Cloud Storage

**Note - NEW location for this month only at the AWS Builder Studio!** IMPORTANT - the list of attendees will be provided the day before to security. Just go up the stairs / escalator to level 1 and check with your Photo ID to security. Please get in touch ASAP if you would like to talk at a future event, send us an email at Melbourne(at)serverless.org.au for more info! First time speakers are more than welcome and we can provide you assistance if you need with your presentation beforehand. Please reach out Melbourne(at)serverless.org.au. It can be a regular talk, lightning talk, demo, workshop, whatever is your thing our community will love it - as long as it is serverless related! Venue: AWS Builder Studio, Level 1, 555 Collins St. Melbourne 📅 Agenda 📅 5:30 PM - Doors Open! 6:00 PM - Welcome from the organizers / housekeeping 6:05 PM - **"Changing the engine mid-flight: A startup data pivot" - By Susan Brander, CTO Kaleida** What happens when your startup’s data model is held together with duct tape, but you still have to fly the plane, ship features, and act cool about it? Startups move fast, and sometimes that means making the best architecture decisions you can, and being utterly wrong because you don’t yet fully understand the domain you’re building for. At Kaleida, we chose DynamoDB as the cheapest way to get our product off the ground quickly, pushing relational logic into separate tables and thinking we’d gotten it right and assuming if we hadn’t that we’d clean it up later (if we survived). SPOILER! We survived and thrived! Later came around fast, and it looked like: \- bloated documents * Relational logic spread across tables * Queries dragging us down We knew we’d modelled it wrong, and that not changing it soon would only multiply the difficulties in the future. So, mid-flight, we changed engines. This talk is a candid case study of what it takes to evolve your architecture under pressure: * found our real data inside our current data * Pivoted to a One Table design * Pulled off a zero-downtime migration * Did it all while shipping features and pretending we weren’t panicking. If your team is battling tech debt, scaling pains, a data model that no longer reflects reality, (or you just want to hear about someone else’s war wounds) then come along. 6:35 PM - Pizza & Networking 7:00 PM - "**Let the Agent Read the Boring Reports: AI-Powered Database Auditing for PROTECTED Compliance on AWS**" - **By Christina Chen, Senior DevOps Engineer, Mantel Group** Nobody reads CSV audit reports. But under Australia's IRAP PROTECTED framework, organisations must continuously monitor and evidence database user activity — and assessors want proof. This talk builds a two-stage event-driven pipeline: Lambda extracts MySQL RDS user activity to S3, then a Strands Agent on Bedrock autonomously assesses findings against ISM controls, and generates assessor-ready output 7:30 PM - Networking and finish the Pizza! 8:00 PM - Doors Close, see you next time!

Welcome to the first 2026 meetup of **Melbourne 🇦🇺 MongoDB User Group**. The team at Mantel Group has kindly offered to host us for the evening at their office in Melbourne on Flinders Street. **Complimentary drinks and snacks, as well as some SWAG, will be available, proudly sponsored by the team at MongoDB and Confluent**. We're looking forward to seeing familiar faces and welcoming newcomers! Please note that we have limited spots this time, so RSVP early. You will not be able to enter the building after 6 PM, so please be on time. **Agenda** * 5:00 pm - Arrival & Networking * 5:30 pm - Welcome * 5:35 pm - Talk #1 - Stephen Ermann - Avoid the AI Monolith: Deploy Multi-Agent Systems with MongoDB and Confluent * 6:00 pm - Talk #2 - Alex Peng - Sharding in MongoDB * 6:25 pm - Quiz & Swag * 6:35 pm - Networking & Food **Speakers** **Speaker #1 -** **Stephen Ermann** is a **Senior Customer Success Technical Architect at Confluent**, where he helps large enterprises design and operate mission-critical event streaming platforms with **Apache Kafka,** **Confluent Platform/Cloud** and **Apache Flink**. Based in Australia and working closely with major organisations, he focuses on scalable architectures, secure integrations, and smooth cloud migrations. Stephen has deep, hands-on experience connecting operational data stores like **MongoDB** into real-time, event-driven systems—turning CDC streams and transactional data into streaming workloads that power modern applications. He’s passionate about making distributed systems practical, sharing field lessons, and helping teams move from batch to truly real-time data. **Presentation #1** \- Avoid the AI monolith and learn how to design **event-driven multi-agent systems** with Confluent and MongoDB. In this talk, we’ll unpack the shift from classic predictive models to generative and agentic AI, and show why data readiness and real-time context - not just bigger models - determine whether your agents are actually useful in production. You’ll see how treating agents as event-driven microservices with a “brain” helps you avoid brittle point-to-point integrations and instead build scalable, observable systems. We’ll then walk through how **Confluent Cloud, Apache Flink® Streaming Agents, and MongoDB Atlas** fit together to provide the streaming backbone, vector search, and RAG capabilities that modern agentic applications need. Using an automated insurance claims demo, we’ll illustrate how real-time embeddings, external tables, and vector search in Flink SQL work with MongoDB Atlas to power context-aware decisions and end-to-end workflow automation. We will also share practical pointers and resources so you can start experimenting with your own multi-agent architectures after the meetup. **Speaker #2 -** Alex Peng is a Technical Services Engineer at MongoDB, specialising in MongoDB Atlas Support. With deep expertise in cloud deployments, Alex is passionate about helping customers navigate complex challenges on MongoDB Atlas, ensuring they get the most out of MongoDB's products and services. **Presentation #2** explores the fundamentals of sharding in MongoDB, covering the core concepts and architecture that power horizontal scaling in MongoDB. Attendees will gain a clear understanding of sharding's strengths and how to leverage them effectively. We will also provide practical guidance on selecting the shard key to maximise your application's performance and scalability. Thanks, The Melbourne MUG Team!

**Ready to build AI agents for the real world?** Join NEXTGEN and AWS for a **hands-on half-day workshop** on building **production-grade AI agents** with **Amazon Bedrock AgentCore**. Designed for technical **AWS partners**, this session will help you move beyond prompts and start building agents that can **reason, take action, use tools, connect to data, and run multi-step workflows**. You’ll hear directly from AWS experts, get hands-on in guided labs, and learn how to design, test, and prepare agent-based applications for production on AWS. **Who should attend:** This workshop is geared towards technical professionals, software engineers, solution architects, IT consultants and AI specialists. Experience working with Python is helpful but not essential. **You’ll walk away with:** * Practical hands-on experience with Bedrock AgentCore * A clear understanding of agent architecture and workflows * Guidance on building secure, scalable AI agents * Real examples of how agentic systems are being applied today **For all attendees please complete the official registration form [here](https://share.hsforms.com/1Y7G0uyy3SD69M8uT9h5OxQccl9o?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Qzcg9ArhVhcB4Eu599PPVLksuWkmDEAnnlhxJbXeeTs0xBA2lJFxJZU4gZ_6cD44DNldH) for entry on the day!**

Too many kids as well as teenagers and adults have problems with study. Today's meetup will inform you about the basics in STUDY TECHNOLOGY that provides an understanding of the basics of learning and supplies exact ways to overcome all the pitfalls one can encounter during study. This is applicable to young children, teenagers (or their parents that are trying to help them) and adults alike. Study Technology shows how one studies in order to comprehend a subject so one can apply it. Laws on which learning is based and workable methods have also been discovered for anyone to apply for themselves or when teaching others. Too many students graduate from school and college unable to put to use what they’ve learned in school. It’s not that they’re stupid or that their teachers didn’t know how to teach. More than likely it traces back to the one thing missing from most educations—learning how to learn in the first place. We all went to school, yet isn’t it odd that no one taught us how to study? The information presented at this meetup can help anyone improve others or his own ability to learn. It is a practical tool that parents and teachers alike can use to enhance a child's study performance. You’ll learn the barriers that lie between your own or a child's education. And you will very quickly learn how to overcome them. This technology will enable you or a child to pursue any subject with skill and confidence. Teachers who have "hard to handle/distributive " or slow learners in class will absolutely love the amazing turn around most often seen in improved behaviour and student performance in class. If you or your child has difficulties at school (or learning new things at work or online) than this meetup is important to you. If you can not make it to our meetup than contact the organizer and arrange it to suit your time. This technology can if one was to live far away be taught online. (extension course) You may offcourse also opt to have this technology taught to your own child by experienced volunteeer staff or learn about this yourself and transfer this knowledge to those you want to have better grades. Yes it is possible to improve anyone's study performance. All it takes is just 5 steps. See you at this meetup. Pam

Excited to announce our new ADVANCED openplay session during the week at KCARC! Welcome to Melbourne Volleyball Academy. 🤗 **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: [https://melbournevolleyballacademy.com.au/skill-levels-explained](https://melbournevolleyballacademy.com.au/skill-levels-explained) **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $21 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 6:30 PM-9:30 PM weekly, every Thursday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

Join me for a Thursday Night Cardio Blast. This 1 hour Dance Mixx class features the best routines to get you moving. Cardio dance routines for 30 mins followed by Strength and resistance training. $10 trial available, with the option of 2 months unlimited classes for just $99. Suitable for all ages and fitness levels.

Would you like to enhance your creativity, confidence and increase your awareness? We’d love you to join us to Thoughtstorm® the topic World Creativity and Innovation Day in the warm, friendly environment of the Yarraville Community Centre. How Thoughtstorm came about Thoughtstorm is a technique developed from a seed of speculation: are there more effective (rational, cooperative, compassionate) ways of thinking? Methods whose long-term consequences will not lead to oblivion. This is the genesis of Thoughtstorm. What is it? For anyone with an interest in leadership, deeper conversations or creative problem solving, something much more than a group discussion occurs. What is experienced in Thoughtstorm is a forgotten sensory ability - mind-linking. An evolution in human thinking and learning. The direction moves from a narrow range of possibility into discovering corecepts, when individual minds merge into a much more powerful collective awareness and experience a deeper, more compassionate comprehension of reality. Corecepts trigger intuitive recognition and agreement by the group, a ‘Why, of course!’ reaction. New insights guaranteed! Because this process taps into abilities already present in the human mind and into aggregates of consciousness straining to express themselves, very little practice is required. Would you like to see and understand things in a way that is new for all of us? Would you like to develop your consciousness and your creative intelligence? Would you like to be inspired to create positive change? Then come and join us to Thoughtstorm together. If it’s your first time to Thoughtstorm, please RSVP early to give plenty of time to arrange a brief prep call on Zoom to go over the Thoughtstorm procedures so we can all get started on time together. **Agenda:** 4pm - Arrive, meet and greet, read over Thoughtstorm instructions 4.15pm - Begin the Thoughtstorm 5.15pm - Finish When you RSVP we will be in touch with the details. We look forward to seeing you there! Thoughtstorm® is a registered trademark of Star's Edge, Inc. All rights reserved.

**Train for 2 weeks. Race on 17 May.** *Free entry. No experience needed. All equipment provided.* Ever wanted to try dragon boating—but didn’t know where to start? Here’s your chance to go from complete beginner to race day in just 2 weeks. 👉 Join the Race Ready crew now! We’re running a Race Ready Program leading into a friendly regatta at Docklands on 17 May, and you’re invited to join our crew. ⸻ **What to expect:** * 🚣‍♂️ Learn the basics (no experience needed) * 💪 Fun, full-body training sessions * 👥 Meet a welcoming and social team * 🏁 Race in a real dragon boat event (free entry) ⸻ **Program details:** * 2 weeks of training (Tues/Thurs evenings, Sat mornings) * We recommend attending 2–3 sessions over the program to feel confident for race day * All equipment provided * Support from experienced coaches and crew **⸻** **Who is this for?** * First-timers * People looking for a fun way to get fit * Anyone wanting to meet new people in Melbourne ⸻ **What to bring:** * Comfortable gym clothes * Water bottle * A positive attitude ⸻ **Location:** Docklands ⸻ **Why join?** Most of our members started exactly like this—just giving it a go. This is the easiest and most fun way to try dragon boating, and experience the thrill of a real race! ⸻ **RSVP:** Spots are limited for the race crew, so register early.

Hi all, us at NeuroSparks will be having our first fortnightly meeting and we'd love to see you there! When: the 2nd of May (Saturday) from 12:30-3:30PM. Where: we will be meeting at the Majorca Room at the City Library. Access to the room is via a lift or steps in the foyer. The City Library is located at 253 Flinders Lane, right next to Flinders Street/Town Hall Station. This social gathering will be for those looking to connect with others in the community. It'll be a very casual setting, where everyone can be themselves and can and go when they feel like it. For anyone wanting to continue socialising after the room booking ends, we encourage you to get out and hit the town together! **People are welcome to bring food/drinks to the event. Conveniently for us, there is a cafe on the library's ground floor and there are many cafes also nearby on Degraves Street! But for the sake of continuing to use the venue, please tidy up after yourself.** This event is open to all neurodivergent people and anyone who values a friendly, inclusive space. Many attendees come on their own, so if you’re feeling a bit hesitant, know you’ll be in good company and warmly welcomed. If the group/noise feels too overwhelming at any point, there is a silent study room next door to decompress in. If at any point you have concerns or feel uncomfortable about any group member, please notify one of the organisers. **For the purposes of not overwhelming attendees, we will be capping RSVPs at 35 people maximum. If you have RSVP’d and can no longer attend, please cancel your booking, to allow others to attend. If you sign up for the waitlist and Meetup prompts you to pay, please ignore this, as this event is not intended to be paid for.** Looking forward to seeing all of you there! Disclaimer & Safety Notice By attending this Meetup, you agree: • Participation is voluntary and at your own risk. • Organisers are community volunteers, not medical or professional providers. • You are responsible for your own safety, choices, and belongings. • Organisers are not liable for injury, loss, or damage at any time. • If you have health or access needs, please make your own arrangements. • In an emergency, call 000 immediately. By joining, you accept full responsibility for your actions and well-being.

Topic to be announced. **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: https://www.veeam.com/ **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

The topic for May is "Ink" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.

On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation. The session will also be broadcast at https://twitch.tv/TaleLearnCode. ### **GitOps: Easy Deploy and Even Easier Rollback** GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.