Business Analytics

!!! Please note that this meetup will be held entirely in German only !!! Weil es bei den letzten Malen so schön war, treffen wir uns diesmal wieder im **CI Space auf der Bugenhagenstraße 9, 10551 Berlin** (https://maps.app.goo.gl/dXaYKm8fkhBsxk42A). Vielen Dank an Iztok Petek, den Inhaber vom CI Space (www.facebook.com/cispaceberlin), der das wieder kostenlos für uns möglich macht - bitte dankt es ihm nach Möglichkeit mit dem Kauf von 1, 2 Getränken vor Ort! **Bitte seid spätestens 5min vor 9 Uhr da, da wir pünktlich starten werden.** Die ersten sind i. d. R. bereits ab 8:30 Uhr da, um vorab schonmal ein bisschen durchzustarten mit dem Netzwerken :)... Denkt daran **genügend Visitenkarten,** bitte mindestens eine, mitzubringen für die moderierte Netzwerkrunde - nur wenn man euch kontaktieren kann, kann man euch im Nachgang auch empfehlen! ;) **Veranstaltungsort:** CI Space (Berlin-Moabit) Bugenhagenstraße 9 10551 Berlin Nächste **U-Bahn-Station**: U9 Turmstraße oder U9 Birkenstraße (jeweils ca. 5 Gehminuten). **Start:** pünktlich 08:55 Uhr (ab 08:30 Uhr sind die ersten meist schon da) Zum nun bereits 9. Mal verschlägt es uns nach Moabit! Unser Moderator [Der Gottwald (siehe hier)](www.der-gottwald.de) lädt erneut ein und führt euch durch den Morgen. Wie immer bieten wir eine moderierte Netzwerkrunde für euch an, um neue Kontakte zu knüpfen und das eigene Business voran zu treiben, außerdem ist Zeit für etliche weitere Gespräche! Ein ca. 15-minütiger Impulsvortrag mit ganz viel Mehrwert für euch ist auch wieder eingeplant - falls ihr bei einem zukünftigen Treffen selbst einmal vortragen oder gar ein Treffen moderieren möchtet, meldet euch gern bei uns! Diesmal übernimmt [Belinda Faust](https://www.linkedin.com/in/befaust/), die euch unter die Oberfläche eures eigenen Business schauen lässt: Belinda - euer Focus Agent - unterstützt euch dabei, in einer Welt, die ständig nach eurer Aufmerksamkeit fragt, das Wesentliche vom Unwesentlichen zu trennen – bevor Zweifel euch ausbremsen oder ihr euch im Kreis dreht. In ihrem Intro zeigt sie euch, wie ihr gerade dann, wenn es komplex wird, äußere Strukturen mit innerem Fokus verbindet, sodass ihr Klarheit und Leichtigkeit gewinnt. Die leckeren Getränke, Snacks oder was auch immer euch zum Kauf animiert hat, bezahlt bitte selbst. \-\-\- **(Fast) alle** Gründer\*innen, StartUps, Freiberufler, Unternehmer und Unternehmensvertreter sind willkommen beim Business Netzwerken Meetup. Die Teilnahme ist generell kostenlos und **nicht** an eine Mitgliedschaft gebunden. **Bitte beachten:** Unternehmer mit Multi-Level Marketing-Geschäftsmodellen schließen wir von unseren Veranstaltungen komplett aus, da wir hier die Erfahrung machen mussten, dass es dabei oft nur ums Verkaufen geht, und meistens kein echtes Interesse am Netzwerken und am Gegenüber existiert. **Weiterhin** stehen wir deshalb auch allen Arten des Provisionsgeschäfts (Finanzoptimierer, Immobilienmakler, Versicherungsvertreter, etc.) extrem kritisch gegenüber und gestatten diesen keine Teilnahme an unseren Events. Solltet ihr der Meinung sein, ihr fallt nicht in diese Kategorie, obwohl ihr in einer der genannten Branchen arbeitet, so sprecht uns bitte im Vorfeld an. Wir freuen uns darauf, auch **dich** persönlich kennenzulernen und dir bei der Entwicklung deines Geschäfts weiterzuhelfen!

**Registration only via Eventbrite:** [👉](https://www.meetup.com/de-DE/berlin-digital-business-network-sibb/events/313709910/?eventOrigin=group_events_list) https://www.eventbrite.de/e/1987130518874 👈 A bra for the pelvic floor, why test users broke into tears, and how to survive a one year funding delay. A must attend! ### What do you do, when a secured financing solution is not happening? You need to be creative and resilient. Developing the first bra for the pelvic floor, Anna shares strategies of how to overcome hurdles when developing a hardware and even health-related product. We will talk about prototype development, financing strategies, requirements for industry pilots and why users broke into tears during their famous test sessions. The story of Yeda is powerful in many ways. Join us for one of the most interesting founder stories of the Berlin Capital Region. 🚀 **Attention founders:** The SIBB Incubator supports startups focused on cybersecurity, deep tech, and responsible AI. Secure up to €100,000 in equity-free funding, personalized mentoring, and access to the SIBB expert network. Apply now through May 4 at: [sibb.de/incubator](https://sibb.de/incubator "https://sibb.de/incubator") #### 💡 What You Will Learn * How to **develop** a **hardward** product close to the market * How to attract **funding** and cope with a **financing** **delay** * How to **use** **convertible** **loans** to navigate the **funding** **journey** of your startup A big thank you to the **SIBB** **Incubator** for sponsoring this event! The program supports founders in the fields of cybersecurity, trustworthy AI, and deep tech. **Apply by May 4 at [sibb.de/incubator](https://sibb.de/incubator "https://sibb.de/incubator")** #### 🧑‍🏫 Speakers **Anna Maria Ullmann - Co-Founder and CEO at Yeda** * Building personalized FemTech solutions for **pelvic floor health** * Passionate about advancing **women’s health innovation** * Brings experience in **building and scaling startup teams** * Focused on turning health challenges into **practical, user-centered solutions** ***moderated by: Etta Dannemann in*** ***her role as head coach*** Etta Dannemann moderates the event in her role as Startup Coach at the SIBB Incubator. As a solopreneur, trainer, and architect by education, she loves creating new things — but even more, supporting others as they build and grow. Etta is passionate about empowering women in tech, helping them turn their ideas into action and leave their unique mark on the world. #### 🎯 Who Is This Event For * **Aspiring female founders** who want to learn from founders further along in their journey * Founders planning to raise a **funding round** and looking for practical tips and insights * Founders interested in finding out whether the **Berliner Startup Stipendium** is right for t **Registration only via Eventbrite:** [👉](https://www.meetup.com/de-DE/berlin-digital-business-network-sibb/events/313709910/?eventOrigin=group_events_list) https://www.eventbrite.de/e/198713051887

We are excited to feature **Marzieh Fadaee**, who is currently Head of Cohere Labs at **cohere** and will discuss "**Scaling LLMs Across Languages**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.** Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free. **Who is this event for?** This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning. **Abstract**: Scaling has driven progress in language models, but improvements in peak performance often fail to translate across languages. In this talk, I show how multilingual models expose the limits of scale and highlight the importance of balanced performance. I argue for a shift from optimizing peaks to lifting the floor, through better data, design, and evaluation illustrated through Tiny Aya. **Bio**: Marzieh Fadaee is the Head of Cohere Labs, where she leads research on fundamental problems in artificial intelligence. Her work spans multilingual language models, data-efficient learning, model evaluation, and trustworthy AI, with a focus on building systems that are robust, inclusive, and globally impactful. She co-leads the Aya initiative that brought together over 3,000 collaborators worldwide to create the world's largest multilingual instruction dataset and the development of a series of state-of-the-art multilingual language and vision models. Before joining Cohere Labs, Marzieh was the Research Lead at Zeta Alpha Vector, where she pioneered innovative approaches to knowledge discovery and organization. She holds a PhD from the University of Amsterdam where she conducted foundational research on neural machine translation. Her research has been published in top venues such as NeurIPS, ACL, EMNLP, and ICLR, and she frequently serves as a mentor and advisor in the global AI research community. We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This summer 2026, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from cohere, ETH Zürich, University of Oxford, HuggingFace, and Stanford University. Website: [https://bliss.berlin](https://bliss.berlin/) Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin) Disclaimer: By attending this event you agree to be photographed.

You built, you broke, and now you will learn! Agentic coders are a major breakthrough for developers, making work easier (then at times more challenging!) Think about how these tools evolved from providing simple code blocks to actively rewriting the code inside IDE. As we, developers, engineers and designers, who are still learning how to use them, we need to understand the reasoning behind these tools and follow some best practices. **Kiro Bootcamp - Learn from the Experts** In light of all these, we kept our promise and are happy to organize a half-day long Kiro Bootcamp for you. Thanks to **Rackspace Technology** we will be gathering in WeWork, inviting experts from AWS to introduce you Kiro, explain the critical parts, help with getting the most out of it. This is a hands-on workshop with a practical deep dive into starting-up, running and optimizing Kiro. You work through independent tasks that you can pick and choose from, learning how to build, deploy, and operate your ideas on Kiro IDE. By the end of the workshop, we aim that you understand how Kiro works, what things you have to take into account at spec-driven development, and how you can integrate your Kiro IDE to external and internal tools. This workshop is aimed at developers, designers, cloud specialists and product developers. While it is not necessary to have extensive knowledge on AI development, it is ideal that you install Kiro in your device and try to build some minor projects in advance. **When?** 5th of May\, Tuesday\,\| 12:00 \- 17:00 **Where?** WeWork - Stresemannstraße 123, 10963 Berlin **How?** Fill out this form to apply. Limited seats are available. You can only participate in the workshop if you receive a confirmation mail from us (**kadir@berlinawsug.de**). You need to bring your own laptop to this workshop. ❗**Registration - Read Carefully**❗ Participation is free of charge. Your Kiro resource usage is also covered. You will be provided a sandbox Kiro account. Therefore, you won't need an AWS account! ❗Please register with your full name by filling out this form: **[https://forms.gle/PedkUUfJwVxoujVr8](https://forms.gle/PedkUUfJwVxoujVr8)** ❗You need to bring your own laptop to this workshop. Make sure AWS CLI is installed. Contact us if you're not sure how. ❗A confirmation e-mail from Meetup is not relevant. **You can participate only if you receive a confirmation from us: kadir@berlinawsug.de** \-\-\- **Additional Information** **This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details. Would you like to host AWS UG Event at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG MeetUp? [Submit your topic here](https://bit.ly/aws-talk)

Do you like to play football - but relaxed and not with competitive or aggressive players? Are you a bit lazy, a bit old, a bit unfit or not so talented? Are you tired of insecure bros who only want to show off their skills? **Then [Lousy & Lazy Football](https://www.instagram.com/landlsc/) is the right thing for you!** We are a group of friendly people who just want to have a relaxed kick. All genders, ages (+18) and nationalities welcome. **Feel free to join the waitlist even if it seems long - sometimes we make the event larger and play on two pitches (24 players, four teams) or even three pitches (36 players, six teams), depending on demand.** Note: **We do not allow high-studded football boots during our sessions.** To avoid injuries, we only play with "Multinocken" (multistuds) or shorter. Please have a look here: [link](https://www.11teamsports.com/de-de/fussballschuhe/multinocken/). Rules for lazy & lousy football 1. **Don’t be competitive** 2. **No hard tackling/sliding challenges** 3. **Support new players by giving them the time and space to play the ball** 4. **Don’t dribble past multiple players (trying to take on a player is fine but at no point should you be trying to dribble past multiple players).** 5. **Don’t close down the defenders too quickly. Give the team a chance to play the ball out.** 6. **Rotate the goalkeeper** 7. **Be a teamplayer** Waiting list: This meetup is for members of the Lousy & Lazy Sport Club. If you want to try out our lousy & lazy sport events, you can do a trial run (Probetraining).

Join us for our next Berlin Collaborative Modelling session — a hands-on workshop where we'll build a Context Map from scratch. Context Maps make the big picture of a system explicit: which bounded contexts exist, how they relate to each other, and where the friction, dependencies, and power dynamics between teams actually live. They help you make better decisions about integration strategies, team ownership, and where to invest in clean boundaries versus where to accept pragmatic compromise. To get there, we'll use Event Storming as our starting point — laying out domain events to discover natural clusters of behavior, then drawing boundaries around them to identify candidate bounded contexts and subdomains. From there, we'll sketch out the relationships between contexts and discuss what patterns like Customer/Supplier, Conformist, or Anti-Corruption Layer look like in practice. What to expect: This is a collaborative, stickies-on-the-wall kind of evening. No laptops needed, no prior DDD experience required — just curiosity about how to make sense of complex systems. We'll work through a shared example domain together, so everyone starts from the same place.

It's all about getting to know new people from your favorite industry. So if you are interested in Motion Design, 2D or 3D Animation, CGI, Illustration or any related field, feel free to join us. Grab a beer in a relaxed atmosphere, have a nice chat about key frames or discuss your next project! Beginner or expert – wir freuen uns auf dich!

Wir laden zum ersten Meetup der Analytics Pioneers in den neuen Räumlichkeiten von mohrstade in Potsdam! Am 07.05. begrüßen wir euch um 17:00 Uhr in der Kurfürstenstraße 21, 14467 Potsdam. Auf folgenden Vortrag (auf Englisch) dürft ihr euch schon mal freuen: **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Fragen und Austausch sind jederzeit und auch im Anschluss willkommen. Getränke und Snacks stehen kostenlos für euch bereit. Wir freuen uns auf einen entspannten Abend mit euch! ........................................................................................................................................ We invite you to the first Analytics Pioneers Meetup in the new offices of mohrstade in Potsdam! On 7 May we welcome you at 5:00 PM at Kurfürstenstraße 21, 14467 Potsdam. You can already look forward to the following talk (in English): **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Questions and discussion are welcome at any time, including afterwards. Free drinks and snacks will be available for you. We’re looking forward to a relaxed evening with you!

The course will start this Saturday at 10am. It will be in studio R at CCB studios. [https://maps.app.goo.gl/rFovxE7eG7HV6uB46](https://maps.app.goo.gl/rFovxE7eG7HV6uB46). Buzz for CCB studios and then walk through to the second courtyard. We will try to start right around 10. There will be tea available. Please dress in comfortable clothes, maybe wearing a few layers. Theres some blankets, yoga mats, cushions and chairs in the room that you can use. The plan will be for us to do some small discussions at the top and then start discussing theory before doing some meditations of increasing length and then closing with some time for Q & A. We will take a short break in the middle as well. The plan is to go from 10-12 roughly but we may end a little closer to 11:30 depending. This week will function primarily as a simple introduction to meditation and some topics in the space but we will also discuss what the Jhanas are. Looking forward! Any questions please just message me.

Wir laden zum ersten Meetup der Analytics Pioneers in den neuen Räumlichkeiten von mohrstade in Potsdam! Am 07.05. begrüßen wir euch um 17:00 Uhr in der Kurfürstenstraße 21, 14467 Potsdam. Auf folgenden Vortrag (auf Englisch) dürft ihr euch schon mal freuen: **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Fragen und Austausch sind jederzeit und auch im Anschluss willkommen. Getränke und Snacks stehen kostenlos für euch bereit. Wir freuen uns auf einen entspannten Abend mit euch! ........................................................................................................................................ We invite you to the first Analytics Pioneers Meetup in the new offices of mohrstade in Potsdam! On 7 May we welcome you at 5:00 PM at Kurfürstenstraße 21, 14467 Potsdam. You can already look forward to the following talk (in English): **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Questions and discussion are welcome at any time, including afterwards. Free drinks and snacks will be available for you. We’re looking forward to a relaxed evening with you!

Register here 👉 https://bettermile.com/last-mile-meetup-event Expect inspiring success stories, practical frameworks, and forward-looking perspectives on harnessing technology to reimagine parcel delivery. 📅 Date: 6th May, 2026 🕕 Time: 6:00 PM 📍 Join us in Berlin (Better Space) & Online Let’s connect, learn, and shape the next chapter of last-mile logistics together. In this #12th edition, we explore the AI-Powered Autonomous Parcel Journey - from Depot to Doorstep. Together, we’ll trace how a fully automated last-mile delivery system comes to life: AI-driven route design and agentic dispatching by **Bettermile’s Better Planner,** **Neolix’s autonomous delivery vehicles** handling the final stretch, and intelligent warehouse automation powered by **Flink’s Robotics**. Expect honest conversations, live demonstrations, and a comprehensive overview of how automation and intelligence are reshaping parcel logistics and the future of last-mile delivery. Note: Photographs and video recordings will be made during the event for documentation and promotional purposes. If you prefer not to appear in any visual material, you can participate online without being recorded. Looking forward to seeing you there and sharing insights that matter! [#lastmile](https://www.linkedin.com/search/results/all/?keywords=%23lastmile&origin=HASH_TAG_FROM_FEED) [#lastmilemeetup](https://www.linkedin.com/search/results/all/?keywords=%23lastmilemeetup&origin=HASH_TAG_FROM_FEED) [#berlinmeetup](https://www.linkedin.com/search/results/all/?keywords=%23berlinmeetup&origin=HASH_TAG_FROM_FEED)

**Build & Learn: AI with Coffee ☕ — Build & Share** This is a monthly meetup where we focus on real things people are trying to build — from work problems to personal ideas. We’re here to help you get started, meet other builders, and share what you’ve been working on. **🟡 Part 1 — Getting Started** If you’re a beginner: We’ll walk you through how to begin (tools, ideas, simple paths) Show examples of what others are building Help you take your first step **🟡 Part 2 — Builder Showcase** If you’re already building: You can present what you’ve been working on (5–10 minutes) Share challenges and lessons learned Get feedback from the group **⚠️ Limited Spots** This is a small group on purpose. Please only sign up if you actually plan to come. **Want extra help?** If you’re feeling stuck or thinking about transitioning your career, you can book a 1:1 session 👉 *[Calendly link](https://calendly.com/lindseypeng/workflow-clarity-call)* or join the community 💬 [Discord](https://discord.gg/dPnmzcCP8w)

We will be hosting our May Meetup. Thanks to Amazon for sponsoring us. Please note that you have to show sign up with your real name and show a Photo ID to the building security before entering the building. Every visitor will have their photo taken that will be printed on their paper visitor badge. This is a requirement from the building security. If you are not ok with that, please do not sign up. You can not bring a +1, everyone needs to sign up. Please only sign up if you plan to come, we will keep notes. *Excited to announce our talks:* **pg_lake: Unifying transactional and analytical data with Postgres** by Celeste Horgan, Sr. OSS Developer Advocate at Snowflake. The common wisdom goes: data is either transactional or analytical, and workloads are OLTP and OLAP-shaped to match. The reality of generating and using data is different, and often we need a bit of both. The pg_lake extension brings OLAP workloads to OLTP Postgres. This talk will explore the pg_lake extension, including how to build it, and demos of using it with modern data workloads in object storage like Amazon S3. We’ll create simple data pipelines with no ETL and high performance analytics. **I Didn't Know Postgres Could Do That!** by Robert Treat, Principal Database Engineer at AWS and PostgreSQL Major Contributor. PostgreSQL is often thought of as "The Database for DBAs", but what more and more developers are finding out is that what makes Postgres "The Worlds Most Advanced Open Source Database" is its wide array of features, many of which are really geared towards engineers building applications on top of Postgres. In this talk, we'll look at some of the features in Postgres you may not have seen in other database systems, and talk about how you can make use of those features in your applications. Queries, indexing, data types, and more will all be up for discussion as we show you examples of just what Postgres can do.

Amazon Aurora DSQL is a groundbreaking technology that has a potential to re-define the entire DBMS solutions. Yet there are lots to uncover, lots to learn on the resource! Therefore, we are inviting you experts on Aurora DSQL with an engaging hands-on workshop to experiment uses of Aurora DSQL, and also learn on the topic. **Build a Multi-Region, Active-active Rewards App with Aurora DSQL** In this workshop, get hands-on experience with Amazon Aurora DSQL, a serverless distributed SQL database that delivers active-active high availability. Learn how to build a retail rewards points application with active-active resiliency across multiple Availability Zones and two Regions. Explore how ACID transactions and active-active replication work in Aurora DSQL. Discover best practices for data model and application design and more. You must bring a laptop to participate. This is a hands-on workshop with a practical deep dive into Amazon Aurora DSQL. You work through independent tasks that you need to complete, with support of AWS Facilitators. The event will also begin with an expert talk: "The Evolution of Resilience - Lessons Learned from 25 Years of Infrastructure Architecture" - further details ahead! **When?** 7th of May\, Thursday\,\| 12:30 \- 18:00 **Where?** AWS Office - BER 21 - Tamara-Danz-Str. 13, 10243 Berlin. **How?** [Fill out this form ](https://forms.gle/CMoz6qGraX8HBHVU6)to apply. Limited seats are available. You can only participate in the workshop if you receive a confirmation mail from us (**kadir@berlinawsug.de**). You need to bring your own laptop to this workshop. ❗**Registration - Read Carefully**❗ Participation is free of charge. Your workshop resource usage is also covered. You will be provided a sandbox AWS account. Therefore, you won't need an AWS account! ❗Please register with your full name by filling out this form: [Registration Form](https://forms.gle/CMoz6qGraX8HBHVU6) ❗You need to bring your own laptop to this workshop. Make sure AWS CLI is installed. Contact us if you're not sure how. ❗A confirmation e-mail from Meetup is not relevant. **You can participate only if you receive a confirmation from us: kadir@berlinawsug.de** \-\-\- **Additional Information** **This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details. Would you like to host AWS UG Event at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG MeetUp? [Submit your topic here](https://bit.ly/aws-talk)

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.

You have heard about AI. You know it can benefit your business. \- Can it save you time? \- Respond to customers faster? \- Allow you to take extra profits? Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals. Free. No hype. Just discussing how AI can be implemented in your small business. Rise Commercial District 1509 Blatt Blvd Gahanna, Ohio 43230 Conference Room: Once inside building, conference room is down the left hallway

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

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!

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

**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.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.