Context Driven Testing

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)

**Two talks. One founder story. One reality check on AI. No fluff.** **=== Please see the English version below ===** Vraćamo se sa 7. okupljanjem ljudi iz sveta tehnologije i preduzetništva iz bivše Jugoslavije (ex-YU), u organizaciji [Nemačkog kutka](https://nemackikutak.com/) i [Serbian Entrepreneurs](https://www.serbianentrepreneurs.com/). Događaj se održava na engleskom jeziku i otvoren je za sve - bilo da dolazite iz regiona ili ste deo šire zajednice. **\# Datum i lokacija** • Sreda, 6. maj 2026 • cognee.ai – Prilaz 4, 1. sprat, Paul-Lincke-Ufer 39–40 • Početak: 18:00 **\# Predavači i teme** Dva predavanja. Jedna osnivačka priča. Jedan ozbiljan pogled na veštačku inteligenciju. Sirovo, bez ulepšavanja. **Milica T. Jovanović** je senior istraživač korisničkog iskustva sa više od dve decenije iskustva u dizajnu, istraživanju i razvoju proizvoda. Bavi se razumevanjem stvarnog ponašanja korisnika i pretvaranjem uvida u bolje odluke u razvoju proizvoda, uz poseban fokus na ulogu veštačke inteligencije u istraživanju. U ovom predavanju, Milica govori o tome da li veštačka inteligencija treba da zameni istraživače korisničkog iskustva — gde daje rezultate, gde ne i šta se usput gubi. Takođe će pokazati kako se veliki jezički modeli mogu koristiti u istraživanju bez stvaranja lažnog osećaja sigurnosti. • **Tema:** Istraživač vs. mašina: Da li veštačka inteligencija može da zameni istraživanje korisničkog iskustva? **Jovan Stevović** je izvršni direktor i suosnivač kompanije Chino.io. Živi između Italije i Nemačke i radi u jednom od najzahtevnijih regulatornih okruženja — digitalno zdravstvo. Doktorirao je u oblasti inovacija u zdravstvu i ima više od deset godina iskustva u industriji, radeći na preseku veštačke inteligencije, usklađenosti sa propisima i razvoja proizvoda. U ovom predavanju, Jovan deli iskustvo izgradnje i prodaje kompanije. Od ideje, prvih odluka i obezbeđivanja finansiranja do toga kako zaista izgledaju prodaje kompanija iza kulisa. Iskustvo iz prve ruke koje nijedna knjiga ne može da prenese. • **Tema:** Od nule do prodaje: realna slika preduzetničkog puta **\# Program događaja** * **18:00 - 18:30** Ulaz i upoznavanje * **18:30 - 18:40** Uvodna reč * **18:40 - 19:00** Milica T. Jovanović: Istraživač vs. mašina: Da li veštačka inteligencija može da zameni istraživanje korisničkog iskustva? * **19:00 - 19:15** Pitanja i odgovori * **19:15 - 20:00** Umrežavanje uz hranu i piće * **20:00 - 20:20** Jovan Stevović: Od nule do prodaje: realna slika preduzetničkog puta * **20:20 - 20:35** Pitanja i odgovori * **20:35 - 20:45** Završna reč * **20:45 - 21:15** Umrežavanje uz hranu i piće * **21:15 - dalje** Prelazak u obližnji kafić na druženje i piće **\# Registracija** Ulaz je besplatan zahvaljujući cognee.ai, koji sponzoriše događaj i podržava zajednicu. Broj mesta je ograničen na 80 učesnika. Molimo vas da potvrdite dolazak kako bismo mogli da isplaniramo prostor, hranu i piće. Gradimo, delimo i podržavamo jedni druge. Vidimo se! **==================================================================** **======================== ENGLISH VERSION ========================** **==================================================================** We're back with the 7th gathering of builders, founders, and tech folks from the former Yugoslavia (ex-YU), organized by [Nemački kutak](https://nemackikutak.com/) and [Serbian Entrepreneurs](https://www.serbianentrepreneurs.com/). The event is held in English and open to everyone - whether you’re from the region or just part of the broader scene. **\# Date and Location** * Wednesday, May 6, 2026 * cognee.ai - Courtyard 4, 1st Floor, Paul-Lincke-Ufer 39-40 * Start: 18:00 **\# Speakers and topics** **Two talks. One founder story. One reality check on AI. No fluff.** **Milica T. Jovanović** is a Senior UX Researcher with over two decades of experience across design, research, and product. She focuses on understanding real user behavior and turning insights into better product decisions, with a growing interest in the role of AI in research workflows. In this talk, Milica explores whether AI should replace UX researchers: where it works, where it fails, and what gets lost along the way. She shares how to use LLMs in research without falling into the trap of false confidence. * **Talk:** Researcher vs. The Machine: Should AI replace the UX researcher? **Jovan Stevović** is the CEO and co-founder of Chino.io, living between Italy and Germany and operating in one of the toughest regulatory environments: health tech. With a PhD in healthcare innovation and 10+ years in the industry, he operates at the intersection of AI, compliance, and product. In this talk, Jovan shares a raw perspective on building and selling a business: from day zero decisions and fundraising to how exit deals are actually structured behind the scenes. First-hand experience no book can teach. * **Talk:** Day Zero to Exit: The Founder’s Full Circle Reality Check **\# Timetable** * **18:00 - 18:30** Entry & networking * **18:30 - 18:40** Opening note * **18:40 - 19:00** Milica T. Jovanović: Researcher vs. The Machine: Should AI replace the UX researcher? * **19:00 - 19:15** Q&A * **19:15 - 20:00** Networking with food and drinks * **20:00 - 20:20** Jovan Stevović: Day Zero to Exit: The Founder’s Full Circle Reality Check * **20:20 - 20:35** Q&A * **20:35 - 20:45** Closing Note * **20:45 - 21:15** Networking with food and drinks * **21:15 - open end** Moving to a nearby café for socializing and drinks **\# Registration** Admission is free thanks to **cognee.ai for sponsoring the event and supporting the community**. Spots are limited to 80 participants. Please confirm your attendance so we can plan space, food, and drinks accordingly. Let’s keep building, sharing, and supporting each other - excited for what’s ahead!

Head to Mein Freund Harvey, a retro-themed bar specializing in cocktails, and enjoy a curated standup comedy open mic with Berlin's best comedians. Arrive at 7:00 PM and enjoy top-notch spirits, cocktails, and wine before the show. At 7:30 PM, your host will give you pen and paper to write down your secrets (anonymously) for public airing at the end of the show. At 8:00 PM, sit back and enjoy a 60-minute show with no break. The setting is fun, friendly and the bar is perfect for dates and hanging out with friends. Come Laugh With Us! Produced and Hosted by Tyrone Stallone Tyrone is a California native who travels the world and does comedy. Known for his irreverence and quick wit, Tyrone is a favorite in the Berlin scene where people need a laugh, and need to laugh hard. He has opened for comedy greats like Sam Jay, Ari Shaffir, Tom Rhodes and Phil Nichol. Tyrone hosts several shows around Berlin. He has been featured on Vice, Berliner Zeitung, Berliner Kurier and Radio Eins. with GUEST COMEDIANS annouced on IG stories @tyronestallone [https://www.instagram.com/tyronestallone/](https://www.instagram.com/tyronestallone/) MEIN FREUND HARVEY Kulmer Str. 20A, 10783 Berlin, Germany - S/U-Yorckstraße, U-Kleistpark, U-Bülowstraße Cosy, friendly, sophisticated bar with a huge range of whiskies and cocktails. Arrive early to enjoy something special. Non-smoking inside. Seating out front for smoking. Performance space in the back room with a limited capacity of 22, so get your tickets early. CARD PAYMENT ONLY Tickets 10 Euros Purchase Here: [https://www.eventbrite.com/e/dirty-laundry-stand-up-and-air-out-in-english-wtyrone-stallone-tickets-1703122578479?](https://www.eventbrite.com/e/dirty-laundry-stand-up-and-air-out-in-english-wtyrone-stallone-tickets-1703122578479?)

Get ready for the **Superbooth Special** May iteration of our monthly meetup! With the Superbooth trade show bringing many audio enthusiasts and professionals to Berlin, we're seizing the opportunity to host a larger gathering. This month, we're moving to a bigger venue, **ForumFactory**, to accommodate up to 200 attendees, with a special focus on networking and community connection. We have an exciting line-up featuring two talks from industry experts: * **Juanpe Bolívar - CTO at BRONZE** (long talk) In this talk we'll learn about persistence (immutable) data-structures and how they can be used to implement novel software architectures that make our software more efficient and responsive, but also easier to understand and modify. We will also how to efficiently persist these data structures across sessions, a novel technique in Immer, unseen in other implementations, that open the door to all new use-cases. We will also briefly show the Bronze Composer, a complex piece audio software that leverages these techniques. * **Tobias Lønnerød Madsen -** [moonbase.sh](https://moonbase.sh/) (short talk) Commercialising Audio Plugins - Going From Development to Sales and Beyond Following the talks, there will be ample time dedicated to networking. Come meet other local (and visiting!) audio nerds and C/C++ programmers. Network or talk shop – all levels of skill are welcome in the group. **Food & Drinks:** Free pizza will be provided as usual! Please note: for this special event, **drinks will not be complimentary**. However, there will be a bar at the venue where you can purchase beverages. Doors open at 6 pm, talks will start at 6.30 pm. We're looking forward to seeing many familiar and new faces for this special Superbooth edition!

🚨🚨🚨🚨 IMPORTANT [Registration Link](https://luma.com/6k5t7qio) 🚨🚨🚨🚨 Registration via **luma** https://luma.com/6k5t7qio 🌍 ABOUT THIS EVENT Join us for our next Berlin AI Builders Workshop, organized by GDG Berlin and hosted at Ojin AIxHaus. This session is all about hands-on learning and real-world experimentation. We’re bringing together developers, engineers, and AI builders for a practical deep dive into multimodal AI — with live demos, guided exercises, and plenty of room to build. Whether you're exploring multimodal systems, working with modern AI stacks, or just curious to get your hands dirty, this one is designed for you. 📍 EVENT DETAILS • Location: Ojin AIxHaus — Chausseestraße 36, 10115 Berlin • Date: Wednesday, May 6, 2026 • Time: 18:00 – 21:30 (GMT+1) ⚠️ CAPACITY • Limited spots available \~ 50 🚨 IMPORTANT 🚨 • Entry is first come, first served — arriving early is recommended 🎤 AGENDA 18:00 – Doors Open Get settled, grab a drink, and meet fellow builders 18:30 – 18:40 — GDG Berlin Welcome 18:40 – 18:55 — Ojin Introduction & Platform Demo 18:55 – 21:00 — Workshop : Hands-on Introduction to Multimodality • By Antonio Rueda-Toicen — Senior Developer Relations Manager @ NVIDIA 🌇 Rooftop Networking from 21:00 onwards 🥨🍹 FOOD & DRINKS Drinks and snacks will be provided (No warm food for this event) ☁️ GOOGLE CLOUD CREDITS We’re planning to offer Google Cloud credits to attendees so you can explore and experiment on GCP after the event. Activation details and instructions will be shared on-site. 🏢 ABOUT THE VENUE Ojin AIxHaus — The Human AI Company, a collaborative community space in Berlin Mitte where scientists, machine learning engineers, founders, creators, and AI enthusiasts come together to build the future of AI. Ojin AIxHaus is free to join and is currently curating its 2026 events calendar. Have an idea for a meetup, workshop, or hackathon? Bring your fire — they bring the space 🔥 👉[ https://ojin.ai/community](https://ojin.ai/community) 🙏 THANKS & CREDITS A big thank you to Ojin AIxHaus for hosting and supporting the Berlin AI community And a huge thanks to everyone helping make these events possible 💙

Join us the first Wednesday of each month for Art O'Clock! A show-and-tell style event for local artists to share a piece of work and answer questions from the audience. Whether it's fine art, performance art, or media productions, we'd love to see what you've been creating. If you are interested in sharing at Art O'Clock, send us a message. We hope to see you there! :)

**This is 100% non-profit. The 15€ sign up fee for everyone is only to minimize last-minute cancellations. The total sum goes to a bar-tap that everyone can use to order drinks until the amount is used up. ‼️NO REFUNDS‼️** **‼️Please don't just show up without RSVPing here and paying the 15€. We have a separate room that has limited capacity and a specific drinks agreement with the bar - so splitting up the bill won't become a mess.‼️** **Small update on how your money get's used from May 2024 onwards:** As of this month, meetup.com has started charging me 34€ instead of 16€ per month. I've decided to distribute this fee evenly among all us participants every month. Example: In the last 12 meetups, the average number of attendees was 17. With 17 attendees I would effectively collect 230€ (after fees). I would now substract 34€ leaving us with 196€ that go to the bar. 15% get's tipped to the wait staff, in this case 30€, leaving us with 166€ effectively to order drinks. Hope everyone is cool with this system. :) Website: https://www.pberg-engineers.me WhatsApp groups: Please come and join us on WhatsApp! \- "PBerg Engineers \- NEWS" \- Only organizers can post announcements or polls \-\> https://chat\.whatsapp\.com/EqMJMmlCZO6LOOfAoG4yTj \- "PBerg Engineers \- DISCUSS" \- Everyone can post \-\> https://chat\.whatsapp\.com/LPuo76J83gF6IZMLUcM4u2 Please join those groups now if you're interested. :) All skill/education-levels welcome! :) Lightning Talks: \- TBD We'll also have a brief "Jobs: Lost & Found section". **Location:** From the street you will have to enter the right hand Cafe Chagall (yes, there are 2). Then, you go upstairs and our private room is in the far end corner of the building. We are a relaxed, non-formal meetup of like-minded software engineers who want to always keep learning and want to meet in physical reality over a drink or two. Prenzlauer Berg, Berlin is home to some of the most talented software engineers in the world, and every month, they come together for an exciting knowledge sharing meetup. This meetup is a chance for attendees to learn from each other, share their experiences, and gain new insights into the world of software engineering. The atmosphere is friendly and welcoming, and the discussions are always engaging and thought-provoking. Whether you're a seasoned veteran or just starting out in your career, you'll find something valuable at this meetup. Don't miss out on your chance to connect with like-minded professionals and advance your knowledge of software engineering. Sign up for the next event now! **Website:** https://www.pberg-engineers.me **WhatsApp groups:** Please come and join us on WhatsApp! \- "PBerg Engineers \- NEWS" \- Only organizers can post announcements or polls \-\> [https://chat.whatsapp.com/EqMJMmlCZO6LOOfAoG4yTj](https://chat.whatsapp.com/EqMJMmlCZO6LOOfAoG4yTj) \- "PBerg Engineers \- DISCUSS" \- Everyone can post \-\> [https://chat.whatsapp.com/LPuo76J83gF6IZMLUcM4u2](https://chat.whatsapp.com/LPuo76J83gF6IZMLUcM4u2) Please join those groups now if you're interested. :)

Here we go again! The OWASP Berlin organizing team is happy to welcome you to the Wolt office at Stralauer Allee this time. Join us for an evening of knowledge sharing, networking, and discussions on all things IT Security. Whether you’re a seasoned security professional or just starting out in the field, this is a great opportunity to connect with the community and learn from experts. **The Talks** * *When Git History Lies: Commit-Date Spoofing as Malware Cover*, Sarthak Taneja * *From Prompts to Production: Finding Business Logic Failures in AI-Generated Applications at Scale*, Nohé Hinniger-Foray, Escape * *Having fun with Domains: ccTLDs, gTLDs, sTLDs, eTLDs ...*, Tim Philipp Schäfers, Mint Secure

How we built an AI Agent on Restack driving 1M visitors/mont Join us on May 7th, for an exciting session, which will aim to help you optimze your workflow using AI in your SEO work. The session will be held at the **Buzzmatic Office, Schönhauser Allee 149**, from **9:30 to 11:00**. Enjoy **free attendance,** some lovely **breakfast** and great conversation! This Rise and Rank Event will be hosted by the external speaker Andrés Tapia. Andres is CEO and co-founder of https://www.restack.io/, a platform for building AI agents that run for weeks or months on autopilot. Andrés works daily with companies replacing manual workflows with autonomous agents. Restack built an AI agent that automates their entire SEO content pipeline, from keyword research to publishing. In this talk, Andrés will walk through exactly how he built it on Restack, what it does, and how it scaled their organic traffic to 1M new visitors per month. Bring yourself, a good mood and any thoughts or questions you have on the subject. We look forward to seeing you there and hearing your thoughts!

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)

Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease. This walk is a simple reset. We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment. No apps. No performance. Just a clear space to slow down and notice what is happening. If you want to slow down without withdrawing from life, join a Chitta Walk. ✨ **What to expect (approx. 90 minutes):** * A short arrival and orientation * A guided silent walk (phones off, no conversation) * One concise science-based impulse on attention or stress * Optional reflection in pairs or small groups * A simple takeaway or experiment for daily life 🚶**Who this is for:** * Professionals, creatives, and people in transition. * People who feel mentally busy and want more clarity and balance. * Those curious about mindfulness, but grounded and practical. * Anyone comfortable with silence and gentle self observation. 🔔 **Practical notes:** * Duration: 60-90 minutes * Wear comfortable shoes and weather-appropriate clothing * No prior experience needed * Group size is limited to keep the space quiet and focused 🧭 **Facilitator:** My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction. 🤔 **Why Chitta Walks?** Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense. Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world. The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it. 🌿 **Possible effects:** A calmer nervous system. Clearer attention. A felt sense of being more present in your body. Subtle insights into how your mind reacts under everyday conditions. A quieter, more grounded way of moving through the city. **Come as you are. Walk. Notice. Leave with a little more space inside.**

Join us for a hands-on, collaborative **4-hour workshop** where we use LLMs to code. We will be implementing the following 3 exercises: [connect four](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/connect-four) [amazon locker](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/amazon-locker) and [elevator](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/elevator) ### **What we will do** We will use the LLM (any free one, like chatGPT) to write code that solves a given problem. Our goal is to not write code by hand, and to produce an application that passes a set of specifications. ### 🛠 **Share ideas about agentic coding** We will be practicing our agentic coding skills: * bring a laptop with Java or Golang installed * know how to code in either Java or Golang * share and explore ideas about how to use LLMs to create production-ready applications ### 💬 **Atmosphere & Logistics** The workshop is **free**. There will also be a 20 min pause, if you want to order snacks.

Join Aiven and Google Cloud for a hands-on lab to learn building data infrastructure for AI applications in production, and how to run OpenSearch in production for AI and GenAI workloads. ***IMPORTANT: Please register on* \*\*\*[HERE](https://bit.ly/4sLWiua) \*\*\**to secure your sport.*** This interactive, instructor-led workshop is designed for developers and data engineers who want to build and run real-world data pipelines using open source tools. Note: Bring your laptop, we’ll be shipping code together. Agenda: \* 5:00pm\~5:30pm: Check-in, Food, Networking \* 5:30pm\~7:30pm: Tech talks and Hands-on Workshop \* 7:30pm\~8:00pm: Q&A, wrap-up ⚡️ Workshop 1 — Foundations: Build Your Own Pipeline ​Start from scratch and assemble a complete data pipeline using Aiven services. \- Provision and manage services -Connect systems into a unified pipeline ​- Build an observability setup \- ​Query real\-time data across services using SQL ​​ ⚡️ Workshop 2 — Advanced: Real-Time Retail Streaming Pipeline ​Go deeper with a real, production-inspired use case. \- ​Design and implement a high\-quality streaming pipeline \- Work with real\-time retail data flows \- Apply best practices for scalability and reliability What you’ll learn: * Deploy and scale OpenSearch for production * Best practices for vector and hybrid search * Build efficient real-time data pipelines * Design and optimize RAG architectures ​Why attend? * Build a production-style data pipeline * Learn how to connect Kafka, ClickHouse, OpenSearch, and PostgreSQL into a working, real-time architecture. * Learn by doing and Apply proven patterns * Provision services, stream data, and run queries yourself using both UI and CLI workflows. * Walk away with practical approaches you can reuse for streaming, analytics, and observability use cases. Who Should Attend: Developer and data engineer, interested in moving from prototype to production with OpenSearch. ​ **RSVP is not enough. You must apply for a ticket here:** [https://bit.ly/4sLWiua](https://bit.ly/4sLWiua)

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.

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

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"

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.

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

**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.

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)