Mapping

Hi everyone. We'll meet and play a relaxed game of ultimate in Volkspark Rehberge if the weather cooperates. Our games focus on having great team play, where the teams work together to advance the disk down the field. It's more important to work well together as a team than have a few star players get a point with lucky shots. For this reason, players of all skill levels (especially those who have never played) are welcome to join Bring plenty of water, shoes you can run in and comfortable clothing that can get a bit dirty. Although we're an established group, newcomers are always welcome. After the game we try to spend some time together and have fun. Finding us: We meet in this big grassy area, it's a short bike ride from the subway stop Rehberge on the U6 or Amrumer Strasse on the U9. It can be a bit tricky to find the first time, so we've got a few methods to help out (don't trust the meetup map pin, it often shows some point in the park, not the exact spot where we are) 1. GPS: 52°32'54.9"N 13°19'51.0"E ; 52.548581, 13.330842 2. Google Maps: https://goo.gl/maps/xbZgaXzMSMt 3. the helpful picture here https://secure.meetupstatic.com/photos/event/2/8/8/f/highres_451930383.jpeg *This event may also be photographed and/or video-recorded, and published on social media channels such as meetup and eventbrite.* *By participating, you acknowledge and accept the risk of injury while playing Ultimate. Although adherence to the rules, proper equipment, and common sense reduce this risk, the risk of serious injury does exist; and, you willingly and freely assume all such risks.*

**We’ll now be meeting twice a week at Denizen House (Köpenicker Str. 40, 10179 Berlin), on** **Mondays and Wednesdays!** * **Mondays:** **levels A1 to B2** * **Wednesdays:** **levels A2 to C1** **We work with dedicated materials tailored to each level, so everyone will have a place to practice and improve.** **Event schedule** * **18:00 – 18:30** **Arrival and registration** * **18:30 – 19:50** **Sprachcafé** * **19:50 – 20:00** **End and clean up** **Please be aware that the moderated event starts at** **18:30. Before this time, we are busy setting up the space. Registrations usually take place around** **18:15 / 18:20. Participants are kindly asked** **not to arrive too far in advance** **at the house.** **If someone arrives much earlier, Denizen may ask them to pay either for a drink (consumption) or for a** **day pass, as the space is a co-working environment during the day.** **Please remember, our event is only happening from 18:00 to 20:00** **How the Sprachcafé works** **We use different materials to help participants gain confidence in German. Together with whiteboards and our volunteers, the Sprachcafé is based on** **interactive conversations** **in small groups.** **Participation fee** **The Sprachcafé has a** **participation fee of 5 €, which helps cover organizational costs and** **includes one soft drink for free.** **Tickets can be purchased directly on the day of the event, card and cash payments are accepted.** **As the Sprachcafé has become very popular, we now need to** **limit the number of participants. Please understand this measure; it ensures that everyone has a comfortable space to practice.** **We kindly ask you to be** **rücksichtsvoll** **and only RSVP “Yes” if you are certain you can attend.** **If your plans change at the last minute, please update your RSVP so someone on the waiting list can take your spot.** **Getting your ticket early can help secure your place.** **Please note** **Our event will begin** **promptly** **at the scheduled start time.** **If you arrive late, we cannot guarantee your participation, even if you have a ticket or have RSVP’d. We encourage all guests to arrive on time to ensure a smooth and enjoyable experience for everyone. Thank you for your understanding and cooperation.** **About Denizen** **Denizen is a new-style co-working space focused on being an integral part of local communities. Located on the ground floor of the historic Eiswerk on Köpenicker Straße in Kreuzberg, Denizen House is a communal place providing work, refreshment, and recreational facilities throughout the day. Think of it as a living room for the neighborhood.** **If you have any questions, don’t hesitate to let me know. If you’d like to contribute to this night, send me a message!** **Ich freue mich schon!** **Grüße,** **Nacho**

Bachata (the dance of our generation) is a social couple dance like Salsa - no choreography. The community in Berlin is active daily - you will meet a lot of open-minded people and make new friends quickly! Every Wednesday we have Bachata dance classes in Berlin - we are usually a group of around 20 people (95% beginners): 🕖 19:00 - class: Technique for Beginners+ (0-1+ years experience) • No partner needed (we switch). • You can start from zero in any of these classes! 📍 Adress: Klosterstraße 44 ([Google Maps Link](https://maps.app.goo.gl/5VGEqaVSy9xBCoHv9)) - near S+U Alexanderplatz • Entry: Entrance A, code: 5928# - 5th floor (500), then black door. • Price: 12€ per class. ✅ Dance teacher contact: [WhatsApp-group](https://chat.whatsapp.com/IWKPsid0cBDAUHCWKZNL2B) / [Instagram](https://instagram.com/mahir.bachata.berlin) 🇩🇪: Bachata (der Tanz unserer Generation) ist ein sozialer Paartanz wie Salsa - keine Choreographie. Die Bachata-Szene in Berlin ist groß und täglich aktiv - du wirst schnell viele offene Leute kennenlernen und neue Freundschaften schließen! Jeden Mittwoch findet dieser Bachata Tanzkurs statt - wir sind meistens eine Gruppe von 20 Leuten (95% Anfänger): 🕖 19 Uhr - Kurs: Technik für Anfänger+ (0-1+ Jahre Erfahrung) • Kein Partner nötig (wir wechseln). • Du kannst in diesen Kursen jederzeit von null starten! 📍 Adresse: Klosterstraße 44 ([Google Maps Link](https://maps.app.goo.gl/5VGEqaVSy9xBCoHv9)) - Nähe S+U Alexanderplatz • Zugang: Eingang A, Code: 5928# - drinnen Knopf drücken links an der Tür. 5. Etage (500). • Preis: 12€ je Kurs. ✅ Tanzlehrer Kontakt: [WhatsApp-Gruppe](https://chat.whatsapp.com/IWKPsid0cBDAUHCWKZNL2B) / [Instagram](https://instagram.com/mahir.bachata.berlin) Schreib uns gerne eine Nachricht, wenn du offene Fragen hast! Wir freuen uns auf dich ❤

**Quizfans aufgepasst! Wir besuchen gemeinsam die Quiz Night bei Cafe Lutetia am 13.05. um 18:30. Das Quiz selbst beginnt vorraussichtlich erst um 19:00, das gibt uns eine halbe Stunde zum Ankommen, und uns in Teams aufzuteilen. Für unser Meetup sind zwei Teams mit jeweils maximal 6 Personen reserviert. Damit wir also nicht den Rahmen sprengen, oder einen Tisch umsonst belegen, ist es sehr wichtig, dass ihr euch vorab anmeldet (und ggf. wieder abmeldet, wenn ihr doch nicht könnt). Es wird 4 Fragerunden geben und das Quiz geht bis 22:30/23:00. Und egal, wie wir insgesamt abschneiden, für das Meetup Team mit den meisten richtigen Fragen gibt es einen Preis ;)** Mehr Infos findet ihr hier: [https://altstadt-spandau.de/events/lutetia-quiz-night/ ](https://altstadt-spandau.de/events/lutetia-quiz-night/) Wenn du neu in der Gruppe bist, lies dir bitte unsere Haupt-Gruppenseite durch. Danke! Wir möchten eine Gemeinschaft gründen, in der Menschen sich treffen, austauschen und gemeinsam neue Erfahrungen machen. Unser Ziel ist es, eine offene und fröhliche Atmosphäre zu schaffen, in der neue Bekanntschaften entstehen und interessante Gespräche geführt werden können. Bist du neu in Spandau und hast noch nicht richtig Anschluss gefunden? Lebst du schon länger in Spandau und möchtest nicht immer nach Mitte fahren, um Neues zu erleben? Wenn du Lust hast, Teil dieser Gemeinschaft zu werden und gemeinsam schöne Momente zu erleben, bist du herzlich eingeladen, dich uns anzuschließen! Wir freuen uns auf dich! :) \-\-\- **EN** \-\-\- **Sorry guys, this quiz will be in German only. Feel free to check out our other events, which are all English-Speaker friendly :)** If you are new in this group, please read our main group page. Thank you! We want to create a community where people can meet, exchange ideas and share new experiences. Our aim is to create an open and friendly atmosphere where you can find new friends and have interesting conversations. Are you new to Spandau and haven't really found your place yet? Have you been living in Spandau for a while and don't always want to travel to Mitte to experience something new? If you would like to become part of this community and experience some great moments together, you are welcome to join us! We are happy to see you soon! :)

Join us this May for **open air salsa nights** in the heart of Berlin — under the iconic roof of *Das Center am Potsdamer Platz*. 💃🏽🕺🏽 Enjoy great Salsa music, a friendly international crowd, and the signature **Dolce Vita energy**. ## **Dates – Wednesdays** May 6 with DJ JAM May 13 with DJ FLORI May 20 with DJ ROYENTE May 27 with DJ FLORI ## **Program** * 18:00 — **Salsa Complete Beginner Class with the Dolce Vita team** * 19:00 — Social Dancing * 21:00 — Shows! *** ## Location *Das Center am Potsdamer Platz,* [Potsdamer Str. 2, 10785 Berlin](https://www.google.com/maps/place//data=!4m2!3m1!1s0x47a85112e0b004ff:0x672747840c7d5fcb?sa=X&ved=1t:8290&ictx=111) *** ## Free Entry! ***

Du willst cool aussehen, wie du über den Boden schwebst oder einfach die Basics für Shuffle (Cutting shapes) lernen? Dann komm vorbei! 👟💥 Keine Angst wenn hier nur wenig Anmeldungen sind, über die WhatsApp-Gruppe sind immer einige andere Leute da 😉 (du bist also nicht allein) Level: Beginner/Intermediate 🙋🏽‍♂️ Teacher: Chris (🇩🇪/🇬🇧) 💰 Price: 15,-€ 💶 Payment: PayPal (QR Code) / Cash Pay in person - payment upon arrival (PayPal QR Code)

Let's run! Our run takes about 1 hour depending on the route and group. Feel free to meet us along the way, just drop something in the comments and we'll wait for you. Our pace is typically 5:30 to 6:00 min/km. We use a variation of this [Route](https://www.komoot.com/tour/2732798543?ref=aso&share_token=aXVmX5lCo50qTJ7FreHN8b1RnApJMafPX4xUG5rXW49cso0BL8maybe) that allows for people to drop out at 5k when we pass the starting point again. Even if nobody signs up here there will usually be regulars at the start, just drop by! Please try to arrive on time! Message me if you want to join the Whatsapp group for coordinating. We do NOT have a place to store your bag(s)/clothes.

1 EURO DONATION FEE PER PERSON IS REQUIRED (on site, in cash), to pay back the Meetup subscription fees and support my Events. READ THE DESCRIPTION WITH THE INFO (IMPORTANT). We take a walk in Berlin to meet new people or people we already know 😁 It's a way to spend a few hours together on a public holiday afternoon. **How it works?** The concept is very simple: * We meet at Sonnenallee Station at 14,15 o'clock (we use the Whatsapp Chat to find each other: I will post there my exact location outside the station) * I wait for people for 10 minutes, till 14,25, then we start to walk direction Treptower Park, crossing the park 🌳🌳🌳 and going along the Spree river, to then go further * We go on along the Landwehrkanal, exploring Kreuzberg 🏠 * The total length of the walk is about 8kms * We land finally here to take coffee, a drink, or some food, and spend more time together ([https://maps.app.goo.gl/RsUCxwDKK6yVtiF48](https://maps.app.goo.gl/RsUCxwDKK6yVtiF48)) I consider that the event will last in overall around 4 hours (2 hours of walk 🚶🚶‍♀️ and 2 hours at the Cafe/Restaurant), but people are free to stay together longer, if they want 🙂 What I provide is leading the walk and the people at the Cafe, but I do not force anyone to stay shorter or longer. I do not provide a "personal support" for people who arrive after 14,25 (do not write to me expecting "private support"). You are responsible to check for the weather and decide if come or not. Thanks for understanding. If you have to contact me, make it via Whatsapp, not here on Meetup. WHATSAPP GROUP 💬 to find each other (join it, we use this group to find and synchronize us) [https://docs.google.com/document/d/157uLVXObKt1a4NqqvPa09NJW-050YBwHLW-7DbOD8R8/](https://docs.google.com/document/d/157uLVXObKt1a4NqqvPa09NJW-050YBwHLW-7DbOD8R8/)

Welcome to our cosy Godot Engine Community Meetup A Maze Edition! This is not a structured meeting, but rather a friendly get-together. We will hang out, chat and maybe show some of our current projects! 🦜 This is an open event and we will hang out at c-base afterwards, so it is fine to come late. Regardless if you are an artist, designer, programmer, beginner, hobbyist, professional or anything in between: join us for sharing knowledge, creating art together, coding together, joining game jams together and having fun! 🌼 This meetup will happen at [c-base](https://c-base.org), Rungestraße 20, 10179 Berlin. 🛰️ You can also join us on [our Discord Server](https://discord.gg/Sm3CgrqqQa). ☎️ Follow us on [Mastodon](https://mastodon.gamedev.place/@GodotUserGroupBerlin) for updates. 📢 Also check out [our website](https://godot.berlin). 🌐 Please be [excellent to each other](https://godotengine.org/code-of-conduct/)! 🕊️

2 EURO DONATION FEE PER PERSON IS REQUIRED (on site, in cash), to pay back the Meetup subscription fees and support my Events. READ THE DESCRIPTION WITH THE INFO (IMPORTANT). WHATSAPP LINK BELOW 📳​ We take the RE3 train that arrives to Eberswalde at 11,02 🚉😀 and stops in Berlin Hbf at 10,23 The train stops not only in Berlin Hbf (I attach below the screenshots with the stations and the timetable 🕐) Once in Eberwalde station, we follow this route 🍃🍃 [https://www.komoot.com/tour/2383133702](https://www.komoot.com/tour/2383133702) Bring your own food 🍔 and water 🥤, for the about 15kms of Hike. After the Hike, we come back to Eberswalde town center 🏘️ to take a coffee ☕ or a cake 🍰 here, for the people who want (the others can directly take the first train to come back to Berlin): [https://maps.app.goo.gl/YeLEY8FFMWsSLwtv6](https://maps.app.goo.gl/YeLEY8FFMWsSLwtv6) One train per hour is available to come back to Berlin 🚉 NFO ℹ️ℹ️ Route distance: 15 kms Pace: about 14 minutes per km (know by experience with my events) Breaks ⛔: 2 breaks at approximately 1/3 and 2/3 of the way I do not provide a "personal support" for people who do not take the indicated train. You are responsible to check for the weather and decide if come or not. Thanks for understanding. If you have to contact me, make it via Whatsapp, not here on Meetup. WHATSAPP COMMUNITY 💬 to find each other (join it, we use this group to find and synchronize us, as well as post photos) [https://docs.google.com/document/d/157uLVXObKt1a4NqqvPa09NJW-050YBwHLW-7DbOD8R8/](https://docs.google.com/document/d/157uLVXObKt1a4NqqvPa09NJW-050YBwHLW-7DbOD8R8/)

**Neue Leute kennenlernen, nette Gespräche & frische Luft. Am Sonntagnachmittag.** . **💶 2 Euro Gebühr (vor Ort, in bar)** . **🛑 Falls Du es nicht schaffst, sag bitte rechtzeitig ab.** 😊 **Zusagen sind bis kurz vor Beginn möglich. Ich freu mich Dich zu sehen.** . 👋🏼 Wir treffen uns an der [S-Bahn Station Treptower Park, am Hinterausgang Richtung Park (Link Google Maps)](https://maps.app.goo.gl/4kVsM838mCSftVPc9). . Wir machen eine kleine Vorstellungsrunde. Danach gehen wir los. . 💐 Wir laufen auf dem großen Uferweg entlang der Spree, vorbei am Vergnügungspark Plänterwald bi szum Ende des Plänterwalds. Dort kehren wir um, gehen zurück durch den Plänterwald um dann wieder das wunderschöne Spree-Ufer entlang zu laufen. 😊 Ich bereite Deep-Talk-Fragen vor, damit Ihr gut uns Gespräch kommt. . **💧 Empfehlungen:** * Bring etwas Wasser mit, falls Du durstig wirst (1 Liter) * Gegen Abend kann es kühler werden: Bring Dir etwas Warmes anzuziehen mit. . **👉 Rechtlicher Hinweis** Auch wenn wir uns als Gruppe treffen und ich einen schönen Weg für uns herausgesucht habe, **bist Du voll verantwortlich für Dich selbst**. . **👱🏼‍♂️ Mehr über Abenteuer Freundschaft** Ich bin Georg Preller. Ich habe Abenteuer Freundschaft gegründet, um Freundschaft zu erforschen. Mein Ziel: Mehr echte Freundschaften auf dieser Welt. . Auf Meetup findest Du zahlreiche Events zum Kennenerlenen oder um über Freundschaft zu lernen. . **👋🏽 Weitere Gruppen & Kontaktmöglichkeiten** . **✈ Telegram-Kanal: [t.me/abenteuer_freundschaft](http://t.me/abenteuer_freundschaft)** für Events, Workshops & Treffpunkte für neue Freundschaften . **✉ Freundschafts-Newsletter:** [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) Alle 4 Wochen das Neuste aus der Freundschaftsforschung; oft seltener, denn ich schreibe nur dann, wenn es wirklich etwas zu berichten gibt. . **🔥 6 Zutaten großartiger Freundschaften** Seit 2020 forsche ich, was großartige Freundschaften wirklich ausmacht. Das Ergebnis ist das 30seitige eBook: "Die 6 Zutaten großartiger Freundschaften". Du erhältst das eBook zurzeit kostenlos mit der Anmeldung zum Newsletter: [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) **💯 Wie wird man Freunde in Berlin:** * [Freunde finden: Wie wird man Freunde?](https://abenteuer-freundschaft.de/freunde-finden) * [Was ist Freundschaft?](https://abenteuer-freundschaft.de/freunde-finden) * [Wie schnell wir man Freunde?](https://abenteuer-freundschaft.de/wie-schnell-entsteht-freundschaft)

We are exploring the running routes of our community members! Join us to explore Astrid’s area 🥰 On May 16 we’ll gather at U-Bahn Turmstraße at 11 am for another 5k run in Moabit. The meeting point - Bike Stands at Heilandskirche Church https://maps.app.goo.gl/KRupENA2g2raX1dXA Don’t worry if you are new! We run at a pace which is comfortable for everyone, so it’s a great chance to start 😉 Take care and see you soon to enjoy another active morning together ❤️ P.S. ‼️️ Please cancel your participation if you can’t show up, even if it’s at short notice so that we don’t wait for you. Thanks! ‼️

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

**History** The history of [Blendon Woods Metro Park](https://www.metroparks.net/parks-and-trails/blendon-woods/) began long before its 1951 opening, rooted in a landscape of rugged ridges and deep ravines that made the land unsuitable for traditional farming. In 1945, a report proposing a metropolitan park system for Franklin County specifically highlighted these cliffs of Bedford Shale as some of the "wildest land in the vicinity". Following this recommendation, the recently formed park district purchased the first 229 acres in early 1949. Because the terrain was so uneven, developers had to cut a mile-and-a-half-long roadway through dense woods just to bring in heavy equipment. This initial preservation effort ensured that the mature second-growth hardwood forests remained largely untouched by the urban expansion spreading toward Westerville. Opening day arrived on Labor Day, September 3, 1951, marking Blendon Woods as the second park in the Columbus and Franklin County Metro Parks system. The final push to open was a frantic race; the State Highway Department only finished the primary gravel access road four days before the gates opened. Early staff members, consisting of just four full-time employees, had to hand-dig pit toilets and learn construction skills on the fly to build the first picnic shelters. Despite the dusty conditions and limited facilities, the park was an immediate success, drawing massive crowds from across Central Ohio. By the end of the 1950s, annual visitation had already climbed to over 190,000 people. As the surrounding suburbs grew in the 1960s, the park faced severe overcrowding that threatened its natural habitats. In response, Franklin County voters passed the first Metro Parks levy in 1960, providing the funds necessary for a decade of steady expansion. During this era, the park nearly doubled in size, growing from 264 acres to over 570 acres by 1968. Planners also addressed a critical water shortage by collaborating with the U.S. Soil and Conservation Service to build a lake in 1964. This body of water originally served as a temporary reservoir before its role shifted toward conservation and wildlife support. The 1970s marked a transition toward the specialized wildlife and educational focus for which the park is known today. In 1971, the Walden Waterfowl Refuge was established around the 11-acre Thoreau Lake, creating a sanctuary that remains restricted to provide a quiet habitat for migratory birds. A formal nature center was also developed during this period, expanding on the guided Sunday walks that had been a park staple since the early 1950s. The park’s famous "Monarch Mansion" also became a prominent fixture, starting a long tradition of raising and releasing thousands of monarch butterflies each September. These initiatives cemented the park’s reputation as a premier destination for birders and nature enthusiasts. In more recent decades, Blendon Woods has continued to modernize while maintaining its wilderness character. The 10-acre Natural Play Area was added in 2017, encouraging kids to explore the ravines and woods off-trail. This was followed by the opening of a $1.5 million inclusive playground in April 2025, designed to accommodate children of all physical abilities. The nature center also underwent major renovations to include immersive, three-dimensional exhibits and a new butterfly house. Today, the park encompasses 653 acres, preserving a unique geologic and biological corridor amidst the bustling Westerville and Northeast Columbus area. **Map of the Park** Here is a map of [Blendon Woods](https://www.metroparks.net/wp-content/uploads/2025/05/BLN_map_Inclusive-Playground-and-Butterfly-Trail_May-2025_1980px.png). **Summary** For this event, we will hike the Lake View, Hickory Ridge, Ripple Rock, Overlook, Brookside, and Sugarbush Trails. This sounds like a lot, but it will really be only a little over five miles. Blendon Woods has a few hills here and there, but it's not one of the more strenuous metro parks. **Where We'll Meet** We'll meet just in front of the Nature Center. This is about a mile into the park from the main entrance. You have to go past the Ranger Station and the Shadblow Reservable Area to get to it, so don't stop too early at the Ranger Station and get it confused with the Nature Center. **After the Hike** Afterward, we will head over to [Forbidden Root Restaurant & Brewery](https://forbiddenroot.com/restaurants/columbus-ohio/) at Easton for [drinks](https://forbiddenroot.com/restaurants/columbus-ohio/#dinner-menu) and [food](https://forbiddenroot.com/wp-content/uploads/Cbus-Food.pdf). We should be there by 5 if you can't make the hike and just want to join us for drinks. The brewery's actual address is [4080 Worth Ave, Columbus, OH 43219](https://www.google.com/maps/place/4080+Worth+Ave,+Columbus,+OH+43219/data=!4m2!3m1!1s0x88388a86d10b6619:0x4d42b470a5cf11d3?sa=X&ved=1t:242&ictx=111); however, I recommend pointing your GPS to the [Worth Garage](https://www.google.com/maps/place/Worth+Garage/@40.0542293,-82.9137962,17z/data=!3m1!4b1!4m6!3m5!1s0x88388b4df6082825:0x17582f0eccd9dda1!8m2!3d40.0542293!4d-82.9137962!16s%2Fg%2F11rzfvvv8b?entry=ttu&g_ep=EgoyMDI2MDQxNS4wIKXMDSoASAFQAw%3D%3D) across the street. Parking in this garage is free as long as you're not on the first floor, and it is literally right next to the brewery.

Join us this Thursday (5/14) at 6:30 pm at Rocky Fork Metro Park in Westerville as we walk about 2.5 miles of a fully paved trail. The Beech Woodland trail is a flat yet scenic trail with a variety of landscapes. Let’s take it in together!

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