User Experience

**Complimentary Event Passes** We’re offering a limited number of complimentary passes specifically for our MongoDB User Group members! To snag yours, please send a direct message to the MongoDB User Group account on Meetup or leave a comment at *Start the conversation* below. **About The Event** At MongoDB.local London, discover how the UK’s leading innovators are ditching fragmented AI stacks for a unified data platform that accelerates production and takes AI from demo to production—quickly. Whether you're growing a startup or scaling and modernising enterprise applications, join us—alongside founders and leaders defining the future of London’s tech landscape—to learn how MongoDB helps you ship your AI vision faster. [View agenda here](https://www.mongodb.com/events/mongodb-local/london)

Get ready for an another awesome night at the London Tech Social! It’s the perfect spot to chill with designers and engineers and make new friends. Whether you’re a tech wizard or just curious, you’ll fit right in. This is your chance to meet cool people and maybe even kick off some exciting projects together🚀 Mark your calendar for a night filled with fun and new connections📅 We look forward to seeing you there!

Join fellow product people at **The Product Group London** on **Thu 7th May** for an evening of learning, sharing and networking. **Topic of the Night: Product Today: Surviving & Succeeding** Succeeding (or even surviving) in product management today, what does it take? On the night we’ll explore the current state of the industry and what’s required to succeed (and/or survive) now and in the future. Topics will include what’s changing about the role, what’s staying the same and what’s unknown? How is AI, economic uncertainty, changing company dynamics and the selective job market impacting the role? How do you succeed (or survive) today and in the near future incl. what to focus on and which skills to optimize for? **Featured Guest: David Eason, Principal Product Manager, Trainline** David is a Principal Product Manager at Trainline, where he has spent 7 years building and scaling customer-facing products. He currently leads monitisation initiatives, focused on driving meaningful revenue growth by expanding the core Trainline proposition. As a product generalist, David has delivered across all parts of Trainline’s web and app products in B2B and B2B2C spaces. His work has covered the full product lifecycle incl. launching new AI-powered tools in the product. Before joining Trainline, David worked at Ford, where he focused on experimental product development and collaborated with leading London-based software and design agencies. **About The Product Group London** The Product Group London is a monthly meetup designed to bring product people of all levels together for topical discussions, as a group and with our guest speakers. With attendees from startups to large enterprises, there is no shortage of opportunities to network and make new connections. And whilst the focus is on product management, we welcome product designers and engineers to join for some friendly and lively discussions. **A word about our sponsor and host, BrainStation** [BrainStation](https://brainstation.io/london) is a global leader in digital skills training, empowering businesses and brands to succeed in the digital age. Established in 2012, BrainStation has worked with over 500 instructors from the most innovative companies, developing cutting-edge, real-world digital education that has empowered professionals and some of the largest corporations in the world.

Aerial Relaxation Pods… with Live Ambient Music! - London's Deep Relaxation Experience - Aerial Relaxation Pods - Lift Your Spirit Please watch our video to give you a taste of the experience: Our Aerial Relaxation Pods video on Youtube: https://www.youtube.com/watch?v=yxlR9u44llw London's first multi-sensory, aerial relaxation experience with Live ambient music, aromatherapy and featuring our beautiful sky-blue silky Aerial Hammocks. "An oasis of calm in our busy lives." Two sessions per evening on Thursdays: IMPORTANT: Please note your space is only confirmed once booked through Eventbrite. 7:15-8:30pm book here: https://www.eventbrite.co.uk/e/84883457707 8:45-10pm book here: https://www.eventbrite.co.uk/e/84878729565 COST: 1 x ticket £17 (£18.92 inc ticket fee) Offer (limited availability) 2x tickets £28 (£30.77 inc ticket fee) "Words are inadequate to express the uniquely nurturing experience I had during your Aerial Relaxation Pod class... and the music was amazing! The feeling of being securely wrapped in a silk hammock from head to toe, suspended in the air, slowly rocking, with the crystal bowls and ambient music created a sublime and profound atmosphere. It was as if I was in a cocoon of total support, allowing peace to flow into my entire being." - Alison COVID SAFETY GUIDELINES & PREVENTION MEASURES: - If you are showing any symptoms, please do not attend. Any participant repeatedly coughing in the space will be asked to leave immediately. - You can wear a face-covering during the sessions if you choose to. - Please come already dressed in comfortable clothing ensuring your knees, armpits and torso are covered, and with a bag for your belongings. There are bathrooms at the venue but no changing rooms. - We will provide antibacterial wipes and hand sanitisers at the venue. Please wash your hands regularly and use the hand sanitiser supplied upon entering the venue. - All touch hotspots will be regularly cleaned with disinfectant between each session. - We ask that all participants keep at least 1m physical distance at all times. Any participant repeatedly breaching this distance will be asked to leave. - We will provide clean lavender eye pillows and covers will be changed between each session. You are welcome to bring your own eye pillow/ eye mask. - All hammocks will be disinfected with antibacterial spray between each session. - Blankets and cushions: we will provide separate sets for each session. You are welcome to bring your own blanket & cushion. - The venue has skylights that will be opened to allow more airflow in the space. PLEASE NOTE: 1) Strictly no latecomers! - Sorry, please arrive on time! Unfortunately, if you are more than 10 minutes late, you will not be allowed entry, (and there can be no refunds if you are more than 10 minutes late, very sorry!) as we need to make it a calm & peaceful space for people who are already here. 2) Please only arrive 5 minutes before the start of the session, as there is no waiting room. 3) No Refunds. No refunds are available as we need to have enough time to fill the space left. You are welcome to pass on your ticket to a friend, colleague or family member. 4) Clothing: Please wear a sleeved shirt that covers the armpits and leggings or yoga trousers that cover your knees. Wear form-fitting clothing. Please do not wear baggy clothing as they can snag and catch on the sling’s fabric causing accidents. Ensure that your clothing is "zipper free" and remove all jewellery (body piercings, watches and hair clips. These items can snag and damage the silk hammocks.

**BOOK HERE**: https://sportas.co.uk/games/46671 **Game Description:** Come and join our badminton session in Canning Town 🔥 Join our whatsapp Group: https://chat.whatsapp.com/LsLjg8CxI8MIxSFb82qkdb Music 🎶 3 courts, social session - the general ability is mid intermediate. There will be spare rackets but please bring your own racket if you do have one. 1 new tube of FEATHERED shuttles will be provided per session, plus a set of Yonex 300 plastic shuttles. 🚪 Getting Into the School 1\. The school is surrounded by a green fence\. 2\. Entrance is near the stone wall\. 3\. At the gate\, find the intercom on the right\-hand side\. 4\. Press the ‘Call’ button and wait for security to respond\. 5\. When the intercom flashes green\, push the gate open\. \-\-\- 🏸 Finding the Indoor Court 1\. After entering\, go through the visitor gate\. 2\. Follow the corridor to the end\. 3\. Look for the yellow double doors – the badminton courts are inside\! \-\-\- 🚻 Facilities 🔹 Changing Rooms & Toilets \- Located outside the court area in the corridor\. \- Male facilities – right\-hand side\. \- Female facilities – left\-hand side\. 💧 Water Points \- There are three water points in the corridor outside the court\. \- Bring a water bottle to use with the water pump\. Enjoy your game! 🏸🔥 **Rules** Games to 21 Max two games on in a row Max one game off in a row

**Hello there!** Our Face-to-Face Afternoon Classes are back this May in London! Are you learning English as a second language and looking for an opportunity to practise your English? Interested in **free, in-person classes**? We’ve got you covered! Here at **Stafford House,** our teachers-in-training are gaining hands-on experience by teaching enthusiastic English learners. Each lesson is interactive and fun, with plenty of opportunities to practise speaking, meet other learners, and improve your English along the way. We also offer **free online English classes**. Check out our other events for more information! Please see the **updated** details below! 🕑 **When:** From **4th May - 28th May (4 weeks)** ➡️**Mondays, Tuesdays, Wednesdays, and Thursdays** 2:30 p.m. – 4:30 p.m. ➡️**Fridays** 1:30 p.m. - 3:30 p.m 📍 **Where:** Stafford House London, 2 Southampton Place, WC1A 2DA (just 2 minutes from Holborn Station) 📚 **Level: Both levels available** **\- Pre\-Intermediate \(A2\-B1\)** **\- Upper\-Intermediate \(B2\)** Spaces are limited and allocated on a first-come, first-served basis. Please arrive **15- 30 minutes early** to secure your spot. We will ask for your name and email upon arrival. *Please note⚠️ confirming attendance on Meetup does not guarantee a place in the classroom.* **Please note that class times or dates may occasionally change due to the nature of the course. If this happens, we will inform you by email.** We look forward to seeing you all very soon! Got Questions? send us an email at [[teachertraining@staffordhouse.com](mailto:teachertraining@staffordhouse.com)]

Join us on May 7th from **6:00pm** for a Data Streaming meetup hosted by **[Fresha](https://www.fresha.com/)**! 📍**Venue:** **Fresha** The Tower, 207 Old Street London, EC1V 9NR 7th Floor **PLEASE bring your PHOTO ID and REGISTER with your First and Last Name, Email. Thanks!** **DOORS CLOSE AT 7PM FOR SECURITY.** 🗓 **Agenda:** * 6:00pm – 6:30pm: Food/Drinks and Networking * 6:30pm - 7:00pm: Anton Borisov, Principal Data Engineer, Fresha & Nicoleta Lazar, Sr. Data Engineer, Fresha * 7:00pm - 7:30pm: Olena Kutsenko, Staff Developer Advocate, Confluent * 7:30pm - 8:00pm: Tom Scott, Founder & CEO, Streambased * 8:00pm - 9:00pm: Q&A Networking 💡**Speaker One:** Anton Borisov, Principal Data Engineer, Fresha & Nicoleta Lazar, Sr. Data Engineer, Fresha **Title of Talk:** Apache Fluss: Streaming Storage for Real-Time Analytics **Abstract:** Apache Flink has largely solved streaming computation, but state management remains a bottleneck. Operator state—often backed by RocksDB—is scoped to individual jobs, making it hard to share state across pipelines without re-emitting it through systems like Apache Kafka. This leads to expensive joins and added operational complexity. Apache Fluss (incubating) addresses this by externalizing state into a streaming storage layer backed by S3. Its PrimaryKey tables act as upsertable key-value stores with replicated changelogs, enabling shared state tables accessible from Flink, Spark, or native clients. With Flink 2.1’s Delta Join, both sides of a join can perform lookups against Fluss-managed indexes—eliminating the need for large join state altogether. In this talk, we’ll introduce Fluss, show key use cases like CDC enrichment and bilateral joins, and share lessons from running it in production on EKS —including the trade-offs and rough edges we encountered. 💡**Speaker Two:** Olena Kutsenko, Staff Developer Advocate, Confluent **Title of Talk:** The journey of a record from Kafka topic to analytics table **Abstract:** Modern data platforms increasingly rely on streaming systems like Apache Kafka as the source of truth—but turning event streams into reliable, queryable analytics tables is far from trivial. This talk explores what really has to happen when moving data from a Kafka topic into an Apache Iceberg table. Beyond simple ingestion, we will walk through the essential steps: schema evolution, data normalization, partitioning, exactly-once guarantees, late-arriving events, and table maintenance. Using Confluent Tableflow as one concrete example, we will examine how these challenges can be addressed in practice. Along the way, we will compare alternative approaches—such as Kafka Connect sinks, stream processing pipelines, and custom ingestion frameworks—to highlight trade-offs in correctness, latency, and operational complexity. The goal is not to promote a single solution, but to provide a mental model for designing robust streaming-to-lakehouse pipelines, helping you understand what matters regardless of the tooling you choose. **Bio:** Olena is a Staff Developer Advocate at Confluent and a recognized expert in data streaming and analytics. With two decades of experience in software engineering, she has built mission-critical applications, led high-performing teams, and driven large-scale technology adoption at industry leaders like Nokia, HERE Technologies, AWS, and Aiven. A passionate advocate for real-time data processing and AI-driven applications, Olena empowers developers and organizations to use the power of streaming data. She is an AWS Community Builder, a dedicated mentor, and a volunteer instructor at a nonprofit tech school, helping to shape the next generation of engineers. As an international speaker and thought leader, Olena regularly presents at top global conferences, sharing deep technical insights and hands-on expertise. Whether through her talks, workshops, or content, she is committed to making complex technologies accessible and inspiring innovation in the developer community. 💡**Speaker Three:** Tom Scott, Founder & CEO, Streambased **Title of Talk:** *Infinite Kafka? Rethinking Retention with Iceberg* **Abstract:** Apache Kafka is designed for high-throughput, low-latency event streaming, not cost-efficient long-term storage. Yet we constantly see cases like event sourcing, audit/compliance, and large-scale reprocessing forcing that pattern onto it. As retention increases, costs grow linearly to support edge cases, one-time runs, and “checkbox” use cases. Can Iceberg help here? In this talk, Tom explores a hybrid architecture that separates hot and cold data while preserving Kafka’s log semantics. Using a combination of Kafka and Apache Iceberg, he demonstrates how to extend Kafka into low-cost object storage, enabling effectively unlimited retention without sacrificing performance or access patterns. The result is a unified log that supports both real-time processing and long-term replay, removing the traditional trade-off between cost and capability in Kafka-based systems. **Bio:** Long-time enthusiast of Kafka and all things data integration, Tom has more than 15 years of experience in innovative and efficient ways to store, query, and move data. Tom is currently CEO at Streambased, a company focused on unifying operational and analytical data estates into a single, consistent, and efficient data layer. \*\*\* If you are interested in hosting/speaking at a meetup, please email community@confluent.io

Once a month, we slow things down. No courts. No rushing. Just good food, easy conversation, and a social that actually feels… social. This is the **Second Serve Supper Club** — a more relaxed, sit-down version of the group. *** ### 📍 Venue (Croydon / easy access) We rotate between: * Cosy restaurants with bookable tables * Private/semi-private dining spaces * Quiet venues where we can actually hear each other (Final location shared after approval) *** ### 🕒 Format (Monthly Saturday) * **6:30 – 7:15pm** → Arrivals + dinner orders * **7:15 – 8:15pm** → Dinner & natural conversation * **8:15 – 9:45pm** → Games + guided social * Wrap up on time — no dragging the night out *** ### 🎲 The Twist (What makes this different) This isn’t just “dinner and hope for the best.” We structure it lightly so it never gets awkward: * Small tables (4–6 people max) * Subtle **table rotations** (optional, not forced) * Simple games that spark conversation, not competition *** ### 💬 Conversation Style No cringe icebreakers. We use light prompts that are easy to answer and easy to build on. *** ### 👥 Who this is for * People who don’t want loud, chaotic nights * People who actually want to talk and connect * People who prefer structure over randomness *** ### ✅ Approval & Attendance * RSVP approval required * Limited seats (kept intentionally small) * Priority goes to consistent attendees 👉 If you RSVP, we expect you there (No-shows affect future approvals) *** ### 💷 Cost * Small organiser fee (covers hosting + setup) * Food/drinks paid individually at venue *** ### The vibe A proper social. Not loud. Not forced. Not endless. Just a good evening, done right.

If AI tools are already becoming part of your daily life, this dinner is for you. Explore AI over dinner at a Michelin-listed London restaurant. Tools, opportunities and real conversation. **Meet2Click Curated Conversations** Each Meet2Click Curated Conversation dinner centres around a carefully chosen topic or shared interest, designed to spark thoughtful conversation and meaningful connection. **Curious about how AI is changing our lives — and want to explore it in a relaxed dinner setting?** Artificial Intelligence is evolving rapidly. New tools, ideas, and breakthroughs are reshaping how we work, create, and think. Instead of abstract debate, this evening is about sharing what we’re discovering in real life. Two days before the dinner, guests will receive a short, accessible overview of interesting AI tools — simply to spark ideas. At the table, we’ll explore: • Is AI making us smarter or lazier? • What is the most exciting real-life use of AI right now? • What should humans protect in an AI-driven world? No technical background required. **Launch Season Benefit** During our initial Meet2Click dinners, guests will enjoy **up to 50% off food** at the restaurant. This introductory benefit is available for a limited launch period. Food and drinks are paid individually, directly with the restaurant. **Details** Location: CHEZ MAL BRASSERIE & BAR, 18-21 Charterhouse Square, Barbican, London EC1M 6AH **Date: 8 April 2026, 19.30h** **Ticket price:** £15 per person *(includes your seat and contribution to the evening — food and drinks ordered and paid individually at the restaurant)* Seats are intentionally limited to encourage meaningful conversation and genuine connection. Just an open, relaxed exchange of ideas over dinner. **Additional Information:** Photos or videos may be taken during the event for promotional purposes. Should you wish to opt out, please notify the host upon arrival, and your preferences will be respected.

**BOOK HERE**: https://sportas.co.uk/games/48354 **Game Description:** This is for the ones who set the alarm, debated cancelling, and showed up anyway. We’re here to get better at badminton, at meeting people, at making the most of the time we’ve got. Every session is a challenge. Every session is a good time. And every session ends at the pub. Life’s short. Play. Meet. Repeat. Rules \- No lateness Policy \- Double Play/Mixed Play SLots Available!! 4 Intermediate 4 Upper intermediate 4 Advance Shuttle : Intermediate and Upper intermediate : Mavis 350

**Saturday 9 May** Join us for a special **Italian Garden Aperi-dinner** in one of London’s most iconic areas 🇮🇹✨ This time we’re bringing our apericena experience to a **beautiful outdoor garden** at: **Lasagneria Italiana** A brand new venue in Notting Hill, perfect for a relaxed Saturday evening with great food, drinks and a social international crowd. 🌿 **Garden vibes (5:30 – 10:00 pm)** Think warm lights, outdoor setting, Italian food, drinks and the perfect weekend atmosphere. Arrive early, stay late… this is one of those events. 🍽 **Free buffet (6:30 – 8:00 pm)** A proper Italian selection, including: • Rustici & bruschette • Penne (pesto / 4 cheeses) • Penne (genovese / amatriciana) • Cherry tomato, mozzarella & olives salad • Mixed lasagna selection 🍸 **Entry & Drinks** • **£15 entry (includes first drink + free buffet)** • **£10 for additional drinks** Simple, social and designed to enjoy the evening without stress. 📍 **Venue** La Lasagneria Italiana – Garden 42A Notting Hill Gate London W11 3HZ 🚇 **Only 80 meters from Notting Hill Gate station** 📅 **Saturday 9 May** 🕠 From **5:30 pm** ✨ Expect a friendly, international crowd, great food and one of the best Saturday atmospheres in London. 👉 **Sign up now or message Daniele on WhatsApp: 07733 273626** #ItalianApericena #NottingHill #LondonEvents #GardenParty #AperiDinner #MeetNewPeople #LondonSocial #ItalianFoodLondon #SaturdayVibes

**BOOK HERE**: https://sportas.co.uk/games/45751 **Game Description:** Come and play in a casual 6 aside game on a Sunday afternoon ⚽️ It’s a beautiful pitch with larger goals 😍 💦 Showers, changing rooms, water fountain and toilets available. **Directions:** 🚶‍♂️1 minute walk from Poplar DLR station 🚗 No designated car parking **Rules** \- Change keeper every 6 minutes \- Classic 6 aside rules \- No slide tackles\, play safe \- Respect everyone on the pitch

**BOOK HERE**: https://sportas.co.uk/games/45570 **Game Description:** Come and join a casual Friday indoor volleyball session in Shoreditch 🤘 This is a mixed ability session so standard varies from week to week 🧡 Please familiarise with the rules of the game below ⬇️ https://www.youtube.com/watch?v=hLZ44KBWEbo Pleasure adhere to these rules when entering the hall: No food or drink except water No outside footwear No chewing gum No music allowed as we don’t have license No changing on court after 8pm **Directions:** 🚶‍♂️7 minute walk from Hoxton or Shoreditch High Street overground stations 🚿Showers and changing rooms available **Rules** \- 3 teams of 6 \- 6v6 games up to 15 points \- Max 2 games in a row

We playtest all sorts of games - strategic, silly, creative, or whatever. Some games are almost done. Some are very early ideas. We test anything that will fit into 90 minutes. You don't need to bring a game - we always love to have new playtesters! Please let us know in the comments when you plan to arrive/leave and whether you are bringing a game or not. This helps us to plan the day better. The schedule is: 10am onwards - gathering, chatting 11am sharp - playing for 90 min ('slot 1') 12:30ish - break for food/chat 1pm sharp - playing for 90 min ('slot 2') 2:30ish - break for food/chat 3pm sharp - playing for 90 min ('slot 3') 4:30ish - finish up Often, we might hang around afterwards, to play some already-published games. We are strict on timings, so please try to arrive a few minutes before the session to limit disruption. You can just come for part of the day if you wish. The reason we have fixed timings for the 3 'slots' is to make it easier for folk to do so. Designers of all levels of experience are welcome! But if it's your first time, we ask that you don't bring a game and just spend some time learning how the group works. The group works based on reciprocation. If you expect to test your own game, make sure stay for long enough to play other games. As a general rule of thumb, you can expect to play one of your own games every third 90-minute session. So if you stay a whole day (3 sessions), you can expect to have one session to play your game(s). A good rule of thumb is that if you come all day, you will have one 90 minute session with two other playtesters in which to test your own games. It is sometimes possible to test games with more players. If your game requires 4 or more, please note that as standard you will be allocated half of a session (45 minutes). Pre-covid, we were getting unmanageable. As a result, we may have to limit attendees. This is a free-to-use venue, and we have to be mindful that other folk want to use the same space. Please note: This is an adults only event. We look forward to seeing you!

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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

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.

Hello podcasters! We are rebooting the Columbus Podcasters User Group this May 11th! Come join us at the Roosevelt Coffee house in Lewis Center from 6-8pm. Help us organize future meetups! Thank you **Roosevelt Coffeehouse** and the **Olentangy Brewery** for hosting our meetup!

**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)

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!