Data Vault Database Modeling

Many organizations treat the Product Owner as a backlog administrator, ticket writer, or go-between — and then wonder why their products drift, stall, or miss the mark. The role gets distorted in predictable ways, and the cost is real: slower decisions, misaligned teams, and products that serve processes instead of users. In this session, led by [Tom Molnár](https://www.linkedin.com/in/tamas-molnar-57902919/) we'll unpack the **6 misunderstood PO stances** — the anti-patterns that quietly erode value — and contrast them with the **6 effective stances** that make a Product Owner truly impactful. **What we'll cover:** ❌ **Misunderstood stances (anti-patterns):** * **Clerk** — just adds everything to the backlog, no vision or decisions * **Story Writer** — focuses only on writing user stories * **Project Manager** — focuses on deadlines and output instead of value * **Manager** — manages people instead of the product * **Subject Matter Expert** — gets lost in detailed expertise * **Gatekeeper** — becomes a bottleneck; everything goes through them These aren't value-creating behaviors — they're distortions of the role. ✅ **Effective stances:** * **Visionary** — defines a clear product vision and goals; focuses on the future * **Collaborator** — actively works with the team and stakeholders * **Customer Representative** — brings in user needs; explains the "why" * **Decision Maker** — makes fast decisions → faster time-to-market * **Experimenter** — thinks in hypotheses; validates instead of assuming * **Influencer** — creates alignment across the organization A good PO isn't just one of these — it's a combination of all. 🎯 **Key takeaway:** According to Scrum, the PO's goal is to maximize value. Many organizations misunderstand this. The goal is to recognize when you slip into a bad stance and shift back. **Who should attend:** Product Owners, Scrum Masters, agile coaches, engineering leads, and anyone working with or alongside POs who wants to raise the bar on how the role is understood and practiced. -- An in person, English speaking session. No video feed will be provided. Please note, that we dont have catering for the event.

Szeretnéd fejleszteni a beszédkészséged? Szeretnél fejlődni a kommunikációdban, mert szükséged van rá a munkádban, a hétköznapjaidban? Szeretnéd megtanulni, hogyan tudsz még kifejezőbb lenni? Úgy érzed, nincs elég önbizalmad, de már tudod, hogy növelni szeretnéd, és már azt is tudod, tenni is kész vagy érte? Van egy jó hírünk: a LEGJOBB HELYEN JÁRSZ! :) Mi minden kedden azért gyűlünk össze, mert hiszünk abban, hogy bárki képes megtanulni az önbizalommal teli, tiszta, célratörő és élvezetes kommunikációt. Teszünk azért, hogy nálunk a gyakorlás alapú tanulás mindenki számára elérhető legyen akár diák, otthon lévő szülő, karrier építő, vagy csak egyszerűen érdeklődő a találkozónk résztvevője. Nálunk bárki megszerezheti azokat a kommunikációs technikákat melykekkel képes érdekesen, tömören, érthetően átadni saját gondolatait a közö(n)sség felé. Várunk szeretettel, ha szeretnéd fejleszteni kommunikációs és vezetői készségeidet egy jó hangulatú, segítőkész és összetartó csapatban. Találd meg önmagad egy inspiráló környezetben! Amivel találkozhatsz egy esten: – képet kapsz arról, hogy mi a Toastmasters és hogyan néz ki egy klubest; – megláthatod mit is adhat a Toastmasters tapasztalt előadók által; – új érdekes emberekkel találkozhatsz; – barátságos környezetben szerezhetsz sok új élményt. Miért csatlakozz a SzóDa Retorika Klubhoz? 1\. Lehetőség önmagad megismerésére\, ami a személyes fejlődéshez nagyban hozzájárul; 2\. Új barátokra tehetsz szert; 3\. Több önbizalmat szerezhetsz; 4\. Új dolgokat tanulhatsz azáltal\, hogy gyakorlod őket\. Hogyan tudsz csatlakozni? * gyere el hozzánk, próbáld ki magad, ízleld meg, milyen a színpadon állni, merj rögtönözni. Ezt díjmentesen megteheted három alkalommal. * ha jól érezted magad, megtetszett és eldöntötted, hogy Te is szeretnél velünk hétről hétre, minden kedd este a fejlődés útján járni, bővebb információért látogass el ezekre az oldalakra: https://www.facebook.com/szodaretorikaklub/ A SzóDa vár szeretettel! :)

FlowDan’s Mix is a Latin-inspired dance party workout. High energy, easy-to-follow choreographies, and nonstop good vibes! Each class has a theme we dance through Class fee: 2500 Huf 5 class pass: 10000 Huf

Csatlakozz a Kezdő 1 kurzusunkhoz! Ez a kurzus a **2025 szeptemberében indult Teljesen kezdő csoportunk folytatása**, de új érdeklődők is csatlakozhatnak, ha már van minimális tapasztalatuk argentin tangóban. **Időpont:** Keddenként 19:00–20:00 (első alkalom 2026-ban: január 6.) **Helyszín:** Roxy Táncstúdió, Tátra utca 4., 1136 Budapest **Tanárok:** Szeghalmi Endre és Serbán Andrea Teljes órarendünk: [https://tangolibre.hu/orarend/](https://tangolibre.hu/orarend/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEwaDNKZFpsQVh2dUpJMklKd3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7-aVO75w-5o1MEitQYD_hyAji9mGat21L3FYSxxPdYQTAUrjN9qopadYwkuw_aem_cRLCRnGqUCcsUeCJj_XpyA) Árak: [https://tangolibre.hu/arak/](https://tangolibre.hu/arak/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Beginner 1 Argentine Tango Course – continuation** This course is the continuation of our Total Beginner group started in September 2025. New participants are also welcome if you already have some basic experience in Argentine tango. **Time:** Tuesdays 7:00–8:00 PM (First class in 2026: **January 6)** **📍 Location:** Roxy Dance Studio, Tátra utca 4., 1136 Budapest **Teachers:** Endre Szeghalmi & Andrea Serbán Prices: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/) ***

Csatlakozz a KEZDŐ 2 kurzusunkhoz! **Időpont:** Keddenként 20:00–21:00 (első alkalom 2026-ban: **január 6.)** **Helyszín**: Roxy Táncstúdió Tátra utca 4., 1136 Budapest [Teljes órarendünk](https://tangolibre.hu/orarend/) **Tanárok**: Szeghalmi Endre és Serbán Andrea ✦✦✦ Join our **Beginner 2 Argentine Tango course**! This class is for dancers who already know the basics and would like to continue developing their technique, connection, and enjoyment of tango. **🕒 Time** Tuesdays 8:00–9:00 PM First class in 2026: **January 6** **📍 Location** Roxy Dance Studio Tátra utca 4., 1136 Budapest **Teachers** Endre Szeghalmi & Andrea Serbán **Prices:**[ https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/)

If you live around Oktogon or Király utca and want to slow down your evenings, this is a simple way to transition into rest. Every Tuesday, we gather for a guided meditation and relaxation session, combined with herbal tea in a calm, intimate setting. The intention is to help you disconnect from the day, settle your mind, and go home ready to rest. Please plan your evening so you can leave in a relaxed state — ideally with a short, quiet way back home. **Important:** * Eat before the session (ideally you wont eat again until next day) * Arrive on time to keep the space calm * Limited spots **Practical details:** 📍 Okūma (Teahōm) - Concept Tea Lounge 🗓 Every 2nd Tuesday (fortnightly) 💳 Contribution based, this first time 🧘 Led by Marcos You can also purchase tickets in bulk for better price 👉 https://revolut.me/marcoshht/pocket/nyyRQdkeTQ

A női tangó technika gyakorlása segít abban, hogy magabiztosabban és elegánsabban táncoljunk, valamint könnyebben kapcsolódjunk a partnerünkhöz és a zenéhez. Hogy ne csak követőként, hanem tudatos táncosnőként legyünk jelen a táncban. **Mikor**: Kedd, 18:00 – 19:00 **Hol:** Roxy Stúdió, 1136 Budapest, Tátra utca 4. ✦✦✦ **Miért fontos a női technika a tangóban?** -Javul a tartás, az ölelés, a sétatechnika, a stabilitás és az elegancia -Izgalmas díszítésekkel szépítjük a táncot -Hogy ne csak követőként, hanem táncosnőként is jelen legyél ✦✦✦ **Tematika** Az órákat bemelegítéssel kezdjük, majd az adott napi témával folytatjuk (pl. tartás, séta, disszociáció, giro, boleo, enrosque, díszítések stb.). A cél olyan technikai alapok elsajátítása, amelyek hosszú távon is segítik a fejlődésedet. **Ruházat** Kényelmes öltözet ajánlott. Lehetőleg hozz magaddal magassarkú cipőt is. További részletek: [https://tangolibre.hu/arak/](https://l.facebook.com/l.php?u=https%3A%2F%2Ftangolibre.hu%2Farak%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAYnJpZBExbDFsUmtNd2dIQVpmSHY3TXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6UMmb0UoScQqD_vY2si7YaoEL3eIt8sfl5_Umx1LOW3RE_yq1xpuO6AwQLiw_aem_79bdLWqEbvzUx5qtFeyneA&h=AT7a1OP5evVEHDcL1uUSIGhfFxkDzd37eVA1AGyELRZYfgq32JCYYoXLT6i2nOlRLNCuSfgbAqgcBIvkICHRxLTe9O522W5uKHL7ylZqitMdwj0lFPVQhxReRbq4PahKY2cBhvq_N8rHFCKPHKt8f81yHuxw_i3s9b4&__tn__=q&c%5B0%5D=AT6G1SRCcbuOonOjMDArF7zv6zzXg6TL30pzfPbLwkmUdqxAVtAkaebCIfT23D8QPA9-zyZxrXaset57fLmMJOmvIABzUucuXls3bJmthLKQq09teRoryNetMqhkBNlxKr0FPj_q9CFE178EVkVduxOJ9dEN1hq1kjY) Nemsokára találkozunk! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Women’s Tango Technique with Andrea Practicing women’s tango technique helps you dance with more confidence and elegance, and connect more easily with your partner and the music. So that you are present in the dance not only as a follower, but as a conscious and aware dancer. **When:** Tuesday, 18:00–19:00 **Where:** Roxy Studio, 1136 Budapest, Tátra utca 4. ### Why is women’s technique important in tango? * Improves posture, embrace, walking technique, stability, and elegance * Adds beautiful and expressive embellishments to your dance * Helps you be present not only as a follower, but as a dancer in your own right ### Dress code Comfortable clothing is recommended. Please bring high heels if possible. More details: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/) See you soon! ***

Are you ready to enjoy warmer spring evenings together again? We are, and that’s why we’re inviting you to our next Data & AI Engineering [applydata](https://applydata.io) Meetup, taking place at our Bucharest office on the 14th May. **Bogdan Beda:** ***"Beyond Syntax: The Evolving Role of the Software Engineer in the AI Era"*** [Bogdan Beda](https://www.linkedin.com/in/bogdan-beda/) is a Principal Software Engineer at [Microsoft](https://www.linkedin.com/company/microsoft/), working on \*Copilot for Work\* backend, on a non-deterministic product using a codebase that is increasingly being generated by AI. In his presentation, Bogdan will explore the new essential toolkit for the AI era – moving beyond basic prompt engineering to mastering product development, from system design decisions to validating outputs. **Costin Vilcu: *"SOC Transformation in the AI Era"*** [Costin Vilcu](https://www.linkedin.com/in/costin-vilcu-oscp-pentester/) is an Information and Network Security Professional with 20+ years of experience, passionate about Penetration Testing, Security Consulting, Teaching and Social Communication. Costin's presentation explores how Security Operations Centers (SOCs) must evolve in the age of AI, from reactive monitoring to intelligent, autonomous threat detection and response. **Dana Juncu: *"The Invisible Threat: How a Sticker on a Traffic Sign Could Compromise Autonomous Vehicles"*** [Dana Juncu](https://www.linkedin.com/in/danajuncu/) is a Senior Product Manager at [Diconium](https://www.linkedin.com/company/diconium/posts/?feedView=all), working at the intersection of data, engineering, and product, owning end-to-end delivery of labeled datasets for ADAS & autonomous driving systems. In her presentation, Dana will cover why AI security is fundamentally different from traditional software security and what it actually takes to build robust, trustworthy AI in safety-critical domains. If you're curious, you can read more about the importance of Data Labeling in her previous blog articles: [Data Labeling as Continuous Service](https://applydata.io/data-labeling-as-a-continuous-service/) & [Traffic Sign Recognition at Scale](https://applydata.io/traffic-sign-recognition-at-scale-why-the-dataset-is-the-hard-part/) **What to expect:** * Three expert talks * Networking opportunities in our historical villa office * Some snacks & drinks **Timetable:** * 18:30 - Event admission * 19:00 - Welcome & introduction * 19:05 - First speaker * 19:30 - Second speaker * 20:00 - Third speaker * 20:30 - Connect & chat ✧ ✧ ✧ **Our goal is to form a local data-loving community, so join us and let's talk data together!** ✧ ✧ ✧ *At the event, sound, image and video recordings are created and published for documentation purposes as well as for the presentation of the event in publicly accessible media, on websites and blogs and for presentation on social media. By participating the event, the participant implicitly consents to the aforementioned photo and/or video recordings. Find [more information on data protection here](https://applydata.io/events/information-on-data-protection/).*

Join us for a special edition of the Android Budapest meetup in May! This time, we’re collaborating with mDevCamp, the Prague-based mobile dev conference. You will have an opportunity to get a free ticket to the conference! Before the summer break, you’ll have another opportunity to learn more about Android and meet fellow mobile devs! We’ll have two great talks to set the tone of the evening - this time you’ll hear from two organizers of our meetup, on the topics of Kotlin Multiplatform and screen recording on Android. **📜 Schedule:** **18:00 - 18:30: Gathering and socializing** **18:30 - 19:15: First talk** **19:15 - 19:45: Break** **19:45 - 20:15: Second talk** **20:05 - : More socializing!** **—** **🔷 Going Multiplatform with Your Android App - Márton Braun, JetBrains** Existing Android apps are in a great position to expand into Kotlin Multiplatform: you might already be using patterns, libraries, and APIs that work on more platforms than just Android. With Compose Multiplatform, you can build an app with a fully shared Kotlin codebase, targeting iOS, desktop, and even the web! In this talk, we’ll look at how you can migrate an existing Android app to multiplatform. As this can be a significant engineering effort for an existing, well-established app, we’ll also discuss how to plan and organize the required changes, and how to adopt KMP incrementally across your codebase without disrupting day-to-day development. **🔷 When MediaProjection Isn't Enough - Building a Custom In-App Session Recorder - István Juhos, Spoke** Debugging user issues gets so much easier when you can see exactly what they experienced. While off-the-shelf solutions exist to integrate screen recording into our apps, they didn't give us the quality, flexibility, or control we needed. So, our team built our own native, in-app session recording tool for Android. In this talk, I'll share why we decided to go in-house, how we tackled the technical and UX hurdles along the way, and what we learned about recording high-quality video and audio data. We'll dive into tricky bits like exploring - and discarding - the MediaProjection API, handling codecs and muxers across devices, designing recording controls that stay out of the user's way, playing back recordings, and managing background uploads without draining your users' battery or patience. — 🏢🍴 Thanks to [Supercharge](https://supercharge.io/careers) for hosting us in their lovely office, and the organizers of [mDevCamp](https://mdevcamp.eu) for the food and the drinks! 🚪 Doors open at 18:00 and the first talk starts at 18:30! 🗓️ The event is free but requires registration, so please RSVP here and don’t forget to update your response if it changes! 📸 We plan to take photos, so if you would not like to appear on them, please tell one of the organizers! **🎤 We are always looking for new presenters, so if you have an idea for a talk, please reach out to us at meetup@androidbudapest.com or submit at [https://androidbudapest.com/talkidea](https://androidbudapest.com/talkidea)!**

Agilitás és beszélgetés és sör és fröccs. Vagy limonádé, kinek mi. Gyertek egy kötetlen találkozóra, ahol ha hozol egy elakadást, vagy ügyet, talán még beszélünk is róla, és segítünk továbblendülni. De ha nem, az is oké. Az asztal MASZK néven lesz, ha nem találsz minket.

Ticket Link: [Click Here](https://cooltix.hu/event/69f0affc59e5398f945e2076 Join us on the ⏰16th of May at 📍Mixát Udvar for a night full of stories about love and heartbreaks💔. Our comedians are going to bare it all👐 🎟️Single Ticket price online: 3000 🎟️Student tickets; 2000 (Online only) 🎟️Door Prices: 3000 🎟️Reserve the best seats (Support Ticket): 4000 ⏰Show starts: 8PM 🚪Doors open: 7pm 📍Mixát Budapest, Krúdy u 7, 1088 Hosted by: Parvez Tauseef We have an amazing lineup in store for you. Featuring local and travelling comedians. Seats are on a first come first serve basis. So, come a bit earlier to make sure you have a good seat.🪑 Follow our page @hotpaprikacomedy to stay updated on future shows) Join us on the 16th of May at Mixát Udvar for a night full of stories about love and heartbreaks. Our comedians are going to bare it all Single Ticket price online: 3000 Student tickets; 2000 (Online only) Door Prices: 3000 Reserve the best seats (Support Ticket): 4000 Show starts: 8PM Doors open: 7pm Mixát Budapest, Krúdy u 7, 1088 Hosted by: Parvez Tauseef We have an amazing lineup in store for you. Featuring local and travelling comedians. Seats are on a first come first serve basis. So, come a bit earlier to make sure you have a good seat. Follow our page @hotpaprikacomedy to stay updated on future shows

If you're near Kálvin tér and want to start your day energized, this is your session. *(Ha Kálvin tér közelében vagy, és energikusan szeretnéd kezdeni a napod — ez a te foglalkozásod.)* Every Wednesday morning, we meet at the same venue, same time, for a yoga session led by Vanda — a certified instructor who can adapt the practice to whoever shows up. Whether you're a beginner or a regular practitioner, you're welcome. **You don't need to bring anything.** The venue has mats, lockers, and showers. If you have an office nearby, you can get in time before work. If you work remotely, just stay after the session! there's a tranquil space to open your computer, have breakfast and get your morning started right. **Practical details:** * 📍 AGORA. Mozgástér. Galéria. Café & Tea * 🗓 Every Wednesday, recurring * 💳 4,000 HUF per session — payment in advance via the link below * 🧘 Led by Vanda (Yoga & Pilates instructor) As the community grows, we'll be able to offer different yoga styles. Got a preference? Let us know when you register. 👉 https://revolut.me/marcoshht/pocket/nyyRQdkeTQ \-\-\- Ha Kálvin tér közelében vagy, és energikusan szeretnéd kezdeni a napod, ez a te foglalkozásod. Minden szerdán reggel ugyanazon a helyszínen, ugyanabban az időpontban tartunk jógaórát, amelyet Vanda vezet — tapasztalt oktató, aki a gyakorlatot a résztvevőkhöz igazítja. Legyen szó kezdőről vagy rendszeres gyakorlóról, mindenkit szeretettel várunk. Nem kell semmit hoznod. A helyszínen szőnyegek, öltözők és zuhanyok állnak rendelkezésre. Ha otthon dolgozol, vagy a közelben van az irodád, az óra után is maradhatsz — van lehetőség reggelizni és a munkádat onnan folytatni. **Gyakorlati tudnivalók:** * 📍 AGORA. Mozgástér. Galéria. Café & Tea * 🗓 Minden szerdán, rendszeresen * 💳 4 000 Ft / alkalom — előre fizetendő az alábbi linken * 🧘 Vezeti: Vanda (jóga és pilates oktató) Ahogy a közösség növekszik, egyre több jógastílust és oktatót tudunk majd bevonni. Van valamilyen elvárásod vagy kedvenc stílusod? Jelezd regisztrációkor, és alakítjuk a programot! 👉 https://revolut.me/marcoshht/pocket/nyyRQdkeTQ

Hello everyone, Take a break from your week, make progress on your reading in good company, then join a relaxed chat about what everyone's been reading. **Schedule** 10:30 \- 11:00 \| Arrival & Introduction round 11:00 \- 12:00 \| Silent Reading Hour 12:00 \- 13:00 \| Chat & Discussion **The After-Event** ☕ The trial was a success, so it's officially a thing! After the session, we’ll head over to Zaj kávézó for some tea, coffee, cookies, and sandwiches. Feel free to stick around and join us to keep the conversation going! **Location** Metropolitan Ervin Szabo Public Library, Boulevard Library It will take place in the event room. After you enter the library, turn right, cross the lounge, and go down the stairs at the far end. If you bring snacks, you can have them in the lounge area. Whether you're a regular or a first-timer, you're welcome. See you there! **[Facebook Page](https://www.facebook.com/people/Budapest-Silent-Book-Club/61567388151835)** (previous books read in sessions) **[Goodreads](https://www.goodreads.com/group/show/1271292-budapest-silent-book-club)**[ ](https://www.goodreads.com/group/show/1271292-budapest-silent-book-club)(monthly book club voting) **[Silent Book Club](https://silentbook.club/pages/about-us)** (the idea itself, where did it come from?) This is a free event, but Meetup has its own fee. If you'd like to contribute and help keep this going, you're welcome to donate [via Revolut](https://revolut.me/schmidtpeter), every bit helps! (we keep track of all donations in this [spreadsheet](https://docs.google.com/spreadsheets/d/1C_N9CN_pQO5aUYezqzQW4GS7pr8IfplchwG8-ruZ19g/edit?usp=sharing))

English below \-\-\-\-\-\-\-\-\-\-\-\-\- 📚 A megszokott ütemhez képest itt egy extra alkalom most csütörtökön! Gyere és folytasd az olvasmányod a csendes könyvklubunkon a Fővárosi Szabó Ervin Könyvtárban: hozd magaddal az aktuális könyvedet, merülj el benne egy órácskát, majd oszd meg velünk, amit olvastál. 🗺 **Hogyan találsz meg minket:** A Központi Könyvtár fő épületének **Metszéspont** termében leszünk (régi tanulótér): a könyvtárba belépve haladj tovább a liftekig, de mielőtt elérnéd őket, fordulj balra a mosdók irányába. Az ott található lépcsőkön gyere fel fél emeletet. 💡 Az eseményen való részvételhez nem szükséges könyvtári regisztráció vagy beiratkozás, csak jelezd, hogy a Csendes Könyvklubra jössz. 🥤 **Étel-ital:** Kérünk, zárható üvegben hozz magaddal innivalót, ha az esemény alatt megszomjaznál. Másból inni, valamint a teremben enni nem lehet, de az épület átriumában üzemel kávézó. 🕑 **A menetrend (változás!):** 17:30–18:00 – Bemutakozókör: mit fogsz olvasni? 18:00–18:45 – Csendes olvasás 18:45–19:30 – Kiscsoportos beszélgetés a könyvekről (opcionális) 🍹 Az esemény után igény szerinti **afterezés** a [Prága Kávéház és Sörözőben](https://pragakavezo.hu/) (Baross u 8.), hogy ne csak könyvekről beszélgessünk! Ha csak erre jönnél, írj üzenetet, hogy ne kerüljük el egymást. 🇭🇺 Fontos: Ez egy teljesen **magyar nyelvű esemény**. A bemutatkozó kör az elején és a kötetlen beszélgetés a végén is magyarul zajlik. Az olvasás csendje persze mindenkié, így nyugodtan hozhatsz bármilyen nyelvű könyvet. **✨** **Önkéntes hozzájárulás** A Meetup-felület fenntartására elfogadunk adományokat, hogy eseményeket az eddig megszokott színvonalon és nyitott emberek között tarthassuk. Kérjük, amennyiben lehetőséged van rá, támogasd a könyvklubot! Az eseményen lesz adománygyűjtő doboz és Revolut QR kód. Köszönjük mindenkinek, aki eddig támogatott minket! Várunk szeretettel! \-\-\-\- Please note: This is a Hungarian-language event. The introductions at the beginning and the optional discussion at the end are held in Hungarian.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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

**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)

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.