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* We **start at 11:30** at the car parking Parking, close to station: Stationsplein 5, 6881 WC Velp https://maps.app.goo.gl/mtKL419jenjZWcHGA * Length: \~15.7 km (4 - 5 hr hiking) * What to bring: lunch, water, snack. * For whom: As always, sporty folks that like to combine social event with being active in nature. **Getting there by Train:** * To Velp train station: https://maps.app.goo.gl/w1T91UyU57h57Z9P7 **Getting there by Car:** * Free Parking: P+R Stationsplein 5, Velp https://maps.app.goo.gl/mtKL419jenjZWcHGA **Note:** * Please **pay a small fee (3 euro)** to help us cover the (increased) yearly Meetup contribution of 240 euro. We'll ask you to pay before the start of the hike (can be on the day itself). No refunds, but in the unlikely event that hike would be cancelled and you already paid, you don't need to pay for your next hike. Thank you so much! Use the **safe link** here: https://betaalverzoek.rabobank.nl/betaalverzoek/?id=cqlYWv_MTpSjp2VkROXWhA * Keep in mind that the hike can be canceled when the weather is very bad (**always check the event before you go**). * If you RSVP 'yes' we expect you to show-up. Please do not cancel less than 24 hours before the hike. **No-shows** will lead to your removal from the group. Thanks for the understanding. * By signing up for this event, you agree to release the organizers from any responsibility and liability in all claims. As the participation is strictly voluntary and you freely choose to join, it is the responsibility of individuals participating to ensure that they are fit enough and have adequate coverage to protect themselves.

Join us for some beers, snacks and fun. Just a regular Saturday night with heavy music played by a metal DJ in a cozy café. Song requests are possible. ;) Agenda: 9:00 - café opens (free entry) 9:30/10:00 - dj starts playing music 2:00 - end No tables will be booked because we expect to have enough space even if we're >20 people. ;)

Join us for a scenic and varied hike around Oosterbeek, one of the most versatile routes in the Netherlands 🌿 Expect a mix of forests, riverside paths, historical landmarks, and open landscapes along this beautiful circular walk. 🥾 What to expect: • A circular hiking route starting from Oosterbeek station • Approx. 13 km | moderate level (good fitness required) • Forest trails, boardwalks, and riverside paths • Highlights include streams, viewpoints, and scenic nature spots • Historical sites including WWII memorials and landmarks • Unique landscapes including floodplains and countryside charm 📍 Starting point: Oosterbeek Station (easy access by train and bus) 🕒 When: Saturday, May 2 Meeting time: 11:00 AM at Oosterbeek Station We’ll wait about 15–30 minutes before starting, so departure around 11:15–11:30 🚗 Getting there: Reach Oosterbeek easily by public transport • Train: Direct to Oosterbeek Station (meeting point) • Bus connections available nearby • Parking available around the station and in town 💬 Stay connected: Join our WhatsApp group for coordination, carpooling & updates: https://chat.whatsapp.com/Fv8Kqa3jMNK9nHKKAMV8SZ Follow our Instagram for photos & upcoming events: https://www.instagram.com/globeglide_?igsh=MWp3a2t6MmpocWFmZA%3D%3D&utm_source=qr 🌼 Let’s enjoy a day of walking, nature, and great company! ⚠️ Disclaimer: This is a casual, non-commercial meetup organized by hiking enthusiasts. By participating, you acknowledge that you are joining voluntarily and at your own risk. The organizers are not responsible for any personal injury, health issues, transportation, loss, or damage. Each participant is fully responsible for their own safety, insurance, and well-being. ⸻ This route offers a great mix of nature and history, with plenty of beautiful spots to rest or even picnic along the way. Expect around 3–3.5 hours of walking at a relaxed pace. Bring suitable footwear, water, and snacks. Looking forward to hiking together!

'CONVENIENCE STORE WOMAN' by Sayaka Murata 'Keiko Furukura had always been considered a strange child, and her parents always worried how she would get on in the real world, so when she takes on a job in a convenience store while at university, they are delighted for her. For her part, in the convenience store she finds a predictable world mandated by the store manual, which dictates how the workers should act and what they should say, and she copies her coworkers' style of dress and speech patterns so that she can play the part of a normal person. However, eighteen years later, at age 36, she is still in the same job, has never had a boyfriend, and has only few friends. She feels comfortable in her life, but is aware that she is not living up to society's expectations and causing her family to worry about her. When a similarly alienated but cynical and bitter young man comes to work in the store, he will upset Keiko's contented stasis--but will it be for the better? Sayaka Murata brilliantly captures the atmosphere of the familiar convenience store that is so much part of life in Japan. With some laugh-out-loud moments prompted by the disconnect between Keiko's thoughts and those of the people around her, she provides a sharp look at Japanese society and the pressure to conform, as well as penetrating insights into the female mind. Convenience Store Woman is a fresh, charming portrait of an unforgettable heroine that recalls Banana Yoshimoto, Han Kang, and Amélie.' ***Please read the book and join us for a lively discussion (in English) about the contents during our afternoon book club meeting.*** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **PLEASE NOTE:** This is an IN-PERSON event in Amersfoort, The Netherlands. Please cancel your attendance in advance if you are unable to join, so that those on the waitlist can participate. Looking forward to seeing you all IN REAL LIFE then! Best regards, Sandra

\# This meetup is around a third\-party organizer\, Focus Filmtheater\. You can either purchase your ticket online or right before the session\. **Seats are numbered**. We can meet for a drink before the movie. # **Title**: The Drama **Language**: English **Subtitles**: Dutch **Length**: 106 min **Director**: Kristoffer Borgli **More info**: https://www.focusarnhem.nl/agenda/the-drama/ **Ticket link**: https://www.focusarnhem.nl/tickets/144529/ **Synopsis**: A few days before their wedding, Charlie's (Robert Pattinson) and Emma's (Zendaya) relationship is turned completely upside down when Emma reveals a shocking secret from her past. What should have been a period of love and anticipation turns into an emotional crisis in which Charlie questions everything he thought he knew about his future wife. As the wedding draws closer, their relationship is put to the test and they must decide if their love is strong enough to survive the truth. Directed by Kristoffer Borgli ( *Dream Scenario* ) and produced by Ari Aster ( *Midsommar* ). The lead roles are played by Zendaya ( *Challengers, Dune* ) and Robert Pattinson ( *Good Time, Mickey 17* ). **How it works**: I will be at Focus around 20:15, where we can meet before the movie starts and have a drink. You can message me to find us. Screening starts at 21:15. Hope to see you soon!

Join us for a cozy, distraction-free afternoon where we slow down, connect, and create. This is a phone-free event — a chance to step away from screens and be fully present. We’ll start by getting to know each other in a relaxed setting, and then everyone will spend time working on their own creative project. Think simple, mindful, and low-space activities like: • Sketching or drawing • Painting (small canvases only) • Journaling or writing • Knitting or crochet • Any quiet, offline creative hobby 💡 Please bring something that doesn’t take up too much space and doesn’t require digital tools. We’ll sit together, enjoy the calm atmosphere, and gently connect — no pressure, just shared creativity. ⚠️ Limited spots available: maximum of 10 participants Sign up quickly to secure your place!

Let us meet, have a coffee and code together, or just discuss :)! This Meetup is everyone that considers himself "Techie", in the broad sense and wants to socialize :). Join us and chat, ask your questions, or work on your own projects. The choice is yours! There is no agenda, this is simply a gathering of interested folks :). We're meeting at Lebkov right inside the Utrecht Centraal station. We're typically sitting at the large table. Search for the folks with the laptops in the back! You are very welcome to join whether you are an experienced developer, or simply interested and want to chat!

## 🎨**Activity for EXPATS & English Speakers** ☕ Are you an art enthusiast living in or around **Amersfoort, Hilversum, Utrecht, Nieuwegein, IJsseltein, De Bilt and the rest of cities of the Utrecht's province** who love painting or drawing? Maybe you've felt the joy of creating but struggled to find others who share your passion and speak **ENGLISH**? **You're not alone! 😉** ✨✨✨✨✨✨✨ ## 🖌️**About this event** You will meet other Art Lovers like you to Draw, Paint and have some drinks Together ! Our events are not just about sketching or creating art—they’re about building connections. Every two weeks, we meet at a café to have a relaxing time drawing a painting. Please keep on mind that **ENGLISH i**s the official language we will use to integrate everyone in our conversations. ⭕⭕⭕➡️ **IMPORTANT ⬅️** ⭕⭕⭕⭕ ### 👩🏻‍🎨**Book formally your Seat 🪑via [WHATSAPP](https://bit.ly/3BXXE0f)** **If you want to confirm officially your attendance and separate your seat🪑. Book your seat in meet-up, and contact us via [WHATSAPP HERE](https://bit.ly/3BXXE0f) to receive more information on the address of our activities.** **Thanks a lot for your understanding!** 💐🥰 ✨✨✨✨✨✨✨ ### 👩🏻‍🎨**How Does It Work?** This event is simple, this initiative takes 2 Hours. Most of the participants use pencils, water pencils or watercolours. Main aim is to socialize while we draw. There will be plenty of time to talk and get to know each other. We have to mention that this event is suitable for all levels. Many have started to draw in our event actually. Also it is very important that you **[JOIN US AT OUR WHATSAPP COMMUNITY](https://bit.ly/3BXXE0f),** to stay up to date on our upcoming events and participate in our Drawing and Painting Contests! **👉: [https://bit.ly/3BXXE0f](https://bit.ly/3BXXE0f)** 🍀 ✨✨✨✨✨✨✨ ### ☕**Where?** We will meet in different cafes mainly in the *center of Amersfoort ( and some occasions in other cities around)*. I will inform you of the exact place some days in advance this event. The place will depend on the number of attendees. ✨✨✨✨✨✨✨ ### **🎟️ What is included?** 🟢 **2 HOURS TO HAVE FUN!** 🟢 **15 mins warming-up creative activity and paper material**🖌️🎨 🟢 New friendships and **conversations in ENGLISH** in a relaxed atmosphere 🟢 **Souvenir picture** with you and the rest of Art Lovers 📷 🟢 Exclusive **access to our Art Lovers Community** on which you will receive: ***\~\~\~ Drawing challenges,*** ***\~\~\~ Training content,*** ***\~\~\~ FREE Entries only to members*** ***\~\~\~ Drawing Competitions*** 🟢 Time to **create alongside fellow artists and amateurs** 🟢 The freedom to **work at your own pace** 💃🕺🎈 ✨✨✨✨✨✨✨ ### 🖼️**Art Materials?** Bring your own practical art materials to be adaptable to sketch on a coffee table. Like your sketchbook, pencils, watercolor, markets, pencils, your Tablet..etc ✨✨✨✨✨✨✨ ## **See you to Paint, Draw, and drink together!🌟☕🍷🍪🍰**

**🟢🟢 ABOUT OUR WATERCOLOR PAINTING PARTY / AMERSFOORT** 🎨🥳🍷🏢 Amersfoort - Utrecht Province / Center of the City / Easy access from train station. Create your very own **portrait, animals, landscape, or figurative** masterpiece in only **2.5 HOURS using watercolor and our secret mixed media techniques!🧪🧫.** This session is not about perfection; it is about capturing emotions and personal expression. **No experience required** **\- trust us\!** our professional artist will guide you step-by-step through this unique self-portrait journey. You can look forward to a fun and exciting evening with other participants, **so it doesn't matter if you want to come with friends or alone - you are very welcome!** This is the perfect after-work or weekend activity where you'll unleash your creativity while creating something deeply personal. You will create a portrait combining painting, drawing, and creative techniques to bring your unique vision to life. When finished, you'll take home your newly created self-portrait artwork to cherish or share with loved ones. Each participant will have pencils, colored pencils, watercolor, acrylic/gouache paints, and a surface. You'll work from an image we will bring. **🎟️ READY TO HAVE FUN?** Get your Ticket and book your seat **✨[HERE](https://buymeacoffee.com/artloversclub/e/430555) ✨** 🤔 **Questions?** Speak with a member of the team in **[WHATSAPP HERE](https://chat.whatsapp.com/J3Y5yeWUhvbJM98bqty2WP) 💬** .................................... **🟢🟢 WHAT'S INCLUDED?** 🔶 All supplies included 🔶 **2.5-HOUR [TICKET SESSION](https://buymeacoffee.com/artloversclub/e/430555)** 🎟️ 🎁 **EXTRA BONUS:** **FREE TICKET**🎟️ to participate in our Drawing and Painting Cafes in Amersfoort or Our Online Still-Life sessions if you live far away. 🔶 New friendships and Conversations💬 🔶 Freedom to work at your own pace 🔶 **English tutored activity** (And of course, you can speak in your local language with your friends!🍷🥰🥰🍹) ⭐ No experience needed **🎟️ BOOK YOUR SEAT🪑 IN ADVANCE ✨[HERE](https://buymeacoffee.com/artloversclub/e/430555) ✨!** 🤔 **Questions?** Speak with a member of the team in **[WHATSAPP](https://chat.whatsapp.com/J3Y5yeWUhvbJM98bqty2WP) 💬** **🕑 2026 CALENDAR OF UPCOMING EVENTS:** First Sunday or every month from 11.00 AM - 1:30 PM. .................................... **🎟️ ART LOVERS CLUB / ABOUT US** **ART LOVERS CLUB** is a community where art enthusiasts come together to explore their creativity and connect with new buddies through various events and sessions ( In-Person and Online) . Whether you're a seasoned artist or just starting, we have something for everyone!⭐ To share with you more about what we do, you can see here the overall atmosphere of our events in Amersfoort and also follow us if you want⭐: **[https://www.instagram.com/art_lovers_social_club](https://www.instagram.com/art_lovers_social_club)** 🤔 **Questions?** Speak with a member of the team in **[WHATSAPP](https://chat.whatsapp.com/J3Y5yeWUhvbJM98bqty2WP) 💬** **🕑 2025 CALENDAR OF UPCOMING EVENTS:** First Sunday or every month from 11.00 AM - 1:30 PM. **See you soon. We are looking forward to painting and having Fun Together! 🎨👩🏼‍🎨👨🏼‍🎨👩🏼‍🎨🧑🏼‍🎨🎈**

**\*\*The Perfect excuse to Draw and Paint in the Dark, and have Fun!\*\*💕**👨‍🎨👩‍🎨💕 ⭐ No experience needed 💬 English speaking activity 🕑 2 Hours of painting, creativity & fun in the dark 🧑🏻‍🎨 Workshop is guided by a professional artist 🎨 Extra Creative warming-up activity 🥳 All materials included 🏢 Amersfoort / Langestraat / City center 🎟️ **Book your seat formally HERE in [THIS LINK](https://buymeacoffee.com/artloversclub/e/430509)**! 📽️🔮🌙🌟 Check on YouTube, a video of what painting with us in the dark looks like: [https://www.youtube.com/shorts/D_Wo1esvls4](https://www.youtube.com/shorts/D_Wo1esvls4) 🌟If you want, you and your friends can bring freely any accessory, custom, or object that glows in the dark to have fun. 👓🎩⛑️👒🧤👕👙👔👗. This is a personal choice and not for everyone. Just for those who want to do it. 🎈 **Is it your birthday🎂 or a special occasion👰🏻💍🎒🧑🏻‍🎓, and do you want to bring some friends?** We can do something special for you ( contact us in advance to arrange). **🎨**💃🏻🎉**🖼️ ENJOY 2 HOURS OF CREATIVITY AND FUN IN THE DARK!** 🕑**CALENDAR 2026:** First Sunday of every month from 4PM - 6PM Jan 4 Feb 1 March 1 Apr 5 May 3 Jun 7 July 5 Aug 2 Sept 6 Oct 4 Nov 1 Dec 6 Jan 3 2027 🚫**NO EXPERIENCE NEEDED.** Our Artists and hosts will guide you through a step-by-step tutorial. You can use our suggested image or bring your picture of reference 🎨🖌️🖼️**ALL MATERIALS ARE INCLUDED** We'll provide you with everything you need to create your masterpiece. Create your very own masterpiece in only 2 hours using Glow in the Dark Painting! This session is not about perfection; it is about capturing emotions and personal expression. No experience required - our professional artist will guide you step-by-step. You can come with friends or alone - you are always very welcome! **🎟️🤔 QUESTIONS?** Contact one of our team members via WhatsApp in the following link: **[https://bit.ly/ArtLoversTickets](https://bit.ly/ArtLoversTickets "https://bit.ly/ArtLoversTickets")** **See you Soon.We are looking forward to painting and having Fun Together!** **🥳🎈**

Let’s go on picnic together be outside in nature, share some food and let’s get to know each other! Bring a smile, fun vibes and you are free to bring some snacks (drinks)

**Meetup & Mad Cow Comedy Show (please purchase a ticket in advance for the show [here](https://shop.weeztix.com/7644a480-d5a7-4264-a27a-ed697bb17fc9/events?shop_code=3qjd24qv))** 🎟️ TICKETS: https://bit.ly/Expats_Utr_Comedy 🕒 Show starts at 15:00 \| Doors open at 14:00 🍺🥨 Grab a drink or snack from Kartoffel’s tasty menu **From 14:00 – Join the Meetup!** Before the show kicks off, come by early for our pre-show Meetup from 14:00. It's a relaxed and friendly way to meet other internationals living in Utrecht, especially if you're new in town or just looking to connect. Our lovely host **Gisele** will be there to welcome you and introduce you to a few friendly faces. Whether you come solo or with friends, you're guaranteed a warm vibe and some easy laughs before the comedy even starts! 🐮 **From 15:00 - The Show!** Mad Cow Comedy hosts an afternoon of stand-up comedy performed by various international acts, all performing in English. Utrecht-based comedian, Rachel Morton-Young, introduces a different mix of comedians every 2 weeks, so no two shows are ever the same. **Kartoffel:** Our show now takes place in the Biergarten at Kartoffel, a German-themed restaurant along the historic Oudegracht (only a 10 minutes walk from Utrecht Central Station). The venue has great, affordable food, so considering coming early for lunch, or staying for a bite after the show. 🐮 **Hosted by Rachel Morton-Young** Rachel brings the energy, warmth and cheeky charm Mad Cow Comedy is known for. She’s a British comic living in Utrecht and the mastermind behind these monthly mayhem-filled shows. **Line-ups:** **22nd February 2026** ✨ **Diederik Zuurmond** – dry, playful observations from a British-born Amsterdammer ✨ **Ghieslaine Guardiola** – dynamic, multi-talented performer blending storytelling with big stage energy ✨ **Pieter Jouke** – seasoned international comedian with sharp, intelligent humour ✨ **Kyle Lucey** – high-energy Canadian headliner with punchy, no-nonsense comedy **Upcoming Dates:** * 22nd March 2026 * 5th April 2026 * 19th April 2026 * 3rd May 2026 * 17th May 2026 (Season finale!) * We'll be back in September! **What Customers Say about Mad Cow Comedy (from Tripadvisor):** ⭐⭐⭐⭐⭐\*"The highlight of my visit to Utrecht!! I had tears laughing, the absolute perfect way to spend a Sunday afternoon. Very professional show, lovely community vibe, cosy venue and fab food and drinks."\* ⭐⭐⭐⭐⭐\*"Great mix of comedians. Rachel the host is energetic and brings a different mix of stand up acts every two weeks. I have been a few times now and it's always a fun way to spend a Sunday afternoon."\* ⭐⭐⭐⭐⭐\*"Amazing line up of comedians. A fun afternoon. The best 3 hrs full of laughter. Great line, witty people, well organised"\* 🐮 See you there?

Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

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!

*We can only take 13 women on this trip.* **The details...** Immerse yourself in the wild splendor of Scotland on this exclusive **women’s 8-day hiking** adventure. Misty moors, heather-clad hillsides, verdant glens, and ancient castles steeped in folklore will fill your camera roll by the end of this trip. ***Learn more about this all women journey here: [Highlands](https://www.boldspirittravel.com/journeys-1/hiking-highlands-scotland-2026)*** **A guided adventure:** Guided by experienced locals, explore the untamed hills of Glencoe and the Cairngorms during invigorating day hikes. Each evening, unwind and reflect on the day’s experiences, forging friendships and savoring Highland hospitality. This is more than a hiking trip. It’s an opportunity to immerse yourself in Scotland’s rich history and traditions. Learn about women-led crofts and take a loch plunge while wild swimming (followed by a steamy sauna). **What to expect...** * Hike in Scotland’s rugged Highlands and experience green Glencoe. * Visit a medieval castles and historic stone villages. * Soak up the history of Edinburgh’s city center. * Indulge in delicious and plentiful Scottish cuisine, including fresh seafood, local beer, and hearty breakfasts. * Traverse heather-clad landscapes while giving your body a good workout. (You must train for this trip.) * Enjoy restorative stays at beautiful hotels. **Wait, there's more...** * Bask in the beauty of the Cairngorms. * Hike with other Bold Spirit women who love to travel as much as you do. * Learn about rewilding and women-led crofting. * Shop along the cobblestone streets of Edinburgh. * Take the plunge into a loch for wild swimming and a shoreline sauna experience. * Stretch both your mind and hamstrings on this special journey. The best part? Our team **takes care of the logistics** so you can focus on enjoying a much needed vacation in beautiful Scotland. Are you ready to meet other women who love to hike and travel, plus see Scotland with professional guides? ***Learn more about this all women tour here: [2026 Hiking the Highlands Journey](https://www.boldspirittravel.com/journeys-1/hiking-highlands-scotland-2026)*** * Ask us questions here: [Tell me more about this trip](https://www.boldspirittravel.com/contact) * Learn about Bold Spirit Travel [here](https://www.boldspirittravel.com/about). * Rates start at $6195

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

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