Product Management

**\*\*\*RSVP PROCESS - CRITICAL INFO\*\*\*** Please be aware, we don't use the Meetup website to take RSVPs, so you will need to register on this link to lock in your place (bookings essential) - [https://propdev.info/uMKh](https://propdev.info/uMKh) We run events most weekends around Australia so you can attend either physically in your local area, or live-stream to any event around the country. **In-Person:** 1:30pm (Melbourne time) to 'Mingle With The Expert' **Virtual:** 2pm (Melbourne time) **INTRODUCING THE INDUSTRY EXPERT:** *Conflict-Proof Your Next Development Deal - William Pryor ADR (William Pryor)* Every mum and dad developer goes into a project thinking, “This one will run smoothly.” Until it doesn’t. A builder variation blows out. A payment claim gets disputed. Communication breaks down. And before you know it… you’re in a dispute that’s draining time, money and energy. Here’s the real problem. Most developers don’t recognise they’re heading towards a dispute until it’s already escalated. They let it fester. They avoid the hard conversation. And small issues turn into expensive, cascading problems that can wipe out profit. At our next Property Developer Network Meetup, Industry Expert William Pryor from William Pryor ADR is going to show you how to stay in control. William will cover: • How to recognise the early warning signs that you’re heading towards a dispute • The dispute resolution options available to you and when to use them • The management tools you should have in place to avoid or minimise conflict • How to choose the right resolution method (so you don’t make the situation worse) • How to ensure your construction contracts contain clear, enforceable dispute resolution clauses before you ever start the build Because choosing the wrong pathway can cost you tens of thousands and months of delay. The biggest mistake developers make. They let disputes drag on without structure. No clear process. No clear clauses. No clear strategy. If you’re serious about protecting your margins, your timeline and your sanity, you won’t want to miss this session. Because in property development, “it’s not …if challenges arise… It’s…. how well prepared you are to handle them". **INTRODUCING THE REAL DEAL:** *5 Townhouses (Sunny Katyal)* *1040m2, GZ, Frankston, Victoria* You’ve found a block online, zoned for development and the numbers look great. You think it’ll be smooth sailing until reality hits. Sunny Katyal this month’s Real deal presenter knows exactly what that feels like when he secured a site in a general residential zone, planning a 5-townhouse project, everything that could go wrong did go wrong. Lender delays, a builder going bankrupt, and the challenges of managing a project from a distance. Margins squeezed. Stress levels skyrocketed. What should have been a simple townhouse development turned into a real-world lesson in resilience and problem-solving. At our next Property Developer Network Meetup, Sunny will share the real, unfiltered story of this 5-townhouse project from purchase in 2020 to completion in 2026. You’ll learn: • How he navigated lender issues without derailing his project • How he managed builders and contractors to avoid costly setbacks • How he handled managing his site from a distance • The hard lessons and practical strategies he learned to keep the townhouse deal profitable If you’re a mum-and-dad developer wanting to see the reality behind the numbers, avoid rookie mistakes, and learn strategies that actually work, Sunny’s story is not one to be missed. ***This is your chance to talk property with other enthusiasts!*** See you all soon!

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.

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.

## 🇯🇵 Progressi部: Japanese-English Language & Culture Exchange 🇦🇺 **"Serious Study, Authentic Community" — 本気で学び、本気で交流する。** Join us for our weekly exchange designed for those dedicated to practicing Japanese and English. This is a space to improve your language skills, share cultural insights, and make new, like-minded friends in a respectful environment. ### 🎯 Who This Group Is For We welcome individuals who are here to **actively practice their Japanese or English**. Whether you are looking for a study partner or want to learn more about culture, this is a community for focused and meaningful interaction. **✅ 受付方法 / Event Check-in (Strictly Required)** 到着の際、必ず主催者に以下の提示をお願いします / Upon arrival, please present the following to the organizer: * **Meetupの参加申し込み（RSVP）画面をご提示ください。** / Show your Meetup RSVP confirmation screen. * **予約なし（No RSVP）での参加はお断りしております。** / No walk-ins permitted without a confirmed RSVP. * **Participation Fee: $3 CASH** Non-Japanese citizens. ### 🚫 Conduct & Safety Policy To ensure a high-quality experience for all members, we maintain a strict standard of behavior: * **Immediate Ban:** Any individual found guilty of misconduct or creating "trouble" will be banned from the group immediately.**.** * **Organizer Authority:** The Organizer reserves the right to remove any member at their sole discretion to maintain the safety and integrity of the community. * **Respectful Interaction:** All members are expected to be polite and mindful of others. Do not make fellow participants feel uncomfortable or pressured. * **Privacy:** Please respect the personal boundaries of others. Do not pressure members for private contact information. **If any member makes you feel uncomfortable, please report it immediately to the organizers: Shin, David, or Ray.** *** ### 📝 Event Details * **Time:** Saturday, 4:00 PM – 6:00 PM * **Arrival:** Please arrive **10–15 minutes early** due to limited seating. * **Entry Fee:** **$3 CASH** (Non-Japanese citizens). This contribution covers monthly meetup hosting fees. * **Photography:** Photos will be taken during the event for our community archives. ### 🇯🇵 日本語でのご案内 メルボルン市内のカフェで、本気で学べる日英言語文化交流会を主催しています。 * **目的:** 日本語・英語の練習、そして同じ目標を持つ友人作りを目的としています。 * **参加費:** 日本国籍以外の方は $3ドル（現金のみ）。 * **ルール:** 迷惑行為やトラブルを起こす方の参加は一切禁止です。主催者の判断により、即座に退会・出入り禁止の措置を取らせていただきます。 * 困ったことがあれば、すぐにオーガナイザー（Shin, David, Ray）までお知らせください。 ### 🔗 Connect With Us * **Facebook:** [facebook.com/groups/progressibu](https://www.google.com/search?q=http://www.facebook.com/groups/progressibu) * **X (Twitter):** [twitter.com/progressibu](https://www.google.com/search?q=http://twitter.com/progressibu)

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.

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!

We will meet at the starting point. Then walk towards Docklands to one of the popular coffee places. We will stop for a coffee and finish off at the Southern Cross Station. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\-** **Coming with a +1 guest** **\-\-\-** You are welcome to come along with a guest to join the walk. Please register a +1 guest at RSVP. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

Quantum physics is now pointing at something the ancient sages already knew: reality is far stranger, and far more intimate, than anything we were taught. What's surprising is that two Indian sages, one in a small Bombay room, one on a sacred hill in Tamil Nadu were pointing at the same thing long before the science caught up. **What You'll Discover:** In this talk you'll discover the exciting discoveries in quantam physics and how they resonate with non duality. It will leave you with a clarity that doesn't depend on a belief system, or next spiritual experience. Just a direct recognition of what has always been here. **Schedule** * Talk by Rajiv followed by open Q&A * Guided Meditation * Spiritual networking. Make friends with others on the spiritual path **About Rajiv** Rajiv dedicated years of his life seeking enlightenment. His pursuit for truth, reality, emptiness and self-discovery took him through the profound depths of mysticism. He meditated 14 hours a day, stayed with monks, lived in the Himalayan caves, learned from wise sages and researched every major spiritual system, including Zen, Non Duality, Yoga, Buddhism etc. Then one momentous morning in 2005, he experienced his first shift into higher states of consciousness, an inner spiritual awakening. This was followed by days of infinite ecstasy and bliss. Finally, the years of seeking culminated and he realised his own true nature. He now shares his deep insights to help seekers progress on the path of awakening & meditation. His approach is secular, based on personal experience. You can read about his spiritual journey here — [https://innerspiritualawakening.com/rajiv-agarwal/my-journey/](https://innerspiritualawakening.com/rajiv-agarwal/my-journey/) **Venue** Kathleen Syme Library 251 Faraday Street, Carlton, VIC We will be in Multipurpose Room 2. We may take some photos to capture the moment. If you prefer not to be photographed, please let the organiser know at any time. This event is free and open to all adult seekers (18+). For inquiries please email Manpreet — [mysteriousmk@yahoo.com](mailto:mysteriousmk@yahoo.com)

**Welcome to Incubator Melbourne!** Curious about how board games are made? This is our regular event to test prototype games. Newcomers are very welcome and no experience is needed. You don’t need to bring a game to join and play. ***Please RSVP here and cancel if you cannot attend.*** *Total attendance is higher than the Meetup RSVP list, and we typically have a good-sized group on the day.* 🗺️ **HOW TO FIND US** The Lion Hotel is on level 3 of Melbourne Central. We’ll be down the back at Jac’s Bar. Look for our tables and grab a seat. 👀 **WHAT TO EXPECT** • Bring a game to test, or just join in others’ games • Two sessions: short games first, longer games after lunch • Quick intros, setup, lunch break, then afternoon games ⏰ **TIMES** • 11:00–11:30am: Intros and setup • 11:30–1:00pm: Short games • 1:00–1:30pm: Lunch • 1:30–4:00pm: Longer games

**Register here: [https://www.trybooking.com/events/landing/1546728](https://www.trybooking.com/events/landing/1546728)** Ready to strengthen your presence and sharpen your communication impact? Speechcraft is a program designed specifically for people who want to refine their speaking skills, enhance communication, and deliver clear, persuasive messages with confidence. Hosted by Alex Stemate and other experienced speakers from Southbank Toastmasters, this focused workshop series provides structured, practical training in speech organisation, delivery techniques, and persuasive strategy, all in a supportive, feedback-rich environment. Who is this for? * Professionals seeking stronger presentation, leadership, and stakeholder communication skills * Job seekers who want to improve their interviewing skills * Toastmasters members working toward Pathways goals or aiming to elevate their speaking impact * Leaders, managers, and business owners who want to communicate with clarity and authority **Program Sessions** April 19, 10 am to 1 pm Organising Your Speech , Vocal Variety & Body Language Learn how to structure compelling speeches and enhance delivery through vocal control and confident body language. April 26, 10 am to 1 pm Speaking with Purpose , Giving & Receiving Feedback Develop intentional messaging and master the art of constructive, growth-focused feedback. May 3, 10 am to 12 pm Persuasive Speech & Motivational Strategies Craft influential speeches that inspire action and apply proven motivational techniques to engage any audience. This series is practical, interactive, and results-focused, equipping you with tools you can immediately apply in professional settings, presentations, and Toastmasters meetings. **Pricing:** $297 for the entire program Are you a Toastmasters member? Reach out to Alex at [education@d73toastmasters.org](mailto:education@d73toastmasters.org) for a **generous** discount Location: Boyd Library, 207 City Road, Southbank Register here: [https://www.trybooking.com/events/landing/1546728](https://www.trybooking.com/events/landing/1546728)

**Get ready to taste and make new friends in this sommelier-led event where you can learn about and taste 7 old wines - includes $40 dining credit making your tasting just $5!** THIS IS A TICKETED EVENT: [GET YOUR TICKET HERE](https://oldandrare.eventbrite.com.au) **Your wine night just got a whole lot finer!** \- Includes $40 dining credit \- Small group setting \- Sommelier run Join us for **Old & Rare Wines Tastings** and get ready to make some new friends. Led by qualified Sommelier Antony Anderson (WSET3, WSET4 pending), this evening involves a free tasting of seven back-vintage (old) wines and some wine education, followed by your choice of dinner items and additional drinks from our extensive menus. We'll be gathering at **Life's Too Short Bar**, located in the vibrant **Tribeca Arcade** on **Victoria Parade**, East Melbourne, VIC, Australia, where you can meet like-minded wine lovers and discuss all things wine, food, and common connections and interests. **Your ticket includes a $40 dining credit** towards food and drinks purchased on the evening, making your ticket (almost) free. Reserve your spot now - Then bring your appetite and sense of humour, and join us for a night of conversation, cuisine and, of course, wine! **GETTING THERE:** We recommend you use public transport or rideshare. We are on the 12/109 tram line (stop 16, Wellington St), several Bus Routes (302, 303, 304, 305, 309, 318, 350, 905, 906, 907, 908) or a 5-10 minute walk from Jolimont and North Richmond train stations. If you decide to drive and/or have a designated driver, 2-hour paid parking is available around Powlett Reserve, Darling Square, and the Fitzroy Gardens. Extended paid parking is available at Care Park at 162 Albert Street, East Melbourne or the Epworth Freemasons Car Park in Gotch Lane off Grey Street. **UNABLE TO ATTEND?** Cancellations and Refunds are generally not possible. However, for sudden illness, COVID, or other special circumstances, we may agree to reschedule your session to another night or provide a gift certificate for part or all of your ticket price. Please SMS your request to 0466 045 473\*\*.\*\* **TERMS AND CONDITIONS:** * See the ticket link for further conditions * This is a preferred pre-booked event, but walk-ins may be possible. * RSVPs on Meetup do not constitute a booking. * Minimum spend for F&B following the event is $40 * Minimum Event Sales 2. If the minimum number of seats is not sold, the event may be rescheduled later or cancelled and tickets refunded. * If you have booked a ticket and an event is amended, we will contact you before the event to advise and make new arrangements. * Please note: By Public Health Directives, all attendees must be fully COVID-vaccinated, and proof of vaccination may be required. #meetingpeople #makingfriends #winetasting #blindtasting #winegames #singles #lonely #winelovers #winebuffs #winophiles #melbournewine #winemelbourne #melbournewinetasting #socialwines #makenewfriends #wine #lovers #tasting #event #meetup

**Tickets (SOLD OUT):** [https://events.humanitix.com/cosy-queer-social](https://events.humanitix.com/cosy-queer-social) Please join us for a cosy indoor social at the Ivanhoe Library & Cultural Hub, in the Clara Southern meeting room. We put this event to a vote and got very mixed results, so we're trying out a mix of everything. We'll be providing a light afternoon tea, giving out name tags, and inviting a range of activities, including: *\- BYO project \(crafting or otherwise \- no paint please\)* *\- Card and board games* *\- Conversation prompt discussion cards \(Esther Perel\)* *\- Optional wellbeing acvitity \(core values\)* Your host, Ben, is a mental health professional & experienced group facilitator who's passionate about bringing people together to socialise and make new friends. **Please note:** this is an alcohol free event. LGBT+ Social Hub Melbourne aims to provide a safe place for everyone. We ask that you be respectful to all attendees; harassment and discrimination will not be tolerated. The venue capacity is 20 people, so tickets are strictly limited. Can't wait to see you there :)

\*\*\*\*NEW SESSION!!\*\*\*\* 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 ADVANCED 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 $$]]** $12 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 12:30 PM-2:15 PM weekly, every Saturday. However, feel free to come early and stretch as the Recreation 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.

**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.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](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/](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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

FREE event [https://www.ccad.edu/chroma](https://www.ccad.edu/chroma) Friday, May 15, 3–7 p.m. CCAD campus, 60 Cleveland Ave, Columbus, OH Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements. It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all. Many exhibitions including... **Game Art & Design:** **DSB, first floor, Welcome Center lobby and Room 115**