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Hey Badminton Enthusiasts! **This meet-up is only for intermediate players and up!** Everyone is welcome to join our large weekly events, test their skills and have some fun together! However, ***this event is for the people that want to push their skill forward and would like to play during the week as well.*** The host will reserve courts in advance, that means please only register if you really plan to come (or cancel at least 24 hours before the event starts). The fee for this event is 12€: *If you plan on paying in cash, please bring the exact amount as the host might not have any change available - you can also pay via card on the spot We are meeting at about 18.25 pm near the reception by the lounge area (next to the courts). Come a bit earlier so you have time to change into workout/sports clothes. The locker rooms are free to use, but for the men lockers you need a padlock - or you can also take your bag of clothes upstairs to the courts if you do not have a padlock. Also, bring clean indoor sports shoes, your racket and a water bottle with you. If you are just passing through town and do not have a racket, it is possible to rent rackets, either from the club or from us. Sometimes the host or other members have spare rackets - please ask in the comment section below! If you are joining our events for the first time, **WELCOME!** We are an open and friendly group and we are sure you will develop connections with the people in our community in no time! Without further ado - let's play some (intermediate) badminton and have fun together!

This is a structured coworking session for people who want to follow through and get it done. To join, please register here (takes 1–2 minutes): [https://nocrastination.space/](https://nocrastination.space/) **We like a touch of mystery!** **The exact location will be sent to you by email 24 hours before the session. Please make sure to register in advance.** Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6?mode=gi_t). Follow us on [Instagram](https://www.instagram.com/nocrastinationclub/) You just haven’t been able to follow through. You start things, lose momentum and find yourself starting over again. You’re not alone. Most people get support at the beginning. And applause at the end. But the part that actually matters? The middle. The quiet, repetitive, sometimes frustrating part where nothing feels exciting, and everything depends on showing up. **That’s where we are.** At NoCrastination, we don’t meet for hype. We meet to **show up and finish something, together.** Not perfectly. Not magically. Just consistently. **What this really is** This is a space for people who are: * building something * figuring things out * or simply trying to stay on track **without doing it alone** You don’t need to be an entrepreneur. You just need something you want to move forward. **What happens here** You bring something you’ve been putting off. We sit down together. We focus. And you leave with something done. That’s it. And that’s everything. **Why people keep coming back** * “I finally follow through on what I plan” * “I leave with real progress every time” **Time and Location** 🕐 **Time:** 9:30 AM – 12:30 NOON 💻 **Bring:** Your laptop, journal, or anything you’ve been avoiding **Hosted by**: NoCrastination. See you across from the ground floor bar ✨ you will see us sitting at the long table with our laptops ☕ Please do order something from the local host, so as to keep us in their good graces! **How it works** * **9:30–9:45 → arrival + soft intro + set your task** * **Deep focus sessions (2 x 45’ + 15’ breaks)** * Quiet focus + optional social space * Drop in anytime, stay as long as you want Simple structure. Real progress. **First time joining?** We are near the ground floor bar 💛 We’ll get you settled. **This is for you if:** * You keep starting but don’t finish * You feel stuck working alone * You want structure — without pressure * You want to express yourself AND move forward **What you’ll get** Not motivation. Not a productivity hack. **You’ll get: ONE THING DONE.** And then you come back, and do it again. **This is how it starts** You don’t need to commit to anything big. Just come once. Pick one thing. Finish it. We’ll be there. As we’re growing and improving the experience, we’re moving to a more structured system. Registration is part of participating. **Stay connected** Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6?mode=gi_t) Follow us on [Instagram](https://www.instagram.com/nocrastinationclub/) This is a space you can keep coming back to. **You’re not behind. You’re just in the middle.** And you don’t have to go through it alone. You are one of us.

\#\# AI & Lunch \- In\-person gathering in Vienna 🇦🇹 Hey there! Join us for another **in-person lunch** in the heart of Vienna where AI enthusiasts come together to chat, share ideas, and enjoy great food. Whether you're a pro or just curious about artificial intelligence, this is the perfect chance to connect and exchange with like-minded people. See you there! **AI & Lunch** is the seated, more intimate format of the **AI & Coffee** community — designed for deeper conversations and real connection around the table. This will be a lunch where we all sit together and so everyone gets the chance to meet the full table, connect, and discover new stories. You’re welcome to bring friends if you’d like. The goal is simple: enjoy lunch together, exchange ideas, value, updates about AI, and meet the people behind this growing community. After our AI & Coffee meetups, previous lunches, dinners, many meaningful connections have already formed — and this format is where they really deepen. 🍽️ **We’ll gather for conversations about:** • AI news, trends, tools, and real use cases • Personal projects, ideas, and feedback • Supporting each other’s personal or entrepreneurial journeys • Strengthening Luxembourg’s AI community 👥 **Who’s welcome?** Developers, entrepreneurs, investors, students, researchers, creatives — and anyone curious about AI who enjoys thoughtful conversation and meeting new people. 💡 **What to expect** • A friendly, open lunch in a nice location • Circulating seats throughout the courses • Great conversations, new perspectives, and genuine connections • No pressure, no presentations — just good people and meaningful exchange **🎉 The only cost is your lunch.** Bring your curiosity, your appetite, and your good energy — and join us for a lunch of conversation and connection.

🌿 Deutsch unten -- We now offer the following activities, all on Thursday Evenings from 19:00–21:00 🌿 🖌 1st Thursday of the month – Meditation & Drawing Chanting & meditation, followed by creative drawing exercises to expand perception and soften habitual patterns. 🧘 2nd Thursdays of the month – Meditation & Yoga Chanting & meditation, followed by Pranayama, gentle Hatha/Ashtanga-inspired movements to cultivate balance, clarity, and presence. 🕊 3rd Thursday of the month – Meditation in Movement Chanting & meditation, followed by Qigong moving exercises led by Manuel to apply non-dualism while in slow movement. 😇 4th Thursday of the month – Guided Meditation Chanting & meditation, followed by an investigation into our true nature. We will take a Zen koan from the Gateless Gate as a point of departure. 🤫 In case there is a 5th Thursday – Silent Meditation Chanting & meditation, followed by longer periods of silence. ✨ Details • €12 (€10 reduced), cash at the door • Registration through Meetup appreciated, not required • No prior experience needed • Light snacks and drinks available during the breaks 🔗 [www.meetup.com/der-stille-punkt-wien/](http://www.meetup.com/der-stille-punkt-wien/) 🏠 Hütteldorferstraße 128, Top 02, 1140 Wien 📧 [jacques.van.engel@gmail.com](mailto:jacques.van.engel@gmail.com) =============================================== 🌿Wir bieten nun folgende Aktivitäten an, jeweils donnerstags von 19:00 bis 21:00 Uhr 🖌 Erster Donnerstag im Monat – Meditation & Zeichnen Chanten & Meditation, gefolgt von kreativen Zeichenübungen, um die Wahrnehmung zu erweitern und gewohnheitsmäßige Muster aufzulockern. 🧘 2. Donnerstag im Monat – Yoga & Meditation Chanten & Meditation, gefolgt von Pranayama und sanften, von Hatha/Ashtanga inspirierten Bewegungen zur Förderung von Gleichgewicht, Klarheit und Präsenz. 🕊 3. Donnerstag im Monat – Meditation in Bewegung Chanten & Meditation, gefolgt von Qigong-Bewegungsübungen unter der Leitung von Manuel, um Non-Dualismus in langsamen Bewegungen zu erforschen. 😇 4. Donnerstag im Monat – Geführte Meditation Chanten & Meditation, gefolgt von einer Erkundung unserer wahren Natur. Jacques wird einen Zen-Koan aus dem „Tor ohne Tor“ als Ausgangspunkt nehmen. 🤫 Falls es einen 5. Donnerstag gibt – Stille Meditation Chanten & Meditation, gefolgt von längeren Phasen der Stille. ✨ Details • 12 € (ermäßigt 10 €), Barzahlung an der Tür • Anmeldung über Meetup erwünscht, aber nicht erforderlich • Keine Vorkenntnisse erforderlich • kleine Snacks & Getränke während der Pausen 🔗 [www.meetup.com/der-stille-punkt-wien/](http://www.meetup.com/der-stille-punkt-wien/) 🏠 Hütteldorferstraße 128, Top 02, 1140 Wien 📧 jacques.van.engel@gmail.com

**Speak German clearly. React confidently. Feel secure in real conversations.** Communication & Conversation Class in German (A2–B2) **Where**: Rienößlgasse 3/4-5; 1040 Vienna **When**: Thursday, 18:30–21:00 **Topic of the week:** Changes every session (e.g. success and failure, communication, society, identity) **2.5 hours of guided speaking practice in German.** In this session you will get: • a structured workbook with a clear topic • relevant vocabulary and expressions for real conversations • guided speaking practice with changing partners • targeted grammar you can actively use • immediate feedback and gentle corrections • practical language for everyday situations and ÖIF/ÖSD exams This is not a language café. It’s structured communication training with real progress. All sessions are led by an experienced and certified German teacher in a supportive and focused atmosphere. *First session: 10€* *Single session: 40€* *5-session pass: 175€ (valid 6 weeks; non-refundable*)* **Info & registration:** [www.diedeutschteixlerei.com/en/kommunikationskurs](http://www.diedeutschteixlerei.com/en/kommunikationskurs) **WhatsApp:** +43 677 64306389 **E-Mail:** info@diedeutschteixlerei.com **If you want to finally speak German more clearly, confidently and naturally, join us.** **Sicher Deutsch sprechen. Klar reagieren. Dich in echten Gesprächen wohlfühlen.** Kommunikations- und Konversationskurs Deutsch (A2–B2) **Wo:** Rienößlgasse 3/4-5, 1040 Wien **Wann:** Donnerstag, 18:30–21:00 **Thema der Woche:** wechselt jede Einheit *(z. B. Erfolg und Scheitern, Kommunikation, Gesellschaft, Identität)* **2,5 Stunden geführtes Sprechtraining auf Deutsch.** In dieser Einheit bekommst du: • ein strukturiertes Workbook mit klarem Thema • relevanten Wortschatz und Redemittel für echte Gespräche • geführte Gespräche mit wechselnden Partnern • gezielte Grammatik, die du aktiv anwenden kannst • direktes Feedback und sanfte Korrekturen • praktische Sprache für Alltag und ÖIF-/ÖSD-Prüfungen Das ist kein Sprachcafé. Das ist strukturiertes Kommunikationstraining mit echtem Fortschritt. Alle Einheiten werden von einer erfahrenen Dozentin für Deutsch als Fremdsprache geleitet – in einer unterstützenden und fokussierten Atmosphäre. *Schnupperstunde: 10€* *Einzeltermin: 40€* *5er-Block: 175€ (gültig 6 Wochen; keine Rückerstattung*)* **Info & Anmeldung:** [www.diedeutschteixlerei.com](http://www.diedeutschteixlerei.com) **WhatsApp:** +43 677 64306389 **E-Mail:** info@diedeutschteixlerei.com **Wenn du endlich klarer, sicherer und flüssiger Deutsch sprechen willst, bist du hier richtig.** **Der 5er-Block ist ab Zahlungseingang 6 Wochen gültig. Nicht konsumierte Einheiten verfallen danach. Eine Rückerstattung ist ausgeschlossen.* **The 5-session package is valid for 6 weeks from the date of payment. Any unused sessions will expire after this period. Refunds are not possible*.

⭐ Business Speed Networking Vienna Make connections. Find opportunities. Meet inspiring people. Looking to expand your professional circle and actually enjoy the process? This business speed networking event in Vienna is designed for people who value real conversations, not superficial small talk. 💎Participation fee is 10€ and order a drink. 📌 Limited spots. Please register if you are really come and unregister if your circumstances changed. If you are registered and won’t come you can loose the possibility to join next time! 💼 What to expect: Structured speed networking with short one-to-one conversations. Each round lasts about 10 minutes, then you meet a new person. Clear format, easy flow, and a professional office-style environment. 🤝 Who it’s for: Entrepreneurs, freelancers, startup founders, managers, and professionals from different industries who want to connect, exchange ideas, and explore collaboration opportunities. ⭐️ The atmosphere: Focused, respectful, and business-oriented. Come for the networking. Stay for the conversations. Leave with new contacts — and new opportunities 💬✨

**Begegnungen jenseits von Small Talk** Es gibt Momente im Leben, in denen sich Fragen nicht mehr übergehen lassen. Zu Sinn. Zu Beziehungen. Zu Innerer Ruhe, Weisheit, Spiritueller Ganzheit. Zu dem, was wirklich zählt. Dieses Treffen bietet einen Raum, um diesen Fragen bewusst zu begegnen — in Verbindung mit dir selbst und im Austausch mit anderen. Mit echten Gesprächen, klarer Reflexion und einfachen, umsetzbaren Impulsen für den Alltag. Ein zentraler Bestandteil ist das, was ich **Soul Polishing** nenne: eine regelmäßige Praxis, mit sich selbst in Kontakt zu bleiben — und innere Balance, Ruhe und Stärke zu entwickeln. Nicht einmal. Sondern immer wieder — wie Zähneputzen. Ein erfülltes Leben entsteht nicht zufällig. Es entsteht durch Aufmerksamkeit, durch ehrliches Hinschauen und durch kleine, bewusste Schritte im Alltag. Du kannst selbstverständlich auch alleine kommen. Die Atmosphäre macht es leicht, in Kontakt zu kommen. Du entscheidest selbst, wie viel du teilen möchtest — Zuhören ist genauso willkommen. Der Abend verbindet Momente der Stille und innerer Relexion mit Austausch und Raum für Begegnung. Open end — für ein entspanntes Miteinander. Du gehst mit mehr Klarheit. Mehr Ruhe. Und einem stärkeren Gefühl, wieder näher bei dir selbst zu sein. Lass dich inspirieren, begegne Gleichgesinnten und genieße eine ruhige, herzliche Atmosphäre. Für Kaffee, Tee, kleine Snacks und Getränke ist gesorgt. Beitrag: € 15 pro Person (zur Deckung der Kosten für Raum und Verpflegung) Ich freue mich auf dich. Dieter Langenecker [www.langenecker.com](http://www.langenecker.com/ "http://www.langenecker.com") Schau' dir dazu dieses kurze **[Video](https://youtu.be/In8dqdxpCF4)** an.

Interested in sketching or painting? Join us at the Vienna Atelier of Traditional Arts (VATA). Model starts posing at 3 PM. Easels or benches are available. Snacks & tea are being served. Just bring pencil, paper and any other utensils you may need. All levels welcome. A fee of 12 Euros can be paid in cash upon arrival to cover our costs and to pay for the model. We also offer portrait sessions on most Sundays from 3-6 pm. For more information about us, see www.viennaatelier.com or send email to info@viennaatelier.com

**Do you feel stressed about the writing part of the ÖIF exam?** Many people panic when it’s time to write. They sit in the exam, look at the task and don’t know how to start. Their mind goes blank. They don’t know what to write or how to organise their ideas. Many feel overwhelmed when preparing for the ÖIF exam, especially because of the **Modul Schreiben.** I want to end this once and for all. In this focused **2 day workshop**, I will guide you step by step. You will understand what the exam expects and how to write texts that work. **In this workshop, you will learn:** *• how to structure emails and letters clearly* *• which grammar is important for the exam* *• useful vocabulary for typical tasks* *• how to avoid typical mistakes* You will **practise real exam tasks**, **write your own texts**, get **personal feedbac**k and **receive a workboo**k with exercises and examples for home practice. **Dates:** *April 18 and 19, 2026* *May 16 and 17, 2026* *June 13 and 14, 2026* *July 11 and 12, 2026* *August 22 and 23, 2026* **Time:** *Saturday and Sunday, 10:00 to 14:00* **Price:** *135 €* **Location:** *Rienößlgasse 3/4-5, 1040 Vienna* This workshop focuses only on the **writing module of the ÖIF** exam. **If you would like to join, just send me a message. I will reserve a place for you.** **More information:** www.diedeutschteixlerei.com/en/e-mails-schreiben-für-öif-prüfung **Contact:** WhatsApp: +43 677 64306389 E-Mail: info@diedeutschteixlerei.com Instagram: oliviateix_diedeutschteixlerei *** **Schreibtraining für die ÖIF-Prüfung (A2/B1) – E-Mails und Briefe sicher schreiben** Fühlst du dich gestresst wegen des Schreibteils der ÖIF Prüfung? Viele bekommen Panik, wenn sie schreiben müssen. Sie sitzen in der Prüfung, schauen auf die Aufgabe und wissen nicht, wie sie anfangen sollen. Plötzlich ist der Kopf leer. Sie wissen nicht, was sie schreiben oder wie sie ihre Ideen strukturieren sollen. Manche fühlen sich bei der **Vorbereitung auf die ÖIF Prüfung** überfordert, vor allem wegen des Moduls Schreiben. Ich will damit ein für alle Mal Schluss machen. In diesem fokussierten **2-Tage-Workshop** begleite ich dich Schritt für Schritt. Du verstehst, was in der **Prüfung erwartet** wird und wie du **Texte schreibst**, die wirklich funktionieren. **In diesem Workshop lernst du:** *• wie du E-Mails und Briefe klar strukturierst* *• welche Grammatik für die Prüfung wichtig ist* *• nützlichen Wortschatz für typische Aufgaben* *• wie du typische Fehler vermeidest* Du arbeitest mit **echten Prüfungsaufgaben**, **schreibst eigene Texte**, bekommst **persönliches Feedbac**k und erhältst ein **Workbook** mit Übungen und Beispielen für zu Hause. **Termine:** *18\. und 19\. April 2026* *16\. und 17\. Mai 2026* *13\. und 14\. Juni 2026* *11\. und 12\. Juli 2026* *22\. und 23\. August 2026* **Zeit:** *Samstag und Sonntag, 10:00 bis 14:00 Uhr* **Preis:** *135 €* **Ort:** *Rienößlgasse 3/4-5, 1040 Vienna* Dieser Workshop konzentriert sich ausschließlich auf das **Schreibmodul der ÖIF Prüfung**. **Wenn du teilnehmen möchtest, schreib mir einfach eine Nachricht. Ich reserviere dir einen Platz.** **Mehr Informationen:** https://www.diedeutschteixlerei.com/e-mails-schreiben-f%C3%BCr-%C3%B6if-pr%C3%BCfung **Kontakt:** WhatsApp: +43 677 64306389 E-Mail: info@diedeutschteixlerei.com Instagram: oliviateix_diedeutschteixlerei

We will meet in a calm and friendly place ( Parc, Café, Restaurant) to explore together some of Jiddu Krishnamurti’s key questions about awareness, relationship, and freedom. There will be no teaching, no authority — only open dialogue and attentive listening. Everyone is welcome, whether you are familiar with Jiddu Krishnamurti or simply curious about life and self-understanding. We’ll start with an open conversation around a theme such as “Listening without judgment” or “Can thought bring clarity?” Please bring openness, curiosity, and a readiness to listen — no books or notes needed. The spirit is not to discuss “what should be,” but to observe together “what is.”

⭐️Speed Networking Vienna Make connections. Find opportunities. Meet new friends. ⭐️Looking to expand your circle, meet inspiring people and actually enjoy the process? This is not just about business contacts — it’s about real human connection, shared interests and new friendships that can grow into something meaningful. 🔄 How it works: 10-minute one-to-one chats, new person each round. Easy, natural and relaxed — no awkward vibes, no forced conversations. ⭐️Perfect for people from different professions who want to connect, collaborate, exchange ideas and simply meet great new people. 💎Price 10€ (cash) and order a drink 📌 Limited spots. Please register if you are really come and unregister if your circumstances changed. If you are registered and won’t come you can loose the possibility to join next time! Come for the networking. Stay for the conversations. Leave with new contacts and new friends. 💬✨ Join us on Instagram https://www.instagram.com/makegoodfriends?igsh=YjA2czVxNjF0cGJi&utm_source=qr

Hellooo all :) So I've been wanting to check out this venue for ages, it looks great :D This friday they will have Paul Thier playing some live music. Lets grab a drink afterwork and get to know eachother. The only thing I am not sure about is the weather XD but if you are willing to roll the dice with me I think it could be really fun.

Talk, socialise and meet new people in Pickwick's! What is featured: -Music that is not too loud -A cozy atmosphere -Main focus is socialising and talking -No entrance fee or membership fee (order at least 1 drink for common courtesy) -Food is also available to order -There is no agenda, just come and talk around. Wanna stay only for an hour? Wanna stay until closure at 2 a.m.? All up to you. You can find our whatsapp group via this link: https://chat.whatsapp.com/JnaWvfYv1czBMlzsVEmSDP How to find us? We will be downstairs to the right at Pickwick's! Spontaneous coming is always welcome, but if you are sure you are coming please RSVP together with your + people so we can give an approximate heads up to the owner regarding reservations. We are looking forward to meeting you all.

Have a small business? Ever wish you could just ask some questions around how to grow your business, get more customers or just know what the freak you are doing with sales? Now is your chance!! Every month we are hosting the "Ask an Expert" at the Columbus Metro Library, Main campus. I will be there to answer your Sales related questions. Drop-in for sales coaching designed to help small business owners, entrepreneurs, and sales professionals sharpen their sales approach. Whether you have questions on how to refine your pitch, are looking to close deals more quickly, or are working on building better client relationships, Smashing Your Sales Goals Coaches are here to help. Drop-in to get expert insights, actionable strategies and real-time solutions to grow your business and generate higher profits. Drop-In Sales Coaching is FREE + OPEN to the public. No appointment needed. First come, first served. EPIC Learning created. Accelerate Columbus supported.

Do you feel introverted when you are in a group setting? Are you shy? Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life. Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships. It includes the joy, understanding, and love formed among people. * In our meetings, you will learn: * A simple life hack to increase your liking and tolerance of other people, or even of yourself! * How to become more interested and enjoy conversations with people. * How to be comfortable in social settings. * How to be yourself * How to become more extroverted and, * How to make connections with people. Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us! Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**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.*

Let's Crop!

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!

Who else is ready to sit outside? Join us for a casual chat over coffee & tea at Grandview Grind! Come out and meet some new people, enjoy your favorite drink, and make some new friends!

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