sponsors great events like this don't happen.T

We’re excited to bring our community together again — this time with a focus on **Building resilient AI**. As LLM-powered applications move from experimentation to production, a new challenge emerges: **how do we secure what we don’t fully understand yet?** In this session, we’ll explore two critical layers of AI defense—**protection** and **proactive testing**—through real-world practices and practical demos. **Topics** **1\. Shielding your LLMs with AWS Bedrock Guardrails** Ever felt like deploying an LLM is a bit like letting a genius but unpredictable intern talk to your customers? Join me as we explore how to move past the unregulated nature of unregulated AI using AWS Bedrock Guardrails. We’ll dive into the six pillars of AI safety and deploying guardrails to build AI that isn't just smart, but is fundamentally trustworthy and brand-safe. **About the speaker** [Maitreyi Singh](https://www.linkedin.com/in/maitreyisingh/) is a Data Scientist at [REA Group](https://www.realestate.com.au/), currently working on developing AI agents and intelligent systems. She has experience in Generative AI and enjoys exploring innovative applications of AI in real-world solutions. Outside of her professional work, Maitreyi enjoys painting as a creative hobby. **2\. Red Team Your LLM App Before the Bad Guys Do** As LLM-powered apps become more common, they're also becoming bigger targets. Prompt injection, jailbreaks, and harmful content exploits are real threats — and most developers don't discover them until it's too late. In this talk, we'll cover why guardrails are essential for any production LLM app, and why red teaming is one of the most effective ways to uncover vulnerabilities before bad actors do. We'll then put theory into practice with a live demo: a vibe-coded AI app on Amazon Bedrock, attacked using an open source red teaming tool — first without guardrails, then with them. The difference will speak for itself. **About the speaker** [Vanessa](https://www.linkedin.com/in/vanessa-kong-8069601a7/) is a Senior Product Security Engineer at [REA Group](https://www.realestate.com.au/) with five years of experience spanning cloud infrastructure security, security tooling and automation, and AI security. She specialised in building secure systems end-to-end, automating security workflows, wiring up tools to catch issues earlier in the pipeline, and exploring the evolving security challenges that come with AI-powered applications. She loves getting into the weeds of how things break — and helping people build them more securely. **Agenda** 5:30pm – Food and networking 6:00pm – Presentation 1. Shielding your LLMs with AWS Bedrock Guardrails 6:30pm – Presentation 2. Red Team Your LLM App Before the Bad Guys Do 7:00pm – Networking We’re incredibly grateful to our sponsor — [REA group](https://www.rea-group.com/) for supporting our community and making this event possible. Join us for an evening of learning, meaningful conversations, and great company, we can’t wait to see you there!

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! It's a free event. Please support the venue by buying a drink! You can support us by following our Instagram, Facebook, TikTok, or Eventbrite **Obsesión Latina - Salsa & Bachata** https://www.eventbrite.com.au/e/free-salsa-bachata-classes-social-every-friday-in-south-melbourne-tickets-1978557074471?aff=oddtdtcreator

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Josh Price - Ash Framework * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saving Grace downstairs (32 Church Ln, Melbourne, VIC 3000) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

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

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!

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

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###