Performance Engineering

**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!

We invite you to come and practise your English with people from all over the world in a friendly environment. We are open to all levels from beginner to advanced. We have classes in small groups and you will be placed in one of these groups according to your level of English. Our free conversational English classes are every Thursday evening (except term breaks). If you are coming for the first time, please come on time for registration. Please note: English Corner is for non-native speakers. Our team of facilitators is really looking forward to having a wonderful time speaking English with you! **Please scan the QR code upon arrival to register your attendance.** If this is your first time, we recommend arriving a bit earlier to complete your initial registration. In case you aren't able to join us face to face we have an Online Alternate English Conversation Thursday class option too! Sign up for this on Meetup.

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!

FREE ENTRY, 1 drink order upon entryMax 80 guests. 1 Crockford St, Port Melbourne VIC 3207 EVERY FORTNIGHT THURSDAY! 2週間に一度の開催! PRIVATE EVENT! 完全プライベート語学交換会！ \[FREE Language Exchange:無料\! 2週間ごと開催！！日本語と英語で話しましょう\!\] \[MUST READ\!\!\! English below\] hosted by: MELLIFE メルライフ主催 概要は下に！ We do most of the announcements on Instagram! Check us out! インスタフォローもよろしくお願いします IG: @mellife2022 [毎月2回木曜日開催] Location: The Cornerstone 1 Crockford St, Port Melbourne VIC 3207 Entry fee: Free !!! Time: 6pm\~ 8pm [Schedule　当日のスケジュール] 6:00 - 6:30 Entry opens 入場開始 6:30 - 6:45 Japanese time　日本語タイム 6:45 - 7:00 English time　英語タイム 7:00 Announcement from staff members, crowd shuffle, find different partner/group スタッフからのお知らせ、注意喚起等。違うパートナーを探す時間 7:00 - 7:15 Japanese time　日本語タイム 7:15 - 7:30 English time　英語タイム 7:30 - 8:00 Socializing time　社交タイム メルボルン最大の日英ランエク【会場変更のお知らせ】 長すぎたロックダウンを終え、新しく皆が楽しめる場所を提供したいと始まった私たちMELLIFE 初回は30名ほど集まる小さなコミュニティでしたが、結成から半年が経ち、あっという間に多くの方々に参加頂けるメルボルン最大の日英ランエクグループに成長する事が出来ました 今後のMELLIFE が更に成長して、より楽しい時間を提供するために次回のイベントから会場を変更し、質を上げた会場へ移る事を決めました 今回からはメルボルン市内でもとても有名でおしゃれな会場、The Cornerstoneで開催を決定いたしました。 ぜひ次回のイベントからもMELLIFE をよろしくお願い致します メルライフ一同 日本語を学びたい世界の方が集まるので、英語が得意でなくても、コミュニケーションが取れます(日本語、英語喋れる人も) お互いの得意な言葉を教え合って一気に語学上達しちゃいましょう✨ メルボルンで新しい友達が出来るチャンスです ぜひ参加表明をお願いします！ 途中参加の方も受け付けております！ [下記を必ずお読みください] メルライフが主催するイベントはどのような方も歓迎しています。しかし、"お酒などの強要・いじめ・ハラスメント・暴言"　など他のメンバーが不愉快に感じる行為は絶対におやめください。このルールを守れない方は積極的に処置をとらせていただきますので、これらを経験した、または見つけ次第メルライフスタッフにいつでも言いつけをお願いいたします。メルライフを　”いつでも気軽に来れて安全なコミュニティ”　をモットーにするため、皆様のご協力をお願いいたします。 Social event: JAP/ENG language exchange at a fancy venue with great vibes! FREE ENTRY!!!! ✨️ Thursday from 6pm\~✨️ Do you want an opportunity to have a conversation and make friends in person? Say no more! We are organising a language exchange event at a trendy venue near the CBD!!! Feel free to join at any time throughout the event, but good things may happen to those who come in early ;) See you guys then! ENROLL EARLY TO SECURE YOUR SPOT See you guys then PLEASE READ BELOW (Everyone is welcomed to MELLIFE events. However, we ask that all attendees treat each other with respect and be polite. Our community does not tolerate innappropriate behaviour or any form of HARRASMENT!!!!! When you see or experience any, please call it out or reach out to Mellife staff members ASAP so we can address this and keep the community a safe space.)

## Details **Ruby Meetup Melbourne will be run as a hybrid meetup.** **1\. What** Join us for an evening of talks on Ruby and related topics, plus socialising, food and drinks. You can find out about the **[Talks for the night here](https://github.com/rubyaustralia/melbourne-ruby/milestones?direction=asc&sort=due_date&state=open)** Alternatively, their will be announced on Slack, Twitter, Github & Meetup closer to the date **2\. Where 📍** \- In Person: meet us at the Ferocia in Melbourne CBD from 5:30PM \- Online: Click [Jump in Zoom Meet Call](https://us02web.zoom.us/j/84834916944?pwd=SWlQOGJsbEZwNkNwVVk4Q25WaVNRZz09) from 6.30pm onwards **3\. Sponsors 🎉** This is a Ruby Australia supported meetup, with event sponsorship provided by our Major Sponsors: * [Ruby Australia](https://ruby.org.au/) * [Assembly Four](https://assemblyfour.com/) * [Gleam.io](https://gleam.io/) for our Drink sponsors for Melbourne Ruby Meetup * [Ferocia](https://ferocia.com.au/) for being our venue partner. **4\. Anything else ?** To suggest or vote on a talk, please look in[ Github repo](https://github.com/rubyaustralia/melbourne-ruby) **Come in from 5:30pm-6PM** for some early chatter, we'll kick the proceedings off properly around 6:15, hear from our presenters, and then socialise further after the talks. See you there 😄

Smashing! Try something new Interactive workshops - Become the charismatic leader Why is Smashing different to other speaking clubs? Passion!!! 1. **Everyone talks** many times during interactive workshops 2. **FAST LEARNING** 3\. Relaxed and fun **IMPORTANT: Be on time, as doors close at start time** Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

**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!**

**English for Beginners (A1–B2): Casual Speaking Meetup** （※Mainly for people in their late teens to 20s） • You understand English… but can’t reply? • You studied for years… but still can’t speak? • You feel nervous speaking English? You’re not alone You just need a place to try This meetup is for beginners who want to actually SPEAK. ✨ Small group (4–10 people) ✨ Friendly & relaxed atmosphere ⸻ **✨ What makes this different?** We don’t just chat randomly. Everyone gets a chance to speak! • Level-based groups (A1–B2) • Pair conversations (10 min each) • New partner every round • Simple question sheets No one is left out :) ⸻ **No pressure, no judgement** Mistakes are OK ‍♂️ Speak slowly, use gestures or a translator You WILL speak — even a little! And you might actually enjoy it ⸻ **How it works (1 hour)** • Short intro • 3 rounds of pair conversations • Free chat at the end Speak a little or a lot — both are okay! ⸻ **Who is it for?** • English learners (A1–B2) • International students / working holiday • Anyone who feels shy speaking English • Young adults (around 18–30) ⸻ **About the host** Hi, I’m Yuki I also struggled to speak English before. So I created this space where beginners can feel safe and try. ⸻ **When & Where** Saturday 11:00–12:00 — Meeting Room 1 - Library at The Dock **Free (just buy a drink)** ⸻ ✨ Just come, try, and enjoy! See you there :)

It's the 17th birthday of everyone's favourite traumatic teen TV show, Glee! We're celebrating with a huge night of themed drag shows and a 2009-themed dancefloor full of your favourite Glee versions. [(TICKET LINK HERE)](https://www.trybooking.com/events/landing/1564404) DJ's: Nic Holland JXN Miles Drag performers to be announced shortly! Doors open at 9pm. 2 for $25 Vodka Redbulls available all night! Please note: Pride of our Footscray is located on the first floor of a venue with no elevator and is therefore not accessible by wheelchair. We sincerely apologise for our reduced accessibility.

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

Beloved Friends , You are warmly invited to join **Osho Dynamic Meditation** — a powerful space to release stress, let go of built-up tension, and breathe freely again. Through movement, breath, and silence, allow the mind to unwind and the body to relax. No experience is needed — just come as you are and reconnect with your true nature, with awareness, aliveness, and inner peace. We would love to share this meditative journey with you. http://photos2.meetupstatic.com/photos/event/e/e/0/600_453663808.jpeg When : Every Saturday , 7:30am to 8:30am Where : Elwood Angling Club, Foreshore, Elwood Contribution : $15 "Just to be is such a great celebration if you know how to take the conditioning off. This 'taking off' you will learn through Dynamic Meditation. it will not be caused; it will come to you uncaused. Meditation will create a situation in which you will come to the unknown; by and by you will be pushed from your habitual , mechanical, robot-like personality. be courageous: practise Dynamic Meditation vigorously and all else will follow. it will not be you doing, it will be a happening" OSHO - Meditation the art of ecstasy With Love and Hugs, Bodhiprem * If you are coming along for the first time, please arrive 10 minutes early for instructions, Please see below a link for the Dynamic Meditation Instructions: https://www.youtube.com/watch?v=hjxr9MySioc&feature=youtu.be

Join us for a relaxed networking drinks with other couples who value meaningful conversation, intentional living, and want to work on a business or a project together (or already are). This isn’t your average couples’ Meetup. 💡 **Please note:** This event is specifically for couples attending together. RSVPs without a +1 (partner) will be cancelled to keep the balance of the group. 📅 **il Mercato Centrale Melbourne** **📍 Limited to 10 couples** so grab your spot early 🍷**Happy Hour** drink specials from 5:00pm **💬 Conversation Starters** Each time we meet includes a few rotating topics to spark insight and great chats: * A habit that made your life better as a couple * A travel story with a twist (funny, unique, or unexpected) * Something you’re learning right now * A tip on how to work with your partner's personality and communication styles No need to prep, just come ready to connect. We’ll mix up seating halfway through so you meet more than just the couple beside you. **🧠 Who This Is For** * Couples into growth, learning, and intentional living * Those building something together, or who want to * People who want deeper connection, not surface-level chat This isn’t networking. It’s real people and real convos. Just bring yourselves, curiosity, and an open mind. We’ll take care of the rest. **👥 Hosted by Matt & Justine Stuckings** Matt & Justine are the kind of couple who live for deep chats over food, spontaneous adventures, and connecting with people who live life on purpose. Matt’s a 6’4 ex-photographer turned marketer and entrepreneur. He’s into Pickleball, boutique breweries, and discovering weird restaurants and books that make life (and business) better. If it helps him grow or gets him thinking differently, he’s probably already into it. Justine’s a connector at heart. She’s a uni teacher and entrepreneur who loves mentoring, dancing, dark hot chocolate, and surrounding herself with people who think big and care deeply. Together, they host events that feel relaxed but intentional, welcoming but meaningful. They started this event to find more of their people. Curious, kind, growth-minded couples who want more than just small talk.

💓 **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=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=local-warmth-meetups-for-mature-souls&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 Fort Wayne 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 Fort Wayne 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! 💘 ✨

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!.

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.

💓 **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=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=local-warmth-meetups-for-mature-souls&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! 💘 ✨

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

Join The Alliance Chorus for a fun-filled evening of vibrant a cappella entertainment! This lively event features dynamic performances from the full chorus alongside an exciting lineup of talented quartets, showcasing the rich harmonies and energy of barbershop music. Enjoy appearances by quartets including Intermission, Coffee Talk, Crosstown, Performance Check, and ACQ, each bringing their own unique style and flair to the stage. Come for the music, stay for the connection—this is a chance to engage with the community, celebrate inclusive music-making in Central Ohio, and experience the joy of live vocal performance. We hope to see you there! Buy your tickers here: [https://www.zeffy.com/en-US/ticketing/the-alliance-2026-spring-show](https://www.zeffy.com/en-US/ticketing/the-alliance-2026-spring-show)

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.