Data Management

Join us for an evening of learning, networking, and knowledge sharing as we explore how organisations create secure, well-governed cloud environments. Our speakers will discuss practical approaches to identity governance, cloud security, and business-driven decision making, sharing real-world experiences and lessons learned along the way. Whether you're working in cloud, security, business analysis, or just keen to expand your knowledge, we'd love to see you there! **Topics:** **1\. Multi\-Cloud Identity Governance: Reducing Risk Through Ownership\, Lifecycle\, and Assurance** In this session, we will be exploring how managing identity and access becomes more complex in multi-cloud environments due to the rapid growth of identities, systems, and permission models, and how identity governance brings structure, visibility, and control through three key principles - ownership (clear accountability for identities and access), lifecycle (managing access from creation to timely removal), and assurance (continuously validating that access remains appropriate and secure) to help reduce risk, improve control, and enable secure, scalable operations across modern distributed environments. **About the speaker** [Amitha Shree](https://www.linkedin.com/in/amithashree/) is an Identity Governance Manager at nbn® Australia. **2\. Business Analysis with AWS Security Services: GuardDuty\, Security Hub and IAM Access Analyzer** Business analysis enables change within an organisation by defining needs and recommending solutions that deliver value to stakeholders. When applied to AWS security, it ensures services are purposefully aligned to the organisation's risk appetite, strategic goals, and compliance obligations. It transforms Amazon GuardDuty from a threat detection tool into a quantifiable risk reduction investment, elevates AWS Security Hub from a technical dashboard into an executive-facing compliance reporting engine, and repositions IAM Access Analyzer from a policy scanner into a governance framework that protects against the most common causes of cloud breaches. Together, business analysis connects all three services into a coherent, measurable, and business-driven security strategy that enables organisations to make smarter, faster, and more confident decisions. **About the speaker** [Hazra Ali](https://www.linkedin.com/in/hazra-ali-a3777297/), a Business Analyst at WorkSafe Victoria, has more than 12 years of experience in Information Technology specialising in banking and finance sector in business analysis, software development, incident management and customer service. **Agenda:** **5:30pm** – Food and networking **6:00pm** – Presentation 1. Multi-Cloud Identity Governance: Reducing Risk Through Ownership, Lifecycle, and Assurance **6:40pm** – Presentation 2. Business Analysis with AWS Security Services: GuardDuty, Security Hub and IAM Access Analyzer **7:20pm** – Networking We’re incredibly grateful to our sponsors [Confluent](https://www.confluent.io/), [Mantel](https://mantelgroup.com.au/) and [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!

Your new Thursday Bachata spot! 4 dance classes then Bachata social! **BACHATA VIBES THURSDAYS** **Weekly Bachata Social + 4 Classes** 📍 **79–81 Fitzroy St, St Kilda** **Your Thursdays just got dangerous.** **Bachata Vibes Thursdays** is your new weekly escape — a place where music drips, bodies move, and connections spark. **A brand-new weekly Bachata experience combining quality classes, social dancing, and an incredible atmosphere in a beautiful, modern venue unlike anything else in the dance scene.** Whether you're a complete beginner or a seasoned dancer, our doors are open to everyone looking to further their learning, have a good time & make friends. New to Bachata? Addicted already? Either way, come for the classes… **stay for the vibes.** **For the month of June we will start the night with Salsa classes from 7pm followed by Bachata classes at 8pm.** Our intention is to provide a different dance class or style or specialised workshop for the 7pm slot each month, eg Zouk, Dominican Bachata, shines, Ladies' styling etc. Our lineup of four dynamic dance classes are tailored to different skill levels, allowing you to progress at your own pace and expand your dance repertoire. **CLASS SCHEDULE** **7:00pm – Salsa Beginners & improvers** You'll learn the basic steps and essentials to get you social dancing. **7:00pm – Salsa Intermediate** Learn essential moves, their variations, combos and turn patterns. **8:00pm – Bachata Beginners & improvers** Learn the basics and ease into the night with confidence. Our aim is to have you social dancing when the party starts straight after class. **8:00pm – Social moves & Combos (Level 2)** Perfect for those with **2 months to 2 years** of experience, covering essential moves and popular combinations. **9:00pm – 12:00am BACHATA SOCIAL** As the lights dim, the party begins. **Ducey Love & guests** playing their favourite Bachata tracks. Expect nothing but current bangers. 3 Bachata to 1 Salsa Last 30 mins of the night we slow it down and play all slow sensual Bachata. ### DOOR PRICES Winter prices • **1 class + social:** $20 • **2 classes + social:** $35 • **Social only:** $15 Look out for early bird discounts online and either get in touch with us or have a chat to us at the front desk about uni student discounts and loyalty card discounts! Help us make Thursdays your favourite night of the week at **BACHATA VIBES THURSDAYS!** 💃✨ ### ⚠️ COMMUNITY SAFETY NOTICE Our events are built on **respect, consent, and care for our community** — especially the safety and comfort of women on and off the dancefloor. If you are on the **Obsesión banned list**, this ban **automatically applies to all related events**, including **Latin Obsession, Bachata Obsesión,** **Bachata Vibes, Latin Vibes, Albion Fridays, and all collaborative events**. This policy exists to ensure a **safe, welcoming environment** where dancers can learn, connect, and enjoy themselves without pressure, discomfort, or fear. Harassment, boundary violations, predatory behaviour, or repeated disregard for consent will **not be tolerated**. We believe great dance scenes are built on **trust, accountability, and mutual respect**. By attending our events, you agree to uphold these values and contribute to a space where everyone — particularly women and marginalised dancers — can feel safe, supported, and empowered. Thank you for helping us protect and strengthen our community. 💜

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. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. This is the last meetup at SuperAPI's HQ on Little Collins st. Next month we're moving to SuperAPI's NEW HQ on Collins st (about a block away). details to follow. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Braidon Whatley and Julian Doherty - "Finding '[quadratic-time decoding of nested query/body parameters enables denial of service](https://cna.erlef.org/cves/CVE-2026-54892.html)' CVE in Elixir Plug and what it means". * 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.

## Bachata Vibes Thursdays — Student Night in St Kilda Looking for a fun Thursday night out that is social, affordable, and beginner-friendly? **Bachata Vibes Thursdays** is a Latin dance night designed for university students, young professionals, and anyone who wants to meet new people, learn something new, and enjoy great music in a relaxed, welcoming environment. No partner? No experience? No problem. We start the night with beginner-friendly salsa and bachata classes, then open the floor for social dancing so you can practise, connect, and enjoy the vibes. **Schedule:** **7:00pm** — Salsa Class **8:00pm** — Bachata Class **9:00pm** — Social Dancing **Student Entry:** $15 entry for full-time university students with valid student ID. **Venue:** Victorian Pride Centre 79–81 Fitzroy St, St Kilda Expect good music, friendly people, Latin vibes, and a fun social atmosphere. Come solo, bring friends, or make new ones on the night. **Beginner friendly. No partner needed. All levels welcome.**

‘*Mandalas have been used as an aid to contemplation and meditation by various cultures all over the world for over five thousand years. The word ‘mandala’ comes from the Sanskrit word for ‘sacred or magic circle’ and represents symbolic drawing inside a circle.’* Georgina Fode Join Art Therapist and Theosophist Nina Mazurek on the first Thursday of each month for an hour of hands-on mandala work - a Melbourne Theosophical tradition first established by Georgina Fode. Within a safely held and respectful space, each attendee will be guided to create an oil crayon mandala at their own pace, in response to a chosen topic and preceded by a ‘remember who you are’ meditation. Each class will be a nurturing opportunity to explore our inner yearnings for wholeness and containment, that may help to propel self-healing and enable further understanding of the self. Drawing ability is not necessary. People with all levels of drawing skills, including those who think they can not draw at all, will benefit and progress through this work, producing mandalas with deep personal meaning; reflections of their inner journeys’ progress. Accept your mandala with love – as a gift from your unconscious. **Nina Mazurek** is an experienced presenter and workshop facilitator who has been offering beautiful creative healing services at the Melbourne Theosophical Society for over 20 years. The MTS is committed to providing events that align with and further The three objects of The Theosophical Society: * To form a nucleus of the universal brotherhood of humanity, without distinction of race, creed, sex, caste or colour. * To encourage the study of comparative religion, philosophy and science. * To investigate unexplained laws of nature and the powers latent in the human being. However this being stated, the MTS does not endorse any health, spiritual, science-related, philosophical or theological /other assertions or claims made by any facilitator we host.art

**🎾 KISMETRIX \| True Connection** [Ticketed Event](https://www.eventbrite.com.au/e/july-02-thursday-evening-pickleball-socialplay-meet-connect-cheltenham-tickets-1991558434890) THURSDAY EVENING PICKLEBALL SOCIAL Play • Meet • Connect 📍 Raya Pickleball Club 363–369 Warrigal Road, Cheltenham VIC 3192 📅 Every Thursday 🕙 7:00 PM – 9:00 PM Looking for a fun and social way on Thursday evening? Join us for a relaxed evening of pickleball, good conversations, and meeting great people in a welcoming and inclusive environment. Whether you're picking up a paddle for the first time or already love the game, our Thursday Evening Pickleball Social is all about enjoying the experience, staying active, and connecting with others through play. No pressure. No competition. Just a great morning with great people. ### WHAT TO EXPECT 🎾 Friendly social pickleball games 🤝 Meet new people naturally throughout the session ✨ A welcoming and supportive atmosphere 🏓 Beginners welcome — no experience necessary 💬 Plenty of laughs, conversations, and court-side chats Our hosted format makes it easy to rotate between games, enjoy the social atmosphere, and get to know different people throughout the morning. ### WHO IT'S FOR Perfect for adults who enjoy: • Staying active and having fun • Meeting new people • Expanding their social circle • Trying something new • Being part of a friendly community Come solo or bring a friend — most people attend on their own. ### INCLUDED ✔ Hosted social pickleball session ✔ Court hire ✔ Paddle hire included ✔ Opportunity to try selected Six Zero demo paddles ✔ A fun and welcoming community experience ### ABOUT KISMETRIX At KISMETRIX, we believe meaningful connections are often built through shared experiences. Our events bring people together through movement, conversation, laughter, and community — creating opportunities to meet others in a way that feels natural and enjoyable. Whether you're looking to make new friends, expand your social circle, or simply enjoy a great morning out, you're welcome here. ### IMPORTANT INFORMATION • All skill levels are welcome. • Please wear comfortable active clothing and clean court shoes. • Bring a water bottle. • Please arrive a few minutes early for check-in. • This is a social community event designed to help people connect through shared experiences. Outcomes and connections cannot be guaranteed. • Please treat all attendees with respect and kindness. Harassment, inappropriate behaviour, or breaches of our Code of Conduct may result in removal from the event. • Tickets are non-refundable unless required by Australian Consumer Law, but may be transferable. • KISMETRIX reserves the right to refuse or remove attendance where necessary to maintain a safe, respectful, and enjoyable environment for all participants. By attending this event\, you acknowledge and agree to KISMETRIX \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer\, and Code of Conduct\. KISMETRIX \| True Connection 🌐 www.kismetrix.com.au 📧 social@kismetrix.com.au 📸 Instagram: @kismetrix_ Play. Meet. Connect. We'd love to see you on court.

Hello there! 😊 **Note:** This event is posted on multiple platforms, so more people come than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy way to meet your **new girlfriend / boyfriend!** You do not need to make the first move, **the host does everything for you.** Easy way to meet **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.crushmatch.net/melbourne -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We usually sell out about **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- set up with care so the numbers stay balanced 😌 **Professional host included** \- the host leads the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- warm\, simple\, and low pressure 🎉 **Friendly people** \- people are often even nicer than you expect\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will see **question cards** on each table! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central location. 💌 **QUESTIONS?** Email us! We reply to everyone! **🎫 GET YOUR TICKET HERE: 🎫** **www.crushmatch.net/melbourne -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We usually sell out about **1 week** before the event! I’m excited to meet you! See you soon! 😊❤️

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

💛 KISMETRIX \| True Connection 📍 Alfie's Bar, 167 Franklin Street, Melbourne CBD 📅 Saturday, 4 July 2026 🕙 9:30 PM – 11:30 PM 🎟 Early Bird $15 \| Last Release $25 🥂 Includes a welcome drink on arrival Melbourne Singles Social \| Ages 23–33 Let's be honest. Meeting new people as an adult can be surprisingly hard. Most people already have their own friendship groups. Dating apps can feel repetitive. And approaching someone at a bar isn't always easy when you have no idea if they're interested in meeting anyone. That's why we created KISMETRIX. A relaxed Saturday night where everyone is single, most people come solo, and everyone is there for the same reason — to meet new people, have a good time, and see where the conversation leads. No speed dating. No awkward icebreakers. No pressure. Just a fun night out with people who are genuinely open to meeting someone new. Whether you're looking for dating, friendship, new connections, or simply a better way to spend your Saturday night, you'll be surrounded by others doing the same. ## What to Expect 🥂 Welcome drink included on arrival 🍸 Full bar available throughout the evening 🤝 Friendly hosts to help introductions happen naturally 💬 A room full of Melbourne singles aged 23–33 🎶 Great music and a social atmosphere where you can actually have a conversation ✨ A welcoming environment where showing up solo is completely normal ## Who Comes Along? Young professionals, creatives, entrepreneurs, students, and everyday people from across Melbourne. Some are looking for a relationship. Some are newly single. Some just want to meet new people and get off the apps for a night. Most guests arrive on their own, which is exactly what makes these events work. ## Why People Love These Nights Because everyone is open to meeting people. You're not interrupting friendship groups. You're not guessing who's single. And you're not trying to make a dating app profile sound more interesting than it needs to be. Just real people, real conversations, and a genuinely fun night out. ## Important Information • This is a hosted singles social event, not a speed dating event • A welcome drink is included with every ticket • Additional drinks and food are available for purchase at the venue • We aim for a balanced mix of attendees where possible, though numbers may vary • Respect, kindness, and consideration for others are expected at all KISMETRIX events • Tickets are non-refundable but may be transferred to another person KISMETRIX reserves the right to manage attendance and participation, including declining or removing entry where necessary, to ensure a positive and respectful experience for all guests. ## About KISMETRIX KISMETRIX hosts Melbourne singles events designed to help people meet naturally in real life. Whether you're looking to expand your social circle, meet new people in Melbourne, or explore dating opportunities, our events create a relaxed environment where connections can happen naturally. 🌐 kismetrix.com.au 📧 social@kismetrix.com.au By purchasing a ticket and attending this event, you agree to follow the KISMETRIX Code of Conduct and Community Guidelines. Code of Conduct: kismetrix.com.au/code-of-conduct

Do you live in the Southern suburbs? Want to explore what the Southern suburbs has to offer? Or are you just interested to catch-up with like-minded people? Once a month Steph hosts our Southern socials. It is a great opportunity to meet others. Our emphasis is on fun whilst helping and supporting each other. The socials include drinks and chats, casual coffees, dinners and other activities suggested by members from time to time. Our socials are informal and open to all. We pay for own food and drinks individually and there is no charge for the organisation of the events. We hope to see you!

Ease into your Sunday with a calm walk, meaningful conversation, and brunch with new people. This event is all about slowing down, getting out of the house, and connecting with others in a relaxed setting. We’ll start with a casual walk at the Fitzroy Markets so conversations can happen naturally, then continue the morning over brunch. It’s perfect if you want to meet new friends without the pressure of a big social event. You can come by yourself, bring an open mind, and let the conversation unfold. We’ll include a few simple BeSocial prompts to help break the ice and make it easier to get to know each other. Whether you’ve had a busy week, recently moved, or just want to build more real-life connection, this is a gentle way to reset and start the week feeling more connected. **Perfect for:** brunch lovers, Sunday walkers, people who prefer small groups, and anyone looking for genuine conversation. To help you get the most out of the event, we ask that you download our app before you arrive (or upon arrival). The app will be used throughout the event for prompts, activities, and other interactive content so having it ready will ensure you can fully participate. https://apps.apple.com/au/app/besocial/id6759604739 https://play.google.com/store/apps/details?id=com.appetiser.besocial&hl=en **Event photography and videography may take place at this event. Images and footage captured may be used in future BeSocial promotional materials.** **If you do not wish to appear in promotional materials, please notify Nexaro Group Pty Ltd before the event by emailing support@besocialapp.co, or let the event hosts know on the day.**

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

Highlights and Hidden Gems in SQL Server 2025 With so much emphasis on cloud data platforms and AI these days, SQL people can feel left behind by all the marketing hype. SQL Server 2025 was officially released in November of 2025, though, and contains a ton of improvements that will make our SQL Server deployments a bit faster, better, and more secure. There are even more improvements tucked into the release that never made a marketing blog or press release that you'll likely be learning about for the first time in this session! Join this session to learn about what makes your high availability a little more available, your performance a bit more performant, and your database more developer and app-friendly. Come spend an hour with SQL people talking SQL Server 2025 – the good, the "not quite ready for prime time", and the hidden awesomeness.

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

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

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.