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NetSquared Local groups hold monthly events that take place in cities around the world, convening changemakers to share ideas, learn from each other, and even collaborate on projects for real world impact. These gatherings provide a chance to connect for all those interested in the intersection of social technologies and social change. Members of local groups represent nonprofit organizations and foundations, government agencies and service providers, designers and developers, innovators and social entrepreneurs. Learn more about local organizers or start a group in your community: http://netsquared.org/local
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Frequently Asked Questions

Yes! Check out netsquared events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the netsquared events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find netsquared events near your location here. Connect with your local community and discover events within your area.

NetSquared Events Today

Join in-person NetSquared events happening right now

Access Bars or Reiki at the Commons Hub (30min or 1h session)
Access Bars or Reiki at the Commons Hub (30min or 1h session)
**Experience Deep Relaxation & Mental Clarity with Access Bars®** ​Imagine letting go of stress, overthinking, and emotional blocks—effortlessly. Access Bars® is a gentle, hands-on technique that activates 32 points on your head, helping to release stored thoughts, beliefs, and tension, leaving you feeling lighter, clearer, and more at ease. **Reiki** is a gentle, non-invasive practice that supports deep relaxation, nervous system regulation, and energetic rebalancing. It can help release stress, quiet mental overload, and restore a greater sense of clarity and ease. ​ ​Your Session ​️ Duration: 30min or 60min in total ​ In-Person Only – Feel the full benefits in a calm and welcoming space. ​ ​ Investment in Your Well-being: ​30-min session: 25 EUR or 2 Common Hub Tokens (2 CHT) ​60-min session: 50 EUR or 4 Common Hub Tokens (4 CHT) ​ ​Book your session now and give yourself the gift of relaxation, clarity, and renewed energy! ✨ Booking: [https://koalendar.com/e/access-bars-CHB](https://koalendar.com/e/access-bars-CHB) If you are interested in a session in another time slot, send me a private message and we can book it. **About Your Host:** ​​​This experience is guided by Mara [Regina](https://linktr.ee/reginadgaia) D'Gaia, holistic therapist and access bars practitioner. ​​​ Contact: [integractiveconnections@gmail.com](http://integractiveconnections@gmail.com) https://livingbloom.life ​​​ Follow on Instagram: [@reginadgaia](http://www.instagram.com/reginadgaia)
FLASHDANCE 80s 90s - SAT 02.05 - SOIREE RENCONTRES XXL / MADAME MOUSTACHE BXL
FLASHDANCE 80s 90s - SAT 02.05 - SOIREE RENCONTRES XXL / MADAME MOUSTACHE BXL
BRUSSELS MAIS EVENT – INTERNATIONAL PARTY **[FLASHDANCE 80s 90s - SAMEDI 02.05- GRANDE SOIREE RENCONTRES XXL / MADAME MOUSTACHE BXL x CŒUR À CŒUR](https://fb.me/e/bLQs6qeVB)** **FLASHDANCE – EDITION 3 – SPECIAL COLORED WRISTBANDS** Flash sale: [https://www.partyfinder.com/en/event/15930](https://www.partyfinder.com/en/event/15930) Facebook: [https://fb.me/e/bLQs6qeVB](https://fb.me/e/bLQs6qeVB) *** **THE NUMBER 1 SINGLES PARTY IN BELGIUM 🎉** On Saturday, MAY 02ND, 2026, we are delighted to invite you to discover one of Brussels’ most legendary clubs: Madame Moustache. Located next to Place Sainte-Catherine at 5–7 Quai au Bois à Brûler, 1000 Brussels. The musical theme of the night will highlight the 80s, 90s, and 2000s. We will make sure you have an unforgettable night thanks to the colored wristband concept. Each participant will receive a wristband indicating their mindset: not interested, maybe, interested, very interested… *** 📅 Saturday, May 02 🕙 From 10:00 PM 📍 Madame Moustache 5–7 Quai au Bois à Brûler, 1000 Brussels ✨ **PROGRAM** ✨ 💃 DJ set – Disco, 80’s, 90’s & 2000’s 👗 Dress code: Urban Chic 🤝 Meetups, connections and fun guaranteed Immerse yourself in the retro and spectacular world of Madame Moustache, a unique venue blending cabaret, circus, funfair, and curiosity cabinet, recognized as one of Brussels’ dance temples 🔥 *** 🎟 **EXCLUSIVE FLASH SALE** ➡️ €5 / €10 PRE-SALE ONLINE 🎫 Discounted pre-sale tickets available via PARTYFINDER 🔔 Or pay at the door 💫 Come dance, meet people, and enjoy a unique experience with Cœur à Cœur. One night, encounters, emotions… Let the party continue *** 📍 Madame Moustache 5–7 Quai au Bois à Brûler, 1000 Brussels
FLASHDANCE 80s 90s - SAT 02.05 - SOIREE RENCONTRES XXL / MADAME MOUSTACHE BXL
FLASHDANCE 80s 90s - SAT 02.05 - SOIREE RENCONTRES XXL / MADAME MOUSTACHE BXL
BRUSSELS MAIS EVENT – INTERNATIONAL PARTY **[FLASHDANCE 80s 90s - SAMEDI 02.05- GRANDE SOIREE RENCONTRES XXL / MADAME MOUSTACHE BXL x CŒUR À CŒUR](https://fb.me/e/bLQs6qeVB)** **FLASHDANCE – EDITION 3 – SPECIAL COLORED WRISTBANDS** Flash sale: [https://www.partyfinder.com/en/event/15930](https://www.partyfinder.com/en/event/15930) Facebook: [https://fb.me/e/bLQs6qeVB](https://fb.me/e/bLQs6qeVB) *** **THE NUMBER 1 SINGLES PARTY IN BELGIUM 🎉** On Saturday, MAY 02ND, 2026, we are delighted to invite you to discover one of Brussels’ most legendary clubs: Madame Moustache. Located next to Place Sainte-Catherine at 5–7 Quai au Bois à Brûler, 1000 Brussels. The musical theme of the night will highlight the 80s, 90s, and 2000s. We will make sure you have an unforgettable night thanks to the colored wristband concept. Each participant will receive a wristband indicating their mindset: not interested, maybe, interested, very interested… *** 📅 Saturday, May 02 🕙 From 10:00 PM 📍 Madame Moustache 5–7 Quai au Bois à Brûler, 1000 Brussels ✨ **PROGRAM** ✨ 💃 DJ set – Disco, 80’s, 90’s & 2000’s 👗 Dress code: Urban Chic 🤝 Meetups, connections and fun guaranteed Immerse yourself in the retro and spectacular world of Madame Moustache, a unique venue blending cabaret, circus, funfair, and curiosity cabinet, recognized as one of Brussels’ dance temples 🔥 *** 🎟 **EXCLUSIVE FLASH SALE** ➡️ €5 / €10 PRE-SALE ONLINE 🎫 Discounted pre-sale tickets available via PARTYFINDER 🔔 Or pay at the door 💫 Come dance, meet people, and enjoy a unique experience with Cœur à Cœur. One night, encounters, emotions… Let the party continue *** 📍 Madame Moustache 5–7 Quai au Bois à Brûler, 1000 Brussels
Football match at Parc du Cinquantenaire
Football match at Parc du Cinquantenaire
If you have a ball, please bring it... Let's gather at the Parc du Cinquantenaire close to the Tour de Tournai (https://goo.gl/maps/RsxFtTJydq92) and organize a *low-level* football match on the grass. Unless it rains badly as we're about to play, the game is on. Players of any age, weight, sex and size are allowed. Come as you are, at any time after 4pm. IMPORTANT REMINDER -- As Shitty Players, we don't bite or growl when someone misses the ball. We don't do penalties or yellow cards because we're so gentle we don't need them. We vaguely know of the existence of other rules like off-side but we'd rather ignore them than argue about them. We may or may not keep track of the score: this is a game where everyone wins. To help build the Team, come with 2 t-shirts white and black (or similar colors: light grey and dark blue etc). Beer session will follow on the grass, for those who survive till the end. You can also join the Facebook group at: https://www.facebook.com/groups/176606662846112/?ref=aymt_homepage_panel https://secure.meetupstatic.com/photos/event/2/a/b/3/600_460870931.jpeg
Climb & Chill 🧗‍♂️☕️
Climb & Chill 🧗‍♂️☕️
What's up Friends! 👋 
Ready for some bouldering fun? Boulder-what? 🤔 It’s climbing (FR: escalade, le bloc) up to 4.5m high without ropes—and in my case, without much hope! 😂✨ It’s a super fun indoor activity, but be warned: it does require a certain level of physical fitness and/or skill. Most importantly, though, it requires awesome company—which we’ve got! 😎
 The Idea: 📍 Meeting Point: For those arriving at 17:00, we’ll meet at the cafeteria (next to the billiards table). Feel free to start earlier or later—just drop me a message or write in the group chat so we can meet up. 💪 Stay & climb as long as you want - venue closes at midnight! 🥤 Recharge: If you’ve had enough climbing for the day (we usually do this after 2 hours of climbing), we may head back to the cafeteria (or to the rooftop if it's sunny🌤️) for snacks, drinks & games. Cafeteria closes at 22:00. Where: 📍Arkose: (Brussels Canal) Rue Willy de Bruyn Straat 52, 1000 Bruxelles, Belgique 🔗 https://arkose.com/

Fees: 🤑Entry fee without shoes: - 18 eur (first-timers 10€ with online promo activated) - reduced rates: students, minors, job seekers, firefighters, military (proof required) 👟 Shoe Rental: 5€ (if you don’t have your own) 🎫 10-session pass: 150€
 Good to Know: ✍️ First-timers need to create an account (takes 5min) - do it in advance and pay online to pay less and avoid wasting time onsite 💦 Hydration is key! Bring a water bottle. 🔐 Lockers available, but bring your own padlock. 🚿 Changing rooms & showers on-site. 👕 Wear comfy sports clothes—it gets intense! 🧴 Only liquid magnesium is allowed (for grip) - in reality most people use powder🤫 👟 Thinking of going regularly? Bouldering shoes are a great investment! (Decathlon: ~45-65€ per pair.)

⚠️ Safety First! Bouldering is fun, but safety comes first! Stay alert, know your limits, and don’t take unnecessary risks. Enjoy responsibly! 💪 
📢 Further details may be shared via the group chat or via DM 💬. Make sure to check your messages 👀 at least on the day before the event to avoid missing critical 🙄 announcements. 🐈‍⬛ The Friends Code:
👉Respect and positive vibes, if not 💥🥊
👉Can’t make it? Cancel or drop a message in the chat - helps running things smoothly! 👉 Don't show up if you are on the waiting list or show up at your own risk. 
See you at the walls folks😉
Founders Running Club :: Brussels
Founders Running Club :: Brussels
**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/)
Saturday Ping-Pong!
Saturday Ping-Pong!

NetSquared Events This Week

Discover what is happening in the next few days

Badminton Sunday Social
Badminton Sunday Social
Join us for some friendly Badminton games- all levels welcome! IMPORTANT- in order to secure your place you’ll need to both book a spot on Meetup AND pay €8 by Friday morning. This is to make sure we can cancel courts if demand isn’t there, and make sure we’re being fair to people on the waitlist. Refunds will only be possible after Friday AM if another player is definitely able to take your spot Always worth joining our W’app group as well for faster, often better, updates! https://chat.whatsapp.com/IL7Gbs6TmIm0GXyidQxCFS?mode=gi_t
Tennis doubles (NOT FOR BEGINNERS) - Le Chalet Molenbeek
Tennis doubles (NOT FOR BEGINNERS) - Le Chalet Molenbeek
Hello! This is a meet-up to play tennis from 2 pm to 4 pm on Sunday. Meeting is on the courts. The courts are booked under the name Jean-Marc. This event is for intermediate and advanced players and not organised for novice players or beginners. Please make sure to bring the exact sum of 10 € in cash. The event is non-commercial. This sum covers the cost of the courts reserved. The organizer is not there to make money out of you. Ladies are encouraged to join. If anyone wants to drop out, they should do it on Saturday morning, not on Sunday the day of the meetup, another wise it would be too late to find a replacement in time or to cancel a court in time with reimbursement. If you don't do this, you will be asked by the organizer to reimburse your participation fee. If this happens too late then those who have cancelled after Saturday morning will have to cover the extra cost for reserving the courts. In the past meetups, it happened too many times that we were an oneven number and because of that all those present had less fun to play. If you don't show up without giving a written excuse in time, the first future participation will be cancelled and you will be asked to reimburse the participation fee. If it happens too many times you will not be able to participate anymore. In case if we are an uneven number of players, then the last player (except the host of course who has to collect the money) can leave or persuade other players to play with him or her. Of course if the last player leaves, then he or she doesn't have to pay the participation fee. If this player leaves, he or she will be added on a future event by the host or organizer in the participation list if the player is far away in the waiting list. This is the advantage of leaving on a voluntary basis;-). We operate on the principle of Fair Play as we do not have umpires or referees. Any disputes or disagreements over line calls or scores should be resolved immediately on the court and, when agreement is not possible, the point or game should be replayed. To be able to replay the game, 3 players need to agree on that without manipulation of the one who disputes an entire game, anotherwise injustice could occur where in the end possibly the biggest cheater could win... This situation applies also, if the host or the organizer is involved. When one of the players still doesn't accept this compromise, then it should be reported (meetup message by preference) to the organizer or host of the meetup event. One of the consequences could be that the first upcoming event could be cancelled by the organizer for the player who doesn't comply with the compromise to play the point or the game again. If the same player does that again for a second time, then the person will see 4 of his next tennis meetups cancelled. If this happens a third time with the same player, then the player in question will be banned from all future tennis meetups with an exclusion as a final result. Whenever there is a big problem, it should be reported as well to the organizer of the group so he can, if necessary, take actions to improve the situation for all the players. Please also note that if you are the first on the waiting list, you will automatically be moved up to the attendance list if someone pulls out. So if you are on the waiting list and see that you cannot attend, please also change your status to not going. If you would like to organize a meet up either this week or next week please get in touch with me, my name is Jean-Marc. It will depend on your initiatives to create more tennis meetups per week.
Badminton Sunday Advanced
Badminton Sunday Advanced
First time comers Please make sure to read the rules and contact the organizer before! Otherwise you will be moved to waiting list. Apologies for inconvenience but we have to do it to avoid no-shows. New and Interested in being part of our group? Join here, https://chat.whatsapp.com/KqdVhyuBhFz1d56lv4WVVi Please Direct Message the Organizer with your level. Approval is required before your first RSVP. Games format. 95% are double games (unless someone needs a break), typically 4 people play together 2 sets and then mix with players from other fields. We play with plastic shuttles - Yonex Mavis 2000 (which are provided). Registration If it's your first time, please send a private message to the host to confirm. No-shows are taken quite seriously because they unbalance the games a lot. Also once you register please keep an eye on you private messages, in case we need to contact you. Players level Having players with much less experience often unbalances the game making it much less interesting for more experienced players. We still try to be welcoming. As a rule of thumb, if you know what a "clear" is, you are welcome to join. Otherwise, feel free to get in touch with me (John) and we can see if we can arrange so you and existing players can have good experience playing. Price and payments The price of participation is EUR 9. Payment is on-site in cash, or via online. Info provided during or shortly after the event in the WhatsApp group. Cancelations and no-shows Switches and cancellations are free of charge if done more than 50 hours before the start of the matches If you cancel within the 50-hour window before the event starts, you will be placed on the wait-list for the next week's event, whether or not a replacement is found. If no replacement is secured, you'll still need to cover your share of the costs. Contact Questions or first-time approval requests? DM the Organizer with your playing level and availability.
Climb & Chill 🧗‍♂️☕️
Climb & Chill 🧗‍♂️☕️
What's up Friends! 👋 

Ready for some bouldering fun? Boulder-what? 🤔 It’s climbing (FR: escalade, le bloc) up to 4.5m high without ropes—and in my case, without much hope! 😂✨ It’s a super fun indoor activity, but be warned: it does require a certain level of physical fitness and/or skill. Most importantly, though, it requires awesome company—which we’ve got! 😎

 The Idea: 📍 Meeting Point: For those arriving at 14:00, we’ll meet at the cafeteria (next to the billiards table). Feel free to start earlier or later—just drop me a message or write in the group chat so we can meet up. 💪 Stay & climb as long as you want - venue closes at midnight! 🥤 Recharge: If you’ve had enough climbing for the day (we usually do this after 2 hours of climbing), we may head back to the cafeteria (or to the rooftop if it's sunny🌤️) for snacks, drinks & games. Cafeteria closes at 22:00. Where: 📍Arkose: (Brussels Canal) Rue Willy de Bruyn Straat 52, 1000 Bruxelles, Belgique 🔗 https://arkose.com/

Fees: 🤑Entry fee without shoes: * 18 eur (first-timers 10€ with online promo activated) * reduced rates: students, minors, job seekers, firefighters, military (proof required) 👟 Shoe Rental: 5€ (if you don’t have your own) 🎫 10-session pass: 150€

 Good to Know: ✍️ First-timers need to create an account (takes 5min) - do it in advance and pay online to pay less and avoid wasting time onsite 💦 Hydration is key! Bring a water bottle. 🔐 Lockers available, but bring your own padlock. 🚿 Changing rooms & showers on-site. 👕 Wear comfy sports clothes—it gets intense! 🧴 Only liquid magnesium is allowed (for grip) - in reality most people use powder🤫 👟 Thinking of going regularly? Bouldering shoes are a great investment! (Decathlon: ~45-65€ per pair.)

⚠️ Safety First! Bouldering is fun, but safety comes first! Stay alert, know your limits, and don’t take unnecessary risks. Enjoy responsibly! 💪 

📢 Further details may be shared via the group chat or via DM 💬. Make sure to check your messages 👀 at least on the day before the event to avoid missing critical 🙄 announcements. 🐈‍⬛ The Friends Code:
👉Respect and positive vibes, if not 💥🥊
👉Can’t make it? Cancel or drop a message in the chat - helps running things smoothly! 👉 Don't show up if you are on the waiting list or show up at your own risk. 

See you at the walls folks😉
Latin-style Zumba class!
Latin-style Zumba class!
The Language Café 🌍 (ES) ☕️🌶️
The Language Café 🌍 (ES) ☕️🌶️
¡Ey, qué tal! ¿Crees que podrías sobrevivir solo con tu español? Vamos a ponerlo a prueba con un cafecito☕️ (o con lo que te dé la gana en el momento, ya sea una bebida o un snack ) Dónde: Leopold PDN. Este café puede ser algo difícil de encontrar, especialmente cuando llueve ️☔️, pero así empieza la aventura, ¿no? No esperes hasta estar completamente perdido—mándame un mensaje antes de empezar a maldecir Google Maps ️. ‼️️Si el clima se porta, picnic en el parque (Cinquantenaire), obvio 🌳🧺 La idea: Pides algo (¡obligatorio! ☝️) y te unes a la mesa. Empezamos con una mini intro y luego hablamos de todo: actividades, viajes, música… Y si tienes ganas, ¡jugamos a algo! Todo en español, así que ¡prepárate para la inmersión! Dependiendo de cuántos seamos, podemos dividirnos por niveles para que todos disfruten al máximo. Juegos: Nada de tableros gigantes que acaben tirando los cafés por toda la mesa. Solo juegos rápidos y divertidos (tipo UNO o Exploding Kittens ). Yo llevaré unos, pero si tienes alguno que te guste, tráelo sin miedo. Eso sí, los juegos con texto, ¡en español! ⏱ Horarios: Empezamos a las 15:00, pero si llegas más tarde, no pasa nada, te unes cuando quieras y te quedas el rato que quieras. ¿Vas a llegar después de las 15:30? Dímelo en el chat para guardarte un lugar. Lista de espera Si estás en la lista de espera pero realmente quieres venir, o si tienes cualquier duda, mándame un mensaje directo... Más info se puede compartir en el chat o por DM —asegúrate de revisar tus mensajes el día antes para no perderte nada crítico . ‍🐈‍⬛ El Código de los Amigos: Nada de formalidades – aquí venimos a divertirnos Respeto y buena onda – si no, ¡¿Los errores?! ¡Nos dan igual! Y si nos cuesta, cambiamos al inglés o mejor: 💃 ¿No puedes venir? Cancela para que alguien en la lista de espera pueda tomar tu lugar Si estás en la lista de espera, no te presentes sin confirmación. ¡Hasta luego!
Sunday Ping-Pong 🏓
Sunday Ping-Pong 🏓

NetSquared Events Near You

Connect with your local NetSquared community

Connected Westerville Night of Networking!
Connected Westerville Night of Networking!
Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"
General Business Networking - Columbus
General Business Networking - Columbus
**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*
Central Ohio Radio Enthusiasts - Radio Signal Analysis Using SDRs and OpenWebRX+
Central Ohio Radio Enthusiasts - Radio Signal Analysis Using SDRs and OpenWebRX+
Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee 86 @ Improving
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!
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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