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Need some quiet time for reading? Want to share the experience with others? Join us at the charming venue of The Sister Café to read in the company of others. It’s alone, but also together, get it? We read for an hour and a half, then chat over a drink. This is a free activity except for the price of the drinks you're consuming.

Hi people, The 16th of May is BXL PRIDE 🌈 If you don't have any companions, let's do Pride March together! We can meet up at the entrance of the Hilton Hotel (in front of Central Station) at 15:00. it is officially starts at 2.30 but..well...they are normally late. The idea is to go with the flow, which will eventually brings us to the Crazy circle street party 🥳 We're looking forward to seeing you! Cheers 🍻

Hi everyone, This coffee morning event is @MIR Concept Coffee Store! Saturday, 16 May 2026, from 10:00 - 13:00. MIR opened its doors 4 years ago, right off Place Jourdan. Doriana, the owner, is a super nice host, and is excited to have our group as her café. The café is very beautiful and has great coffee, and many yummy food options. Their Instagram channel: https://www.instagram.com/mirconceptstore/ **The address is:** MIR Concept Coffee Store Rue Gray 4A 1040 Etterbeek *** 1. The **prime time** of the event is **10:30 - 12:30**. That's when most people will be there. 2. When you enter the gallery, it's either on the right-hand side or left-hand side of its hallway, depending which entrance you take. 3. If you intend **to join past 12:00** (high noon), then there is no need to register. Just come and join! 4. **DON'T forget to cancel** if you can't join! 5. **Please, be respectful towards each other during the event. (And after ;))** **As always, feel free to follow us on INSTAGRAM!** [https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==](https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==) **THE STRUCTURE of THE EVENT:** * I will post the event on Saturday/Sunday evening for the following Saturday. * I send out a reminder to everyone on Friday. * There is sometimes a waiting list. * In case RSVP is closed (once there are 10-15 people on the waiting list), I might reopen it on Friday, depending on the number of cancellations in the meantime. * **For everyone on the waiting,** please check your status and messages on Friday evening the latest. I message everyone on the waiting list on Friday. * **Please, move to "not going" AS SOON AS you know that you can't come anymore, that includes everyone who is on the waiting list.** **IMPORTANT:** * **Please, be respectful towards each other during the event. (And after ;))** * When you register yourself, be careful not to register accidentally a +1 guest (unless you bring a guest). It happens very often. * If you have any questions then, message me. *** **A MESSAGE FOR NEWCOMERS:** *In the three years of hosting this coffee group, I have met many people who struggle with anxieties when coming to an event for the first time. Sometimes, it took them more than one attempt before being able to join.* *Occasionally, people reach out to me before the event, and I have always been grateful for that as it offers the opportunity to communicate with each other and to find the best and most gentle way for that person to join the group.* *I would like to encourage everyone who struggles with this to contact me before. It would really be too bad if you can't join us, as it mostly gets better the second or third time you come.* *In addition to that, if you arrive and notice any signs of nervousness or fear, you can always let me know right then.* **THANK YOU AND SEE YOU ALL ON Saturday!**

**This event is free for Sunday Vacations members. Membership starts at €5/year.** 👉 Join here: [https://www.sundayvacations.com](https://www.sundayvacations.com/membership) *Please RSVP only if you are reasonably sure you can attend and update your RSVP if your plans change.* Escape the city bustle and join us for a magical evening walk from the royal gardens of Tervuren, through the ancient Sonian Forest, ending at the picturesque Rouge Cloître. This hike is perfect for anyone looking to unwind, breathe some fresh forest air, and enjoy the golden hour colors. 🗺️ The Route We will start at the Tervuren Station (terminus of Tram 44). We’ll begin by walking through the formal gardens and ponds of Tervuren Park, enjoying the open views and the sunset light reflecting on the water. From there, we will dive into the Sonian Forest (Fôret de Soignes), walking under the canopy of the majestic beech cathedrals. We will walk through the magnificent Arboretum that boasts centennial trees and majestic Giant Sequoias. The path will lead us gently downhill towards the historic Rouge Cloître (Red Closter), a 14th-century Augustinian priory nestled on the edge of the forest where we will stop for a well deserved drink. 🕒 The Plan *Meeting Time: 14:50 - Meeting Point: Just outside the Tervuren Station (Terminus of Tram 44). *The Walk: We depart at 15:00 sharp. - The End: We aim to arrive at Rouge Cloître around 18:00 - 18:30. *Après-Walk: We usually grab a drink at the beautiful Maison du Prieur in Rouge Cloître. 📋 Practical Details - Distance: Approximately 12 km. *Duration: \~3.5 hours walking time. *Pace: Casual to moderate. We wait for everyone, but please be comfortable walking this distance. - Terrain: Mostly flat/downhill with some unpaved forest paths. 🎒 What to Bring *Comfortable Shoes: Walking shoes or sneakers (trail runners are great if it has rained recently). - Water: Stay hydrated! *Layers: Evenings can get chilly in the forest. 🚇 Getting Home The walk ends at Rouge Cloître. From there, it is a short 10-15 minute walk to Herrmann-Debroux metro station (Line 5), buses and tram 8 which connect you easily back to the city center. Note: This event is free of charge. Participation is at your own risk. Please **RSVP only** if you intend to come so we don't leave anyone behind! See you on the trail! 🌳✨

!!!!!!!!!!!!! READ ALL OF THIS - MANDATORY !!!!!!!!!!!!!!! If it is raining at or close to start time consider the ride cancelled. Common sense prevails. Ride length is generally about 35 kms at a pace of 18 kph with stops as needed so people catch up. We are advanced in terms of fitness and speed. We do have occasional beginner rides too. (http://redirect.viglink.com?key=bbb516d91daee20498798694a42dd559&u=https%3A//goo.gl/maps/qKG78wnW2dk) Please bring: A MOUNTAIN BIKE ! This is important. NO hybrids or road bikes - they won’t make it where we ride. The club is a MOUNTAIN BIKE club. E-Bikes are discouraged – we are trying to get some exercise 😊 A HELMET - MANDATORY ! No helmet = no ride with us. WEAR A HELMET !!!!!! And no, I don't care if you drove 2 hours and forgot your helmet ! Bring some water and a snack. A spare tube. DON'T BRING: A bike that is going to fall apart. Brakes need to brake, tires need to be properly inflated. Shifters need to shift ! The time to confirm this is a few days BEFORE the ride so you are not scrambling the morning of the ride. Don’t bring: kick stands, bike locks, fenders, baskets or fenders/mud guards they will just fall off and slow you down! Take this stuff off before you come. Meet at: Cool island / Ave Louise Avenue Louise 589, 1000 Bruxelles goo.gl/maps/qKG78wnW2dk (http://redirect.viglink.com?key=bbb516d91daee20498798694a42dd559&u=https%3A//goo.gl/maps/qKG78wnW2dk) As an FYI we're the http://www.bigm.be/ (http://redirect.viglink.com?key=bbb516d91daee20498798694a42dd559&u=https%3A//goo.gl/maps/qKG78wnW2dk) Big M mountain bike club. We invite you to come out and join us. If you decide that this is a club you'd like to join the yearly dues are 15 euros and that entitles you to access to our members only forum and calendar etc.

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 50+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Instagram** [https://www.instagram.com/frc_brussels](https://www.instagram.com/frc_brussels) **Global FRC**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

This SATURDAY 16.05.2026- Brussels Open Air Event @International Party at La Terrasse O2 \- Powered by Just A Night \| Free Entrance (LA TERRASSE DE L’HIPPODROME) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \- Join us : [https://fb.me/e/9APsmrbmm](https://fb.me/e/9APsmrbmm) \- Skip the line & Garanty Pass \>\>\> Free Tickets : [https://www.partyfinder.com/en/event/15871](https://www.partyfinder.com/en/event/15871) -17 :00 – 00 :00 (live music by Jeremie Charlier & friends) Powered by JUST A NIGHT Label, Euro Village & XiB [eXpats In Belgium] \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- COME DANCE – JOIN US - BRING FRIENDS - DRESS TO IMPRESS - SPREAD THE WORD- INVITE FRIENDS - EVERYONE IS WELCOME. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \*TERRAZZA XXL \*GREAT PEOPLE \*PRE-PARTY \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- We we are proposing you 1 After-Party : Cactus club \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Something more than just a regular night out. [https://fb.me/e/9APsmrbmm](https://fb.me/e/9APsmrbmm) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- La Terrasse O2 (Terrasse de l'Hippodrome) 51-53 Chaussée de la Hulpe, 1180 Brussels

This workshop series is a **follow-up to the ESP32 Robotics workshop**, but with a different concept. Here, there will be no subject set in advance, instead **all participants are welcome to join at any point and at any level, from beginner to expert**. Beginners will be guided though the basics (C programming, how to use measurement tools, soldering, PCB design, etc…) and can get advice on what tools and kits to start with, others can come with their own projects to get help or share some knowledge. ## Requirements * Bring your own laptop (Windows, Linux or Mac) * Any microcontroller/dev kit to develop your project(s). If you are a beginner and don’t know what to buy, come and we’ll find the best starter kit for you ! * A strong desire to learn stuff, good mood and some patience !

Let's meet to write ! Schedule : 11:00 - 11:30 am : Presentation tour. Share briefly with the group about your project and your "goal of the day". 11:30 - 13:30 : Let's write ! 13:30 : Conclusion tour. Did you achieve your goal of the day ? See you soon !

# 🌲 Coo Escape: Ardennes Forest Hike & Waterfall Views **Trade the city for forests, fresh air, and panoramic Ardennes landscapes.** Join Sunday Vacations for a scenic Sunday hiking experience around Coo and Trois-Ponts — featuring forest trails, elevated viewpoints, riverside sections, and the famous Coo waterfalls. Designed for international professionals, expats, locals, and solo joiners, this experience combines movement, nature, and meaningful social connection in one of Belgium’s most beautiful regions. *** ## Experience Overview This curated Ardennes loop hike begins from **Trois-Ponts railway station** and takes us through scenic forest trails, panoramic viewpoints overlooking the Amblève Valley, and the iconic surroundings of Coo. Expect a relaxed but active Sunday with a welcoming international group atmosphere, social picnic breaks, and plenty of opportunities to disconnect from routine and reconnect with nature. People increasingly join outdoor community experiences not just for the activity itself, but for the sense of connection and belonging they create. *** ## Event Type 🌿 **Curated Experience** *** ## Highlights * Scenic Ardennes forest hike * Great viewpoints over the Coo region * Discover the famous Coo waterfalls * Beautiful riverside and woodland trails * Relaxed international community atmosphere * Solo joiners welcome * Ideal Sunday nature reset * Train-accessible from Brussels *** ## Plan / Itinerary **08:45** – Meet at Starbucks Coffee, Brussels Central Station **09:01** – Train departure from Brussels Central **11:05** – Start of the hike from Trois-Ponts railway station **13:15** – Picnic & social break with scenic views **14:00** – Continue panoramic forest circuit toward Coo **16:30** – Optional stop near Coo waterfalls **17:05** – Train back toward Brussels **18:55** – Estimated arrival in Brussels *Schedule may slightly adapt depending on group pace and weather conditions.* *** ## Meeting Point 📍 Starbucks Coffee – Brussels Central Station Please arrive on time so the group can depart together. *** ## Hike Information 🥾 Distance: Approximately 16 km ⛰ Difficulty: Moderate with some elevation 🔄 Route Type: Loop Circuit 📍 Region: Coo & Trois-Ponts, Belgian Ardennes *** ## Price / Contribution **Community contribution:** €5 for non members and Explorer members Includes: * Event organisation * Group coordination * Guided community hiking experience Not included: * Train tickets * Food & drinks * Personal expenses Participants purchase transportation independently unless otherwise specified. **VAT not applicable – small business exemption scheme, Article 56bis Belgian VAT Code.** *** ## Membership ### Sunday Vacations Memberships * **Explorer** – €5/year * **Voyager** – €50/year * **Ambassador** – €150/year Members receive access to discounts, priority registrations, and selected community perks throughout the year. *** ## Who This Is For Perfect for: * Expats and international professionals * Solo joiners * Nature lovers * People looking for meaningful social experiences * Beginner to intermediate hikers * Anyone wanting a refreshing Sunday outside Brussels Research consistently shows that expats highly value experiences that support social connection, quality of life, and community belonging. *** ## What to Bring * Hiking shoes with good grip * Water bottle * Packed lunch or snacks * Rain jacket / weather layers * Small backpack * Positive energy *** ## Important Notes * Some trails may be muddy or slippery depending on weather conditions. * This is a community-oriented hiking experience, not a competitive sports activity. * The route may be adjusted slightly depending on weather or trail conditions. * Please ensure you are comfortable walking for several hours with breaks. Nature-focused and wellbeing-oriented travel experiences continue to grow as people increasingly seek restorative and intentional ways to spend their weekends. *** ## Legal Disclaimer Sunday Vacations / UJAMAA ASBL acts as a community organiser facilitating social and cultural experiences and does not operate as a licensed travel agency. Transportation and all third-party services are independently provided by external operators and remain the responsibility of participants unless explicitly stated otherwise. Participants join voluntarily and are responsible for ensuring they are physically fit for the activity. *** ## Call to Action 🌿 Ready for a proper Sunday escape? Join us for forests, waterfalls, panoramic Ardennes views, and good company — all just a train ride away from Brussels. Spots are limited to maintain a relaxed and social group atmosphere.

* 42km loop from Parc du Cinquantenaire to [Parc de Tervuren](https://maps.app.goo.gl/rc6PPwXwFGhUfprTA) and return through the forest. * Coffee 10h30 \| leaving 11h00\. * Estimated moving time 2h45 not including lunch and some brief stops. * Lunch at the halfway point in Tervuren—bring your own. * Meet at [Guingette Maurice](https://www.google.com/search?num=10&sca_esv=c9874bb074d0c29e&biw=2048&bih=1022&sxsrf=ANbL-n7VfOmjMKdEleL4ozbIswY-bStEPw:1777023676638&q=Guingette+Maurice&si=AL3DRZGNtcdgKOqVhotcr-UG2kkYpwR2WO4qu3O00NmpwBmLnWGlJ-sJ67ZY5GMMMbeMY-1kVZqsmva8UgiBKmBXfuRGV7y4itqLk5c6f-bOxJRrBHBdGct3W4jSxNn4GyEwXFP3l5Pl&sa=X&ved=2ahUKEwiDpYOImYaUAxVDTqQEHXotOi0Q_coHegQIPRAB) in Parc du Cinquantenaire. * View the route or download the GPX from [here](https://loc.wiki/t/263938562?wa=sc). * If bad weather is forecast this will be cancelled or rescheduled so check this event page before start time. * More general information on the [About](https://www.meetup.com/brussels-cycling-group/) page. * Tel: 04 86 40 6816

**Dreamcollector, c’est plus qu’un rassemblement : c’est un club de passionné·e·s.** Un lieu où l’on vient pour admirer, échanger, rencontrer… et repartir avec des souvenirs, des contacts et l’envie de revenir. ### Un rendez-vous régulier pour toutes et tous. Que vous veniez avec une ancienne, une sportive, une voiture de prestige — ou simplement par curiosité — vous êtes au bon endroit. Ici, on partage la même chose : **la passion des belles mécaniques** et l’ambiance qui va avec. ### Exposer, découvrir, rencontrer Dreamcollector, ce n’est pas “juste des voitures alignées”. Sur place, vous retrouvez aussi des **artisan·e·s et professionnel·le·s** de l’univers auto : pièces, accessoires, objets de collection, lifestyle, services… De quoi découvrir, apprendre, et dénicher de vraies pépites. ### Une ambiance conviviale (vraiment) Venez en solo, entre ami·e·s ou en famille : on prend le temps, on mange un morceau, on partage un verre, on discute… dans une atmosphère **simple, respectueuse et passionnée**. ### Les avantages membres En devenant membre, vous accédez à des avantages exclusifs : * la possibilité **d’exposer votre véhicule** lors de nos événements * des **réductions chez nos partenaires** * des invitations à des événements chez nos partenaires * des réductions sur des événements automobile comme Interclassics Brussels ### Rejoignez la communauté Dreamcollector Envie de vivre l’expérience de l’intérieur ? **Inscrivez-vous** et rejoignez un club qui fait bouger la scène auto, avec des événements pensés pour rassembler — sans prise de tête, avec passion.

⚠️ **IMPORTANT: You must sign up and buy a ticket here to attend:** [https://groupvibe.com/](https://groupvibe.com/) **This is a curated, small-group meetup make new friends in Brussels.** Each meetup brings together 4–6 like-minded people for casual conversations over brunch. We use the Groupvibe platform to organize and ensure everyone’s a good fit. 👉 **To attend, you’ll need to complete registration via this link:** [https://groupvibe.com](https://groupvibe.com) Once you register, and **buy a ticket or become a Groupvibe member**, we’ll share the exact location and match you with your group. **Why this works:** \* Smaller groups make real conversations easier \* Matching helps avoid awkward dynamics **Note:** RSVPs here on Meetup don’t reflect total attendance. Many attendees register directly via our website. This meetup is organized by **Groupvibe**, a small team passionate about helping people form meaningful friendships offline.

The **20km of Brussels is fully booked**… and our Sunday Vacations group is already complete this year. 👉 But don’t worry — **you’ll be able to join us for 2027** **([https://www.sundayvacations.com/event-details/the-20-km-of-brussels-2026](https://www.sundayvacations.com/event-details/the-20-km-of-brussels-2026))** In the meantime, we’ve found the perfect alternative **👉 The 15km of Woluwe = ideal test run + great social experience** -- ### 🏃 Why Join This Event 💡 **If you're running the 20km Brussels:* This is the **perfect real-life test** before race da ✔ Test your pace ✔ Test your endurance ✔ Get into race conditions (crowd, water stations, atmosphere) 💡 **If you missed the 20km this year:** 👉 This is your moment to still enjoy a **race experience in Brussels** 👉 No pressure, just fun, movement, and good vibe -- ### 🌿 The Experience We’ll join the race **together as a group** ✔ Beautiful route through Woluwe & nature ✔ Mix of city + forest vibes ✔ Friendly, festive race atmospher ✔ Sunday Vacations energy + communit 👉 And of course: **optional drink after the race 🍻** -- ### 📅 Practical Inf *** Date: **Sunday 17 May 2026 ** *Start: **Stade Fallon (Woluwe-Saint-Lambert) *** Distance: **15 km ** *Level: **Intermediate (not beginner) -- ### 👥 Who Is This For *Those preparing for the **20km Brussels*** - Those who** missed it this year **but still want the vib *Runners who enjoy a **social + international group** - Solo participants welcome -- ### 🎟️ Registration ⚠️ You must register **individually via the official race website** 👉 We meet as a group, but each person handles their own race registration -- ### 💬 Sunday Vacations Participation ### ⚠️ Important This is a **community meetup**, not an organized race by Sunday Vacations All race logistics are handled by the official organizers -- ### 🔥 The Mindset This is not just a run 👉 It’s your **test before the big one** 👉 Or your **second chance to experience race day** Either way — we do it **together**

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

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!

**How to Get Off-Market Deals With Direct-to-Seller Marketing** Want to learn how to get off-market deals through direct-to-seller marketing without relying on agents, wholesalers, or the MLS for consistent deal flow? That is exactly what we are covering at this next Columbus Investors Club Meetup. Get Your Free Ticket **[HERE](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)**[ ](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)🎟️ Most investors who try to do off-market deals make the same mistake: they throw money into a marketing channel, pray that it works, and hope a deal comes out the other side. There is no real strategy, no clear math, no tracking, and no process to know what is actually working. At this meetup, we are going to break down how to reverse engineer direct-to-seller marketing using our SCALE framework so you can approach your marketing with more clarity, confidence, and consistency. We will cover how to think through inbound, outbound, and free marketing channels, how to choose the right channel for your goals, how to run the numbers before you spend, how to allocate the right budget, how to launch the campaign correctly, and how to evaluate and track performance so you can make better decisions moving forward. **SCALE Framework:** **S –** Select the right channel **C –** Calculate the numbers **A –** Allocate the budget **L –** Launch the campaign **E –** Evaluate and track it **What We’ll Cover** * How to get off-market deals through direct-to-seller marketing * How to stop guessing and start reverse engineering your marketing * The difference between inbound, outbound, and free marketing channels * How to choose the right channel for your business and market * How to calculate the numbers before launching * How to allocate a budget based on goals, not emotion * How to launch and track a campaign the right way * How to create more consistent and predictable deal flow **Date:** May 28, 2026 (Thursday) **Time:** 6 - 8pm EST **Location:** Ohio Brewing Company, 421 E 2nd Ave, Columbus, OH 43201 **Save Your Seat** → https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp **FREE DRINKS & FOOD PROVIDED!** **About Columbus Investors Club** The Columbus Investors Club is a local meetup for real estate investors, aspiring investors, contractors, vendors, lenders, realtors, and other professionals who want to grow in the Columbus market. The goal is to create real connection, real opportunity, and real growth by getting the right people in the room. Whether you are brand new or already doing deals, this is a place to build relationships, learn from others in the business, find opportunities, and grow your presence in the local real estate community.

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