Data Architecture

**Hey fellow AWS enthusiasts! ✨** This evening we'll takle our AWS costs! 💪🏻💸 We are happy to have **[Meisi Zhan](https://www.linkedin.com/in/meisi-z-52702b61/),** a Customer Facing Cloud Engineer @ codecentric, joining to walk us through **FinOps in Action with AWS Spot Instances**. 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 Meisi followed by Q&A and knowledge sharing** 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 ⤵️ **FinOps in Action: Real-World Cost Optimization using AWS Spot Instance** The talk is about our AWS funded PoC project, this project demonstrates the implementation of FinOps principles by leveraging AWS Spot Instances to achieve significant infrastructure savings without compromising workload performance. It provides a technical blueprint for orchestrating Spot Fleets and Auto Scaling groups, offering a practical approach to data-driven cloud financial management. The speaker⤵️ **Meisi Zhan** is a distinguished Customer-facing Cloud Consultant and Evangelist at codecentric, bringing over eight years of expertise in IT consulting and software engineering. As a highly experienced Pre-Sales Engineer and Solution Architect, she has a proven track record of building trusted advisor relationships and driving customer success across multi-cloud environments, including AWS, Azure, and GCP. Meisi excels at translating complex technical challenges into quantifiable, TCO-justified business value and viable technical architectures. Her approach focuses on Transformation Consulting, DevOps, and FinOps, ensuring that cloud-native solutions are both innovative and financially optimized. Get in Contact with Meis through [LinkedIn](https://www.linkedin.com/in/meisi-z-52702b61/). \-\-\- **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.

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

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.

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\.

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.

**Um was geht es dieses mal?** **Barrierefreiheit automatisiert testen - Anna Maier (codecentric)** "Barrierefreiheit – ein Produkt für alle nutzbar machen - ist ein komplexes Thema. Bei der Entwicklung barrierefreier Software müssen viele Anforderungen berücksichtigt werden. Ein großes Problem ist, dass das Testen ein weitgehend ein manueller Prozess ist. Das kollidiert mit den schnellen Veröffentlichungszyklen moderner Software. Wie können wir unser Tempo beibehalten und gleichzeitig sicherstellen, dass das Produkt zugänglich bleibt? In diesem Vortrag gebe ich euch das Handwerkszeug, um euch in Hinblick auf Barrierefreiheit besser abzusichern. Dabei lernen wir zunächst automatische Tools und ihre Möglichkeiten und Grenzen kennen. Danach schauen wir auf Strategien zum Schreiben eigener Tests mit gängigen Testframeworks. Abschließend schauen wir uns an, wie KI uns in dieser Hinsicht unterstützen kann" **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.

**DSTI AWS SBG – Build an End-to-End Data Analytics Pipeline on AWS** ***(Paris Campus / Online)*** Ready to turn raw data into actionable insights using AWS? Join us for our next AWS Cloud Club event at DSTI Paris and discover how modern data analytics pipelines are built in the cloud. In this hands-on workshop, you'll work with several AWS services to collect, process, transform, and visualize data through a complete serverless analytics workflow. 📅 Tuesday 9th June 🕒 16h30 – 18h (CET) 📍 DSTI Paris Campus & Online 🔍 **What we'll cover:** 🪣 **Store Your Data** Upload and organize datasets using Amazon S3, the foundation of many AWS data architectures. ⚡ **Automate Data Processing** Use **AWS Lambda** to trigger and automate data workflows without managing servers. 🔄 **Prepare & Catalog Your Data** Discover **AWS Glue** to crawl, catalog, and transform raw data into analysis-ready datasets. 📊 **Visualize Business Insights** Build interactive dashboards with **Amazon QuickSight** and turn data into meaningful visual stories. 🎁 **Bonus:** We'll finish with a short interactive quiz and some AWS goodies to win! 👀 🎯 **Why join?** * Gain hands-on experience with AWS analytics services * Build a complete cloud-based data pipeline * Learn how data flows from storage to visualization * Strengthen your Data Analyst, Data Engineer, and Data Science skills * Add a practical AWS project to your portfolio * Network with fellow DSTI students and cloud enthusiasts Whether you're into DA, DS, DE, AI, or simply curious about cloud technologies, this workshop will help you understand how modern organizations transform data into business value using AWS. Let's ingest, transform, visualize, and unlock insights together! 🚀

**Welcome to our June UX Beers in Brussels!** This time, we will host our event on Tuesday the 9th of June at [DUX](https://www.dux.agency) in Brussels. [Ariad](https://www.ariadgroup.com/) and [Creative Skills](https://www.creativeskills.be/) sponsor our events. 📺 Follow the event online? We stream live via [Youtube](https://www.youtube.com/watch?v=EBqyTDAyQBw) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# UX TALKS **Talks:** **Speaker 1: Remy Florean** **The Stakes of UX Research: Consequences, impact, politics...** UX research is never “just” about testing interfaces, it shapes decisions, influences stakeholders, and can have very real business and human consequences. In this talk, Remy Florean explores how the way we communicate research findings must adapt to different audiences. He will also dive into the political dimension of UX research, where insights can become powerful tools in broader organizational dynamics. **Speaker panel 2: Sacha Kocovski, David Morgan, Joannes Vermeulen & Kathleen Van den Keybus** **Surviving the evolution of the UX industry.** *Moderated by Karol Dulat* The UX industry is changing fast. AI, shifting business priorities, and evolving roles are reshaping design and research in real time. Join a conversation with Belgian UX and Research leaders on how UX professionals can adapt, survive, and grow in this new era. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# SCHEDULE 18:00 - Doors open. Drinks & snacks 19.00 - 19.15 - Introduction to UX Belgium Meetup, announcements 19.15 - 19:50 - Talk #1 19:50 -20:10 - BREAK 20:10 - 21:00 - Talk #2 20:45 - 21:30 - Socialize \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# SLACK CHANNEL We have our own UX Belgium slack channel. [Come join us and say hi!](https://join.slack.com/t/ux-belgium/shared_invite/zt-1bjpnuiog-T4Di4flXYPWgbT9KrZ53CA) \*\*\* \#\#\# YOUTUBE CHANNEL All our livestreams and talks are recorded and available on our [UX Belgium youtube channel](https://www.youtube.com/channel/UCno7V18T-EglYXprgrUZQ7A). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# ABOUT UX BELGIUM UX Belgium is a growing community of User Experience (UX) professionals in and around Belgium. Look for these types of events: UX Beers Periodically, we gather at a different company, agency or venue to drink beers, network and listen to speakers on various themes in the world of UX and digital design. UX Antwerp: Each last Tuesday of the month UX Brussels: Each second Tuesday of the month, 4x per year UX Hasselt: 4x per year UX Workshops Now and then we organize events to dive deeper into specific skills and techniques in UX. These are smaller, hands-on workshops designed to boost your UX toolbox. \*\*\* The UX Belgium Meetup Team

This hike is one you don’t want to miss! It offers a lot of variety on a relatively short distance. From train station Rhenen, we will cross the river and walk along it for a while, until we cross it again by ferry, taking us to the beautiful wetlands of the ‘Blauwe Kamer’, where we might encounter all kinds of wildlife. After a break, we will continue to climb the Grebbeberg, a 52 meter peak in the hilly forest, towering above the river. We will then return to Rhenen, with the option of visiting this pittoresque old town. **Where to meet**: we will meet at **10.30am** at train station Rhenen. This train station can be reached by Sprinter train from Utrecht Centraal. **This hike is fully booked.** [You may register for a place on the waitlist on my website.](https://rewildyourself.nu/dutch-nature-hikes/)

**Agenda:** 17.00 - 18.00 Walk-in + Dinner 18.00 -19.00 **Fabric automated documentation** 19.00 -19.30 Short break 19.30 - 20.30 **How to get the most out of Fabric Data Factory** 20.30 - 21.00 Round-up and drinks **Sessions & Speakers** **Fabric automated documentation:** by Marco Hansma, Data Architect & Head of Data Engineering and Michael Wanzik, AI & Data Engineer **Session abstract** Documentation matters, but in practice it's often the first thing that gets neglected. It takes time, becomes outdated quickly, and feels like an administrative burden for many teams. In this session, we show how to approach this differently using Microsoft Fabric and AI not by adding yet another process, but by letting documentation emerge automatically as part of your normal data work. Through a live demo, we show how documentation is generated automatically, stays current, and is immediately useful for data engineers, BI specialists, architects, and business stakeholders. Think technical documentation, functional explanations, lineage context, and descriptions that helps people understand and use data faster and more effectively. We also cover how to handle this across different environments: from open innovation settings to organizations with strict security and compliance requirements. After this session, you'll leave with a clear picture of how AI can transform documentation from a forgotten afterthought into a natural part of your data platform. **Who is this for?** Data engineers, BI specialists, data architects, analytics engineers, platform teams, and anyone working with Microsoft Fabric or responsible for improving data governance. **What you'll take away** * How AI can automatically generate documentation within your data platform * How Microsoft Fabric can serve as the foundation for this * A practical example you can immediately apply to your own organization * How to get started, even in strictly secured environments **Session 2:** **How to get the most out of Fabric Data Factory** by Jeroen Luitwieler, Senior Product Manager, Microsoft As always, we're looking for speakers. So, if you have an interesting story to share, please submit your session to our [Call for Speakers](https://sessionize.com/dutch-fabric-user-group-2026/) If you're a first-time speaker, don't worry! We are more than happy to help you taking your first steps in the wonderful world of public speaking. Also, for all sessions submitted and not selected, we will keep a list of all sessions for future events.

**Join us for the very first LGBTQIA+ Book Club Arnhem 📚🌈** For our first read, we’ll be discussing Giovanni’s Room by James Baldwin — a queer literary classic exploring identity, love, shame, and belonging. Whether you’ve finished the book, are halfway through, or just want to meet new people in a relaxed and welcoming space, you’re very welcome. No academic pressure — just thoughtful conversation, community, and good vibes. ✨ What you can expect: • A welcoming and LGBTQIA+ friendly environment • Relaxed group discussion about the book and its themes • A mix of literature, conversation, and social connection • Space to share your thoughts openly — or simply listen • Community and good vibes 🌈 📍 Arnhem Libertas or De Kurk (final venue TBC) 🕖 Time: Wednesday, June 10th @ 19:00 📖 Book of the month: *Giovanni’s Room* — James Baldwin ☕ LGBTQIA+ friendly & inclusive 👥 Capacity: To help keep the discussion relaxed and meaningful, this first meetup will be limited to a maximum of 10 attendees. Please only register if you will attend, as there are limited spots and ideally we want everyone to have enough time to read the book. ☺️ Everyone is welcome, including first-time book club attendees. Hope this becomes a warm and inclusive space for LGBTQIA+ readers, conversations, and community in Arnhem 💛

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

Join the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###