Telecommunications Pros

Kom naar het HaHaHo Makers Lab Utrecht voor een avond vol kennis & ervaringsdelen en maken, met de focus op elektronica met microprocessoren zoals Arduino & Raspberry Pi, LED’s en meetapparatuur. 19:00 Inloop + opzetten apparatuur 19:45 Standup: wat wil iedereen doen en/of leren deze avond? 20:00 Parallelle activiteiten: – startactiviteiten voor nieuwe deelnemers (Arduino, soldering, meetapparatuur, etc.) – onderlinge kennisuitwisseling adhv de wensen uit de standup – werken aan het gezamenlijke [PraatPaal-project](https://github.com/hadoopmarc/hahaho-interactive-pole) – werken aan je eigen project – ordenen/markeren van de ladenkasten met elektronisch componenten 21:30 Start met opruimen 21:45 Einde en verlaten van de Bibliotheek Wij zijn meestal met een groep van een kleine tien (er is ook nog een whatsapp aanmeldingslijst). Een laptop is niet noodzakelijk maar komt vaak van pas! We vragen een vrijwillige donatie van €5,55 per avond om de inventaris met apparatuur en elektronische componenten op peil te kunnen houden. English 19:00 Room available for setting up equipment 19:45 Standup: what are the participant’s plans and wishes for the evening? 20:00 Parallel activities: – starter activities for new participants (Arduino, soldering, measuring equipment, etc.) – sharing knowledge as follow-up on the plans and wishes expressed during the standup – working on the community [Interactive Pole project](https://github.com/hadoopmarc/hahaho-interactive-pole) – working on your individual project – sorting the chest of drawers with electrical components 21:30 Start decluttering the room 21:45 End: leave the Public Library Most evenings see a group of about 10 people (there is an additional whatsapp list). Bring your laptop if you want to program microcontrollers! We ask for a voluntary donation of €5,55 per evening to maintain the inventory with equipment and electrical components.

***English invitation*** You are invited to visit the Dutch Deventer Toastmasters. Toastmasters is an organisation where you can develop your public speaking and leadership skills in a safe, positive and inspiring environment. It grows your self confidence and gives your energy a boost. Want to visit us? Send an email to deventertoastmasters@gmail.com ***Nederlandse uitnodiging*** Je wordt van harte uitgenodigd om onze Nederlandse bijeenkomst te bezoeken bij Deventer Toastmasters. Toastmasters is een organisatie waar je je vaardigheden op het gebied van spreken in het openbaar en leiderschap kunt ontwikkelen. Dit doen we in een veilige, opbouwende en inspirerende omgeving. Je zelfvertrouwen groeit en je energie krijgt een boost. Wil jij meedoen? Stuur een email naar Deventertoastmasters@gmail.com

**Hey fellow AWS enthusiasts! ✨** May is all about AWS Partnership! Not a usual topic you hear about at User Groups. So we are more than thrilled to hear about **Deepika Tomar**'s journey as the AWS Cloud Lead at HWS Gruppe on pathing the way for her company to become an AWS Advanced Partner. Thanks to our friends at **[codecentric Nürnberg](https://www.codecentric.de/standorte/nuernberg)** for sponsoring the event with food and drinks and opening their wonderful offices for us! **📆 Tonight's Agenda** 19:00 - Welcoming **19:15 - Talk by Deepika** 20:00 - Food, Drinks & Networking Looking forward to seeing you 👋🏻 [Nora](https://www.linkedin.com/in/nora-schoener/) & [Frank](https://www.linkedin.com/in/frankprechtel/) \-\-\- The talk ⤵️ **From AWS Registered to Advanced Tier in 2 Years: Practical Lessons from the Field** In this session, I will share how we progressed from AWS Registered Partner to Advanced Tier within two years, focusing on real-world actions that made the difference. I will walk through: How AWS Summit connections and community engagement helped shape our partner strategy Building impactful customer case studies and completing the FTR (Foundational Technical Review) successfully How to identify and generate opportunities using the AWS Partner Portal Practical use of POC funding and Marketing Development Funds (MDF) for business growth and employee enablement Key learnings from attending AWS events, webinars, and partner programs This session is intended for AWS partners who want a practical roadmap to accelerate their growth in the AWS ecosystem. The speaker⤵️ **Deepika Tomar, Lead AWS Public Cloud @ HWS Gruppe** AWS Community Builder with 14 years of experience in cloud computing, infrastructure management, and database solutions — I've built a career around turning technology into a lasting competitive advantage. Today, I lead an AWS team driving cloud migration, infrastructure modernization, and a reimagined approach to customer service. This work recently reached a milestone with our organization achieving AWS Partnership status. Whether shaping IT strategy or bridging cross-functional teams, my focus remains constant: harness technology to deliver real business outcomes, streamline operations, and build a governance foundation that grows with the organization. \-\-\- **Please note:** At the event, photos and videos will be taken for marketing purposes both by our hosts and our location sponsors. We try to offer a hybrid experience by providing a video stream of the talk. There will be no recording published after the event. Please also keep in mind, that we try our best effort to provide a good streaming experience. We don't offer a professional stream, so delays, technical issues or other interference are a matter to be tolerated.

A great ride along the Vecht and Gein rivers. You will love this route. Please ride single file along the winding river as there can be cars around each corner. **Route:** https://connect.garmin.com/modern/course/441606271 GPX: https://drive.google.com/file/d/17-T_pT_GH3QKSFcH1WWgfArvxSdAkVzO/view?usp=sharing **Afterwards:** Drinks at Polder https://maps.app.goo.gl/tbt5DDG7YLU3uWvaA **Rules:** \- Download the route to your cycling computer so you can always find your way home \- Make sure to arrive on time \- Before you ride\, decide as a group how you want to ride: you can split up in a fast and a slow group or stay together\, but make sure to discuss what pace you are going to ride and whether you are going to wait if someone is slower than the group\, or not\.

If you are living in The Netherlands, by now, you may well have noticed the amount of open water. If you enjoy cycling in the city, you may wish to feel safer as you navigate the bridges and canals. And you may also want to get ready for visiting the beach, pools or the many lakes this summer. Learning how to swim takes approx 1 year and it all starts with the very first lesson. New comers enroll via our website and pay € 30,50, this is the first lesson and a goody bag. After the class you agree with the personal swim coach how to continue to obtain your final objectives. Enrolling is only possible via [www.your-personal-swim-coach.nl ](https://www.your-personal-swim-coach.nl/)hence a rvsp via meetup is not enough.

Samen sporten, gewoon voor de fun, elke week een divers programma, met allerlei verschillende sporten. Je hoeft niet de beste te zijn, maar wel zin hebben om samen te spelen en te leren. Tijdens een training doen we verschillende spelletjes, basketbal, voetbal. volleybal, spikebal, honkbal. Kom je ook, de bal ligt bij jou!! Eerste keer meedoen is altijd gratis, daarna kan je beslissen of dit voor jou is, of niet!! Dus kom een keer proberen. Kan je niet op deze dag, we sporten ook op andere dagen nl Zondag om 9:30 of Maandag om 20:30 Stuur mij een berichtje als je op die dagen een keer wil proberen! The amount of people rsvp'd to this game doesn't match the real number of people at the event, as Meetup is only used for promotion purposes.

Improv for Life Weekend workshop Improv for your personal development. Playful. Powerful. Transformative. What if real life could feel more like improv—full of joy, connection, creativity, and flow? Improv for Life is a one-of-a-kind course that blends the magic of improvisation with personal development. It’s not about being funny or performing on stage (though that might happen too!)—it’s about learning to navigate life with more presence, courage, and flexibility. In this course, you’ll uncover the hidden wisdom in improv games and exercises, and apply it to real-life challenges in a way that’s light, energizing, and deeply impactful. You’ll practice life-changing skills like: Being fully present Listening deeply Relating authentically Acting with courage Finding meaning in the moment And explore rich, human themes. Whether you’re a professional, a creative, or a curious human navigating change, Improv for Life offers a safe, playful space to shift stuck patterns, unlock your creativity, and reconnect with what makes you feel truly alive. Course Structure: Four full days, split into **two independent weekend workshops** — join one or both! **If you are new to improv it is recommended that you do Workshop 1 before you do Workshop 2.** #### **Workshop 1: Play, Presence & Relationships (16-17 May)** **Saturday**: We’ll explore the playful side of being human — how we learn and grow through curiosity, experimentation, and even failure. At the heart of this is presence: being fully in the moment, responding to what is actually happening rather than what we think should happen. **Sunday**: We’ll focus on the relational side of being human — how our identity is shaped and revealed in connection with others. #### **Workshop 2: Polarities, Stories & Meaning (13-14 June)** **Saturday**: We’ll explore the inner tensions we all carry — the different pulls, needs, and paradoxes within us. Instead of fixing them, we’ll practice holding them with presence and curiosity, and see what wisdom emerges. **Sunday**: We’ll explore how we create meaning through stories — how patterns form in our lives, and how shaping or breaking those patterns can lead to more honest and life-giving stories. **Sign up** by clicking the blue button on [Improv for life - Improv Utrecht](https://www.improvutrecht.nl/improv-for-life/) or go to improv-utrecht.weticket.io ### **Pricing**: * €279 per workshop * ***Early bird***\*:\* €209 per workshop (until 1 month in advance) * **Both workshops**: €379 * all prices are including 21% VAT, ask Marieke for a specific invoice What previous participants say: “I feel more resourceful, more playful—and more me.” “Before, I thought my life was a mess. Now I know—that’s just a story I tell myself.” “It helped me see that I can choose my story, embrace both the good and the bad, and stay open to possibility.” “I used to think I had no control over anything—but now I know that with awareness, I can influence a lot of outcomes.” More about the facilitator: Burgert Kirsten is an Organizational Psychologist with a passion for unlocking adaptive, innovative, and integrated ways of working in teams and organizations. His Master’s research—focused on using improvisational theatre practices to spark workgroup innovation—was published in the South African Journal of Industrial Psychology. He holds multiple certifications in individual and team coaching, accredited by the International Coach Federation, and has facilitated leadership, team innovation, and creative collaboration workshops for top South African business schools, leading companies, and international conferences. Burgert Kirsten trained in improv at the renowned iO Theater in Chicago and performed for many years with Lagnes, South Africa’s longest-running Afrikaans improv group, which toured nationally and even had its own TV series.

**Um was geht es dieses mal?** Dieses Mal dreht sich alles um aktuelle Herausforderungen, Best Practices und Trends rund um IT-Sicherheit. Freut euch auf praxisnahe Einblicke, spannende Diskussionen und den Austausch mit Security-Expert:innen. **So leicht können Hacker Ihr Unternehmen über öffentliche Daten angreifen - Mehmet Avci (codecentric)** Jedes Unternehmen hinterlässt einen digitalen Fußabdruck – oft unbemerkt, aber öffentlich zugänglich. Genau diese frei verfügbaren Informationen machen sich Angreifer im Rahmen von Open Source Intelligence (OSINT) zunutze, um gezielte Angriffe vorzubereiten, ohne dabei technische Schutzmechanismen direkt angreifen zu müssen. In diesem Talk wird gezeigt, wie einfach es für Angreifer ist, Unternehmen allein auf Basis öffentlich verfügbarer Daten zu analysieren und zu kompromittieren. Nach einer Einführung in die Grundlagen von OSINT und die typischen Phasen eines OSINT‑Prozesses werden verschiedene Techniken vorgestellt und eingeordnet. Dazu gehören unter anderem Subdomain‑Enumeration, Google Dorking, die Auswertung von Unternehmensinformationen, Social‑Media‑Analysen, das Sammeln von E‑Mail‑Adressen sowie die Nutzung von Datenlecks und Breach‑Daten. Anhand praxisnaher Beispiele aus realen Szenarien wird verdeutlicht, wofür diese Techniken eingesetzt werden und wie Angreifer die gewonnenen Informationen miteinander kombinieren, um detaillierte Profile von Organisationen, Infrastrukturen und Mitarbeitenden zu erstellen. Der Vortrag schärft das Bewusstsein dafür, wie aus scheinbar harmlosen Einzeldaten ein ernstzunehmendes Sicherheitsrisiko entstehen kann – und warum OSINT ein zentraler Bestandteil moderner Angriffe ist. **This is fine - until it's not - Christian Uhsat (codecentric)** Was passiert, wenn was passiert? Erfahrungsberichte aus Digitaler Forensik und Incident Response im Kampf gegen Cybercrime, Ransomware und den allgemeinen Wahnsinn. **Hybrides Setup!** Wir freuen uns, euch bei uns in den Räumen der codecentric AG in Dortmund willkommen zu heißen. Vor Ort versorgen wir euch mit Snacks und Getränken und freuen uns gleichzeitig über interessante Diskussionen und einen guten Austausch. Für alle, die es nicht zu uns ins Office schaffen, werden wir das Meetup Hybrid durchführen. Der Stream beginnt ca. 10 Minuten später, damit wir vor Ort ausreichend Möglichkeit für persönliches Kennenlernen haben. Den Live-Stream findet ihr auf dem [YouTube-Channel ](https://www.youtube.com/@codecentricAG)der codecentric AG. **Wichtig - Absage bitte rechtzeitig:** Wir bestellen das Essen bereits 3 Tage vor dem Meetup. Falls ihr doch verhindert sein solltet, bitten wir euch um eine rechtzeitige Absage. Das ist wichtig, damit wir nicht unnötig Essen verschwenden müssen. Vielen Dank für euer Verständnis! **Anreise:** Per Zug: Vom Dortmunder HBF sind es ca. 10 Minuten zu Fuß. Mit dem Auto: Rund um das Office gibt es einige Parkflächen, dazu befinden sich in dem Parkhaus der Thier-Galerie weitere Parkplätze.

**Lets go!** Edition 1 of the Coding Dojo in Utrecht! Kata will be announced later, but this will be a fun one.. **Please RSVP so we can order enough pizzas 🍕** **18:00 - 21:00 hours, walk-in from 17:30** Drift 17, Utrecht (bus stop Janskerkhof)

We are back with your monthly dose of PHPAmersfoort on the 12th of May. We are invited by the people of the Bitlair Hackerspace in Amersfoort, where Maarten Bode will show us how Pricore can be used as an open-source private package registry for Composer. 19:00 - Doors open 19:30 - **Manage private packages with Pricore** \- Maarten Bode 20:30 - Social **Manage private packages with Pricore** Private PHP-packages beheren klinkt simpel. Satis die vastloopt, tokens die rondslingeren, geen zicht op wie toegang heeft. In deze talk laat Maarten zien hoe Pricore als open-source Laravel-app private package management weer overzichtelijk maakt.

Join Emma and a lovely group of students in this special short course for intermediates or advanced. We will focus on a few specific skills based on training needs from the group: how to strongly start a scene and "yes and the hack out of eachother" etc. Location: Buurtcentrum Oase Time: Wednesdays 20:35-22:20 Price: €160 For whom: people who have done 2 courses or have a experience with the basics Wednesdays 13 May - 17 June 2026 6 lessons 7th session: Show on Sun 7 June (afternoon or evening) lessons 20:35-22:20. Location Buurtcentrum De Oase (free parking and next to train station Zuilen. Teacher Emma Holmes. T**eacher Emma Holmes** Emma Holmes is specialised in Improv, Stand-up Comedy and Storytelling. Emma has a sharp eye for how you can become a pleasant co-player for the other players. You will learn how you don’t have to act funny, but let the fun evolve from the story (finding the game). You will learn to be silly, out of your comfort zone without fear of failing, Presentation skills, active listening skills. And much more. ### About the tickets Improv Utrecht offers 1 or 2 funded courses with 20% discount for people with less finances. Send a message to Marieke van Laar. **Tickets: improv-utrecht.weticket.io** info: www.improvutrecht.nl/

Gran Fondo Rosa is a must ride in the Netherlands, and since years we are riding under the ATAC flag! 3 distances available: 80, 120 and 170km. It’s a sportive so not a race, you choose your pace and we enjoy the race ride. Roads are closed and there are food and drink stops along the way. When signing up, select FRIEND TEAM and then type ATAC as the team. We will have our own table at the pasta party. Sign up here: https://www.nltourrides.nl/gran-fondo-rosa/#inschrijving Cheers !

Op dinsdag 12 mei organiseren we weer een SIDN TechTalk! Dit jaar is voor ons een speciaal jaar, SIDN bestaat namelijk 30 jaar en het .nl-domein bestaat zelfs 40 jaar. Een echt jubileumjaar dus! Al 30 jaar zorgen wij met trots voor het .nl-domein, een van de grootste en veiligste landendomeinen ter wereld! Dit jubileum laten we natuurlijk niet stilletjes voorbijgaan. Daarom staat deze TechTalk in het teken van 30 jaar SIDN en 40 jaar .nl. Ook dit keer hebben we 2 interessante sprekers én een lekkere maaltijd. Laat je inspireren en kom op 12 mei naar de SIDN TechTalk. Meld je snel aan! **Programma** **18.00 – 19.00 uur: inloop met (buffet)diner** Zorg dat je nog niet gegeten hebt, want wij zorgen voor een lekkere gratis maaltijd! **19.00 – 19.45 uur Talk 1:** **Een reis door 30 jaar aan SIDN-infrastructuur – Marc Groeneweg** Marc neemt jullie mee door 30 jaar aan SIDN-infrastructuur: van de tijd waarin .nl draaide op een paar servers en een flinke dosis pioniersmentaliteit, tot de moderne, robuuste en soms bijna eigenwijze systemen van nu. Het wordt een reis langs hoogtepunten, “creatieve oplossingen” en technische keuzes die ons hebben gebracht waar we staan - en waar we soms achteraf om kunnen lachen. Laten we beginnen aan deze tijdreis door 3 decennia techniek… zonder rollbackplan. *Over Marc Groeneweg* Marc is senior DNS-engineer en product owner met ruim 20 jaar ervaring bij SIDN, met uitgebreide expertise in het ontwerpen, beveiligen en beheren van autoritatieve DNS-diensten en wereldwijde DNS-anycastinfrastructuren. Bedreven in DNSSEC, zonebeheer, DNS-publicatieprocessen en grootschalige netwerkinfrastructuren. Beschikt over een sterke achtergrond in ICT-projectmanagement, securityarchitectuur en procesverbetering. **19.45 – 20.30 uur Talk 2:** **Digitale autonomie: gisteren, heden en in de toekomst – Daniel Karrenberg** Daniel neemt je aan de hand van een reeks persoonlijke verhalen mee langs de ‘geboorte’ van .nl en RIPE in de Amsterdamse Watergraafsmeer, via individuele keuzes voor meer autonomie tot strategieën voor de toekomst. Wat hebben wij geleerd en wat kunnen wij doen nu en in de toekomst op het gebied van digitale autonomie? Discussie gewenst! *Over Daniel Karrenberg* Daniel Karrenberg is een van de pioniers van het internet in Europa. In de jaren 1980 hielp hij bij de opbouw van EUnet, de eerste pan-Europese internet service provider. In die tijd deelde hij een kantoor met Piet Beertema, de eerste beheerder van .nl. In 1989 was Daniel een van de oprichters van RIPE (Réseaux IP Européens), het belangrijkste samenwerkingsforum in Europa voor internetcoördinatie. In de jaren 1990 leidde Daniel de oprichting van het eerste regionale internet registry ter wereld, RIPE Network Coördination Centre (RIPE NCC), dat Europa, het Midden-Oosten en eerder ook delen van Afrika en Centraal-Azië bedient. Daniel was CEO van RIPE NCC van 1992 tot 2000 en chief scientist van 2000 tot 2013. In deze rol heeft hij een groot aantal activiteiten geleid, waaronder de RIPE Routing Information Service (RIS), het wereldwijde meetplatform RIPE Atlas, de DNS Monitoring Service (DNSMON), RIPEstat en, samen met NLnet Labs, de Name Server Daemon (nsd). In 2001 ontving Daniel de gerenommeerde Jon Postel Internet Service Award "voor twee decennia van buitengewone toewijding aan de ontwikkeling van netwerken in Europa en wereldwijd"; in 2012 werd hij opgenomen in de Internet Hall of Fame. **20.30 - 21.00 uur: Napraten onder het genot van een borrel.** **Taal** De sessies zijn in het Nederlands. **Meenemen** Identiteitsbewijs **Aanmelden/afmelden** Het bezoeken van TechTalk is gratis. Wij maken natuurlijk wel kosten. Heb je je aangemeld, maar kan je er toch niet bij zijn? Meld je dan snel af, dan kunnen wij jouw plek aan een ander geven.

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!

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! **AND TODAY IS OUR THIRTEENTH ANNIVERSARY!!!** So be ready for a celebration of everything that's made Improv Meetup wonderful: you, the amazing performers! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

**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)

How to be a Better Communicator Communication is everything in life You are only as successful as your ability to communicate. \- What if you could confidently talk to anyone? \- What if you had the ability to calmly control every conversation? \- What if you could close that sale\, ask for that date\, make new friends\, repair problematic relationships\, get that raise\, or effortlessly express any idea with confidence? You can! The secret to success relies on your ability or inability to effectively communicate. Attend a free seminar and gain a better ability to communicate. Hosted by the Church of Scientology of Central Ohio 1266 Dublin Road, Columbus, OH 43215 For more information, contact Rhiannon, the Event Host at 614-221-5024

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