Network Engineering

**🔥 HEY BARCELONA TECHIES! 🔥** * Welcome to **the most high-end, high-energy weekly meetup** in the city — the **ICON ROOFTOP TECHIES NIGHT** at **a famous rooftop location in Gracia.** * ***SIGN UP ON LUMA to get tickets [https://luma.com/bcntechies](https://luma.com/bcntechies)*** ​Forget your typical expat nights. Forget loud bars and random mixers. Here, every conversation *matters*. ​This is where **ambitious locals and international professionals** meet to truly **connect, collaborate, and create** — blending **TECH, SCIENCE, and ART** under the Mediterranean sunset. ​Follow our journey on **[Instagram](https://www.instagram.com/metapilotacademy/?utm_source=luma)** to see what’s next for the community. ​🌇 WHAT MAKES THIS DIFFERENT ​We’re not a random meetup or a social crowd. Our community is **HIGHLY CURATED** — made up of **founders, engineers, scientists, creatives, and leaders** shaping Barcelona’s innovation scene. ​No loud-music chaos. No awkward small talk. No hookup energy. Just authentic, intelligent people building something meaningful together. ​🚀 Expect to meet: * ​Pioneers from **FORTUNE 500 tech companies** (Meta, Google, Apple, Amazon, Tesla) * ​Researchers from **Barcelona’s top institutions** (BSC, IRB, UPF, UB, UPC) * ​**Artists, musicians, and designers** blending creativity with technology ​It’s the kind of energy you only get when everyone in the room *belongs there.* \*\*\* ​🕓 THE FLOW ​⏰ **19:30 sharp** — We gather in style. Collect your drink at reception 🍸 (ICON’s menu is exquisite), step onto the rooftop, and let the skyline set the mood. ​🎤 **Lightning Talks:** Short, spontaneous, inspiring — straight from our own community members. The latest AI breakthroughs, mind-bending startups, art-tech collabs, and stories that spark curiosity. ​💬 **Open Networking:** After the talks, the conversation takes off. You’ll move across small clusters of fascinating people — exchanging bold ideas, sharing experiences, and starting collaborations that could outlast the night. ​💎 WHY BARCELONA TECHIES STANDS OUT ​Because this isn’t just a meetup. It’s a movement. A gathering of **like-minded professionals who uplift, inspire, and collaborate**, without the noise or the nonsense. ​You’ll find conversations that *matter*, people who *get you*, and opportunities that start naturally — between equals. ​🌍 Whether you’re a visionary founder, a researcher, a digital nomad, or an artist with ambition — **this is where you belong.** ​✨ **JOIN THE ICON ROOFTOP TECHIES NIGHT.** Experience the city’s smartest and friendliest community — **where innovation meets elegance, and every connection is real.** 🥂

Bienvenido a EAT & MEET. Los eventos donde todos los jueves en KCN sacamos nuestra vena más #foodie y la combinamos con el #networking. Si eres de Barcelona o alrededores o vas a estar por aquí con la intención de hacer negocios, emprender y dar a conocer tu proyecto entre empresarios de la zona queremos invitarte a un evento que marca la diferencia. Maridajes, comidas, cenas y desayunos con un elemento común. Hacer negocios y ampliar tu red de contactos. Los EAT & MEET son encuentros empresariales donde puedes crear sinergias que aceleren y hagan crecer tu proyecto en un entorno distendido. Distendido pero profesional. Nuestro objetivo es salir de los despachos y las reuniones impersonales de Zoom y hablar cara a cara contigo. Por eso este Desayuno de Networking del 14 de mayo para profesionales. En este evento te ofrecemos la oportunidad de participar en un desayuno de negocios. Todo esto maridado no solo con buena compañía sino con una oportunidad de crecer. Nuestros EAT & MEET causan furor entre los socios. Regístrate en el enlace para reservar tu plaza. Regístrate en el enlace para reservar tu plaza. https://app.clubdenetworking.es/event/desayunodenetworkingbarcelonaeixample14demayo-bw3skodu/FLobera

Bienvenido a EAT & MEET. Los eventos donde todos los jueves en KCN sacamos nuestra vena más #foodie y la combinamos con el #networking. Si eres de Barcelona o alrededores o vas a estar por aquí con la intención de hacer negocios, emprender y dar a conocer tu proyecto entre empresarios de la zona queremos invitarte a un evento que marca la diferencia. Maridajes, comidas y cenas con un elemento común. Hacer negocios y ampliar tu red de contactos. Los EAT & MEET son encuentros empresariales donde puedes crear sinergias que aceleren y hagan crecer tu proyecto en un entorno distendido. Distendido pero profesional. Nuestro objetivo es salir de los despachos y las reuniones impersonales de Zoom y hablar cara a cara contigo. Por eso esta comida para profesionales de los principales sectores de la zona de Barcelona. En este evento te ofrecemos la oportunidad de participar en una comida de negocios. Todo esto maridado no solo con buena compañía sino con una oportunidad de crecer. Nuestros EAT & MEET causan furor entre los socios. Regístrate en el enlace para reservar tu plaza. Precio: 18€ Para participar es imprescindible completar vuestros datos en https://app.clubdenetworking.es/event/comidadenetworkingbarcelonaeixample14demayo-cevqteht/FLobera

**NEW: English-Speaking Networking Dinner – Barcelona** Are you new to Barcelona, or living and working in the city? Would you like to meet fun, interesting international people in a relaxed and elegant setting? Join us this **THURSDAY night** for an exclusive English-speaking networking dinner at a beautiful Spanish restaurant in the city centre. 🍽️ Enjoy excellent Spanish cuisine at a reasonable price while connecting with like-minded people in a warm and social atmosphere. It’s a great way to meet local Spanish and Catalan people, as well as international people. ✨ What to expect: • Great conversations in English • New connections and friendships • Relaxed, friendly and elegant environment 👥 **Two age groups (separate tables):** • 30 – 45 • 45 – 55 This event is perfect for anyone looking to expand their social circle and meet new people in Barcelona. ⚠️ **Limited places available** 📲 To reserve your place, please send a WhatsApp message with: • Your name • Your age 📍 Location: Elegant Spanish restaurant – Central Barcelona 🗣️ Language: English 👔 Dress code: Smart casual **What’s included** A thoughtfully curated set menu featuring: • Five traditional Spanish starters to share • A main course of your choice (meat, fish, Spanish rice, or fideuà) • Dessert and drinks All for **€35 per person**. **Reservations** To ensure a smooth and personal experience, bookings are handled exclusively via WhatsApp. To reserve your place for this Thursday, please send a message to **607 11 37 37** including your **name, age, and profession**. We look forward to welcoming you for an evening of great food, meaningful connections, and a truly enjoyable atmosphere. **Meet new people. Enjoy great food. Build meaningful connections.**

Join us for an Apache Kafka® meetup on Thursday, May 14 from 6:30pm in Barcelona hosted by Logicalis and Quantiqus! 📍**Venue:** **Coworking Illa Diagonal** **[Av. Diagonal, 571, planta 4, Distrito de Les Corts, 08029 Barcelona](https://www.google.com/maps/place//data=!4m2!3m1!1s0x12a4995ab31dc2fd:0x88c4d5e87ce065c5?sa=X&ved=1t:8290&ictx=111)** 🗓 **Agenda:** * 6:30pm: Doors open/welcome **7:00pm - 7:45pm: MongoDB & Kafka: tráfico de eventos sin semáforos by Dorottya Nyárády & Antonio Membrides Espinosa** **7:45pm - 8:05pm: Kafka Foundations: siempre hay un primer momento by Daniel Rivero** 8:05pm – 9:00pm: Food/Drinks and networking If you would like to speak or host our next event please let us know! [community@confluent.io](http://community@confluent.io/)

You will have interesting debates and opportunities to network with other entrepreneurs and investors from the elite entrepreneurial ecosystem in Barcelona. It is a gateway to socialize and connect with people with multiple ideas and businesses that will open more doors for you. We will create a large community of investors, freelancers, entrepreneurs, digital nomads, startups... Success and high-level networking entertainment are guaranteed. Additionally, you have the option to join the international event that will take place on the lower floor. You can't miss it. It is located in one of the best areas of Barcelona (Universitat). ______________________________________________ Podreis tener debates interesantes y oportunidades de establecer contactos con otros emprendedores, inversores del ecosistema emprendedor de élite en la ciudad condal Es una puerta de entrada para sociabilizar y conectar con personas con multiples ideas y negocios que os abrirán más puertas Crearemos una gran comunidad de inversores, freelancers, emprendedores, nomadas digitales, starts up... El éxito el entretenimiento de networking de alto nivel están asegurados. Ademas teneis la opcion de uniros al evento internacional que se hara en la planta inferior No os lo podeis perder Esta situado en una de las mejores de Barcelona (Universitat)

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) 🤩❤️🍹NEW SUBGRUPO IR A LUZ DE GAS EL JUEVES POR LA NOCHE Y VIVIR LA FIESTA Y LO QUE PASE... RECUERDA QUE CADA JUEVES SE MONTA ALLÍ LA FAMOSA MAYOR FIESTA DE LOS OCHENTA DE BARCELONA. **RECUERDA QUE AHORA ES CADA JUEVES DE MES POR LA NOCHE** NOS PONEMOS DE ACUERDO POR EL CHAT PRO DISCO REMEMBER EN LOS DETALLES PARA ENCONTRARNOS UN RATO ANTES EN UN BAR CERCANO Y LUEGO ENTRAR JUNTOS EN GRUPO QUE ES MÁS DIVERTIDO. ESTE SUBGRUPO SE ORGANIZA A TRAVÉS DE UN CHAT DENTRO DE LA PLATAFORMA PATREON SINGLES BARCELONA. COLABORA, PARTICIPA Y EMPUJA. CREA ACTIVIDAD SOCIAL. COGE LA PALA. ENCUENTRA EL CHAT PRO EN NUESTRA NUEVA WEB: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) PIDE QUE TE AGREGUEMOS AL CHAT WHATSAPP DE COORDINACIÓN BIRRA PREVIA PARA ENTRAR LUEGO JUNTOS A LA DISCO. COMPARTIMOS EL LINK PARA SACAR QR GRATIS

**NEW: Language Exchange Networking Dinner** **in English** Are you new to Barcelona, or living and working in the city? Would you like to meet fun, interesting international people in a relaxed and elegant setting? Join us this **FRIDAY night** for an exclusive English/ Spanish-speaking networking dinner at a beautiful Spanish restaurant in the city centre. 🍽️ Enjoy excellent Spanish cuisine at a reasonable price while connecting with like-minded people in a warm and social atmosphere. It’s a great way to meet local Spanish and Catalan people, as well as international people. ✨ What to expect: • Great conversations in English and Spanish • New connections and friendships • Relaxed, friendly and elegant environment This event is perfect for anyone looking to expand their social circle and meet new people in Barcelona. ⚠️ **Limited places available** 📲 To reserve your place, please send a WhatsApp message with: • Your name • Your age 📍 Location: Elegant Spanish restaurant – Central Barcelona 🗣️ Language: English and Spanish 👔 Dress code: Smart casual **What’s included** A thoughtfully curated set menu featuring: • Five traditional Spanish starters to share • A main course of your choice (meat, fish, Spanish rice, or fideuà) • Dessert and drinks All for **€35 per person**. **Reservations** To ensure a smooth and personal experience, bookings are handled exclusively via WhatsApp. To reserve your place for this Thursday, please send a message to **614 92 54 43** including your **name, age, and profession**. We look forward to welcoming you for an evening of great food, meaningful connections, and a truly enjoyable atmosphere. **Meet new people. Enjoy great food. Build meaningful connections.**

Join us every other Sunday for the Open Clown Workshop at The Comedy Clubhouse Barcelona. Whether you’re an experienced clown wanting to exercise your clowning muscles or a complete beginner full of curiosity this workshop is for you. Sessions will usually focus on one particular aspect of clown for example: bafflement, befriending uncertainty, staying curious, freedom in failure, connecting with your pleasure, finding the game, eye contact with the audience. Our usual workshop teachers are experienced clowns who perform regularly in Barcelona and around the world. They have either trained with the legendary clown master Philipe Gaulier; performed at the Edinburgh Fringe Festival; organised their own cabaret shows; or have experience of developing clown numbers elsewhere. While every teacher has different strengths and exercises they’ll share, each workshop is designed to inspire you and help develop your skills as a comedic performer. This is a great place to meet new people, play games, have fun & learn new skills! The session lasts from 15.00 until 17:30 and it operates as a Pay What You Want workshop (suggested donation between 5 and 15 euros). It takes place at the Comedy Clubhouse on Via Laietana (be careful because there are two Comedy Clubhouses! It does not take place at the one on Carrer Canvis Nous!)

**(CASTELLANO a continuación 🌲 ENGLISH below)** Amb ganes d'un dia d'autèntica muntanya? Doncs no et pots perdre **el clàssic "Pedraforca 360º" enmig del Parc Natural del Cadí-Moixeró**. No t'espantis... avui no pujarem aquest majestuós cim... "simplement" volem fer la **volta completa al Pedraforca** entre frondosos boscos per antics camins històrics com el Camí dels Bons Homes... i per poder admirar la que molts consideren la muntanya més singular i impressionant de Catalunya... des de tots els angles! **Una ruta increïble de 17km i 700m de desnivell que ens farà connectar amb uns boscos, un aire, unes pedres, uns prats d'alta muntanya en plena explosió primaveral i unes vistes... que són un regal per a l'ànima! ;-)** ℹ️ **Detalls pràctics:** * **Preu:** 25 € excursió + 15€ cotxe (es paga directament al conductor/a) = **Total: 40€** * **Inclou:** guiatge per guia titulat, assegurança d'accidents + responsabilitat civil. * **Targeta Nature Connect:** cada 10 rutes... **1 gratuïta!** 🥪 Què cal portar? * Picnic per dinar en ruta * Mínim 1,5 L d’aigua * Calçat de muntanya i roba en capes (adaptable al temps) * Bastons opcionals ❗️ Política de cancel·lació: * ✅ Fins a **48 h abans**: devolució del pagament (amb descompte de 5 € per gestió) o **canvi per una altra ruta** dins dels pròxims 6 mesos. * ❌ Passades les 48 h: **no es faran devolucions ni canvis**. Gràcies per la teva comprensió! 📲 Segueix-nos i estigues al dia! * 📷 Al nostre Insta 👉 [Instagram](https://www.instagram.com/natureconnectbarcelona) * 😎 a Can Facebook 👉 [Facebook](https://www.facebook.com/natureconnecthikes) * 🥰 **i uneix-te al 👉 [Grup de WhatsApp](https://chat.whatsapp.com/H8fQ4srpGthI7j1OWyuBYQ) 👈** per estar informat de properes sortides! Per a + INFO, no dubtis a contactar-me (preferiblement via **WhatsApp**) ☎️ **609 309 797 (Jordi)** \-\-\-\-\-\-\- **⛰️ CASTELLANO 📷** Con ganas de un día de auténtica montaña? Pues no te puedes perder **el clássico "Pedraforca 360º" en medio del Parc Natural del Cadí-Moixeró**. No te asustes... hoy no subiremos a la cima del Pedraforca... una ruta para montañeros muy experimentados... Nosotros hoy "simplemente" queremos darle la **vuelta completa a esta mítica montaña** entre frondosos bosques y espectaculares vistas... **Una ruta increíble de 17km y 700m de desnivel** que nos hará **conectar con unos bosques, un aire, unas piedras, unos prados alpinos en plena explosión primaveral y unas vistas... que son un regalo par el alma! ;-)** **Hoy es el día. No te la pierdas.** ℹ️ **Detalles prácticos:** * **Precio:** 25 € excursión + 15€ coche (se paga directamente al conductor/a) = **Total: 40€** * **Incluye:** guía titulado, seguro de accidentes + responsabilidad civil. * **Tarjeta Nature Connect:** cada 10 rutas… ¡1 gratis! 🥪 **¿Qué hay que llevar?** * Picnic para comer en ruta * Mínimo 1,5 L de agua * Calzado de montaña * Ropa por capas (para adaptarnos al clima) * Bastones (opcionales) ❗️ **Política de cancelación:** * ✅ Hasta 48 h antes: devolución del pago (menos 5 € de gestión) o cambio por otra ruta dentro de los próximos 6 meses. * ❌ Pasadas las 48 h: no se realizan devoluciones ni cambios. ¡Gracias por tu comprensión! 📲 **Síguenos y mantente al día:** * 📷 En Instagram 👉 [Instagram](https://www.instagram.com/natureconnectbarcelona) * 😎 En Facebook 👉 [Facebook](https://www.facebook.com/natureconnecthikes) * 🥰 Y únete al **👉 [Grupo de WhatsApp](https://chat.whatsapp.com/GnAyY0TPC259jA8FC2jIJy) 👈** para estar al día de nuestras próximas salidas **Para + INFO, no dudes en contactarme** (preferiblemente por WhatsApp) ☎️ **609 309 797 (Jordi)** \-\-\-\-\-\-\- 🌱 **ENGLISH** 🐞 Do you feel like doing some real mountain hiking? **Today we want to complete the classic ‘Pedraforca 360’**. Don’t worry! Today we are not going to reach the peak of this majestic mountain we ‘just’ want to **complete the tour** **around the Pedraforca** so we can admire it from all angles! Some say that it is **Catalonia’s most unique and impressive mountain**. As this route is **17km long with a 700m elevation gain**, it is not particularly difficult and what is great is that we can connect with the forests, trees, stones, meadows, and views of this emblematic mountain which are real gifts to the soul. **Today is the day. Don't miss it out!** ℹ️ **Practical info:** * **Price:** €25 for the hike + €15 for car transport (paid directly to the driver) = **Total: €40** * **Includes:** certified guide + accident and liability insurance * **Nature Connect Card:** every 10 hikes… 1 free! 🥪 **What to bring:** * Picnic lunch * At least 1.5 L of water * Mountain/hiking shoes * Layered clothing (weather can change!) * Trekking poles (optional) ❗️ **Cancellation policy:** * ✅ Up to 48 h before: refund (minus €5 admin fee) or a transfer to another hike within the next 6 months. * ❌ Less than 48 h before: no refunds or changes. Thanks for your understanding! 📲 **Stay connected:** * 📷 On Instagram 👉 [Instagram](https://www.instagram.com/natureconnectbarcelona) * 😎 On Facebook 👉 [Facebook](https://www.facebook.com/natureconnecthikes) * 🥰 Join our **👉 [WhatsApp group](https://chat.whatsapp.com/GnAyY0TPC259jA8FC2jIJy) 👈** to stay updated on upcoming outings **For more info, feel free to contact me** (preferably via WhatsApp) ☎️ **+34 609 309 797 (Jordi)**

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) 🤩❤️🍹NUEVO SUBGRUPO BAILAR TECNO, MÚSICA TECNO, CLUBS Y SESIONES HOUSE & DANCE NUEVO SUBGRUPO PARA LOS AMANTES DE LA MÚSICA TECNO QUE QUIEREN DISFRUTAR Y HACER NUEVAS AMISTADES QUE TAMBIÉN LES GUSTE LA MÚSICA TECNO. SE VAN A PROPONER SALIDAS A CLUBS TIPO MOOG, APOLO, LES ENFANTS, RED58, RAZZMATAZZ, BIKINI, MONUMENTAL y otras que nos hagáis llegar COMENTA TU INTERÉS A TRAVÉS DEL CHAT PRO DISCO&TARDEO JÓVENES DE NUESTRA NUEVA WEB. LINK ABAJO. NOS PONEMOS DE ACUERDO POR EL CHAT GRUPO WHATSAPP QUE EMPEZAMOS A ARMAR DESDE YA PARA FACILITAR EL ENCONTRARNOS. ESTE SUBGRUPO SE ORGANIZA A TRAVÉS DEL CHAT PRO DISCO&TARDEO JÓVENES DENTRO DE LA PLATAFORMA PATREON SINGLES BARCELONA. COLABORA, PARTICIPA Y EMPUJA. CREA ACTIVIDAD SOCIAL. COGE LA PALA. [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) GRUPO CHAT WHATSAPP CRECIENDO

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) **RANGO 37-47 AÑO** **RANGO 37-47 AÑOS** **RANGO 37-47 AÑOS** **🤩❤️🍹SPEED DATING EXPRESS FIRST DATES INTERCAMBIO DE TELÉFONOS LIBRE** **SPEED DATING CITAS RÁPIDAS. ENCUENTRA PAREJA.** INTERCAMBIO DE TELÉFONOS LIBRE. **Precio:** **Inscripción gratis para las chicas.** Se tiene que pedir consumición en el bar. **Inscripción 5€ EN EFECTIVO para los chicos +** Se tiene que pedir consumición en el bar. Citas de 7 minutos aproximadamente según los que seamos. Todos hablan con todos de 2 en 2. Inscripción y ubicación por whatsapp 630 467 646 una vez estés apuntado aquí en meetup. **Primero apúntate en meetup luego envía whatsapp. No envíes whatsapp si no apareces en la lista de apuntados del evento meetup.** Gracias.

Curious about how AI is transforming the way we build and grow businesses? Join us for a relaxed networking night in Barcelona where entrepreneurs, creators, and professionals come together to connect, exchange ideas, and explore new opportunities. 📅 **Saturday at 20:00** 📍 **Unplug Bar – Carrer Ataülf 18, Barcelona** I have experience creating and implementing AI solutions for businesses, especially in the real estate and tourism sectors. During this meetup, we’ll talk about how AI is being applied in business right now — from automating processes and improving customer experience to creating travel solutions, digital products, and new business models. 💡 Real examples we’ll discuss: • How AI can be used in real estate to automate client communication, qualify leads, improve property matching, and create faster follow-up systems • How AI can be applied in tourism to create smarter travel experiences, including virtual guides, personalized itineraries, and multilingual support • How automation can reduce costs, save time, and increase efficiency in service-based businesses 💡 What we’ll cover: • How AI can help you grow your business • Practical ways to implement AI today • Opportunities in travel, tech, and digital business • Networking, collaboration, and idea sharing This is not a formal event — it’s a casual space to meet other entrepreneurs, build connections, exchange contacts, and explore ways to collaborate and create business opportunities together 🤝 Grab a drink, meet like-minded people, and talk about ideas in a relaxed atmosphere 🍻 We’ll also share a real example of how travelers are exploring Barcelona using AI-powered tools and virtual guides. 👉 You can check the concept here: [https://tour-mate.com/](https://tour-mate.com/) Whether you're building something, starting out, or just curious about AI and business — you're welcome to join 🙌 Let’s connect, share ideas, and grow together.

**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.*

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

**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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!