Oracle

Hey there, data enthusiasts and ClickHouse aficionados! We've got some exciting news to share - our next meetup is on the horizon, and it's going to be in London! Get ready for a delightful mix of mind-boggling data tales, insightful conversations, and maybe even a surprise or two up our sleeves. But here's the deal: to secure your spot, make sure you register ASAP! **Location:** *The Lighterman -* 3 Granary Square, London N1C 4BH **Agenda:** 6:00 - 6:30 - Arrival and Check-in 6:30 - 7:00 - **AI Dashboards & Time-Travel Debugging Kubernetes -** Rory Crispin, ClickHouse 7:00 - 7:30 - **Curing LLM amnesia with chDB and ClickHouse -** Shuva Jyoti Kar, Palo Alto Networks 7:30 - 8:00 - **ClickHouse @ Fluidstack** \- Xander Garbett\, Fluidstack 8:00 - 9:00 - Food, Drinks, and Conversation

Online Personal Tarot Readings to be booked via my website: www.mapitarot.com. Please check for any other available dates and times if this event doesn't suit you.

The [Global Excel Summit](https://globalexcelsummit.com/?via=lem) returns on the **19-20 May 2026** and it will be Hybrid - so a mix of in-person in London (venue is Soho Place Theatre) and online. This is a paid event and as a London Excel Meetup group member, you get a special 15% discounted price by applying code **LEM15** at checkout. This is the ultimate Excel event with ✅ 2 days in-person learning (19 & 20 May) ✅ 30+ Main Stage presentations covering the MS Power Stack (Power BI, Power Automate, etc), AI, Data Viz, Analytics, Finance and Accounting, Python, Formulas, and more. ✅ Full access to the virtual platform ✅ Awesome chance to network with other Excel & Power BI professionals and companies ✅ All event recordings ✅ 30+ CPD hours and CPD certificate of attendance ✅ Optional Masterclass sessions to sign up to on 18, 21, and 22 May 2026 **Early Bird Tickets** Only 43 early bird tickets remain, so best **move fast** to secure yours before they run out. What is an early bird ticket? Well it is 30% off, so your £545 in-person ticket becomes £382 (for 2 days Excel learning). Use code **LEM15** for an additional 15% off this price. Crazy good value! Get your [Global Excel Summit 2026](https://globalexcelsummit.com/?via=lem) ticket today. Be sure to RSVP on this event page so other members know that you're going, but RSVP does not confirm attendance. It is a paid event and requires a ticket. I hope to see you there.

Check out what we do: https://youtu.be/HSf4QTQpLQ0 Dance West Coast Swing in Covent Garden on Tuesdays. Learn the partner dance taking Europe by storm. Come and join our already well established class night. Danced to a range of music from contemporary to blues, you can find a class in many of the major cities in Europe or America - so it's a great way to combine dance, travel and socialising. The first class is FREE if you've haven't danced West Coast Swing before. No experience, no partner, no problem! Only one trial night allowed per person. After this it's pay per night. It's best to wear flat shoes, other than that come as you are! Doors open at 7.20pm, come early to register and so you don't miss the start of the class. Beginners class starts 7.30pm sharp! Don't be late otherwise you will miss the fundamentals of the dance. Here is the Facebook event - https://fb.me/e/4qvQkkEeM If you would like to keep up to date with what's going on please like us on fb: https://www.facebook.com/swingacademyuk We also have the following classes: Thursday WCS Holborn - https://fb.me/e/3bdhSXHW7 \- Please do not attend any classes if you have any flu like symptoms or are generally feeling unwell \- Wash and sanitise your hands regularly \- Although face masks are not mandatory please feel free to wear one throughout the night if you wish \- Please be respectful of other people's choices

Looking to brush up on your BSL skills or connect with other learners? Sacred Grounds is hosting a weekly Sign Club every Tuesday from 5-7pm. This casual and informal meetup is perfect for anyone learning BSL, whether you're just starting out or looking to keep your skills sharp. Come along to practice signing, connect with others in the community, and even try ordering your coffee in BSL! There’s no fee to join - all we ask is that if you're able to, you support the coffee shop by purchasing a drink or snack while you're here (please note that outside food and drinks are not permitted). Sacred Grounds is all about creating a warm and inclusive space, so don’t be shy - come sign with us! We look forward to welcoming you.

Join us for a practical acting workshop that delves into scene analysis and character exploration. Many actors rush to performance — but skipping scene analysis and proper character work can mean missing the heart of a scene. In this session, we will explore the essential (and often overlooked) step of breaking down a scene, then getting on your feet and going through a series of exercises. You will then apply what you've learned - bringing the scene to life through performance which can be taped on the phone in class. A scene will be sent a day in advance. Through practical tools, and guided exercises, we’ll help you uncover what drives each character, different ways to deliver the scene and how thoughtful analysis leads to truthful, compelling choices. Whether you’re an actor, writer, or director, this workshop will give you a deeper understanding of story, sharpen your interpretive skills, and elevate your creative work.

**Join our Free Hatha Yoga classes in the beautiful ambience of our London Centre!** **Mats are provided**. As a **registered charity**, we are dedicated to teaching authentic spirituality and to bringing the principles of **yoga** and **tantra** to as many people as possible who are open to receive it. Yoga has so many amazing benefits, and we believe everyone should have access to them. In our free drop-in yoga classes, you will discover that yoga is much more than just a physical practice. Amongst many things, yoga can help you to: * Harmonise your body * Focus your mind * Feel more energised * Feel more fulfilled * Open your heart * And… help you to **go deeper into yourself** More info here [https://tarayogacentre.co.uk/free-hatha-yoga-2/](https://tarayogacentre.co.uk/free-hatha-yoga-2/)

This month we're celebrating the TENTH anniversary of the London Fabric User Group - having started life as the London Power BI User Group TEN years ago. We'd love you to join us at the offices of the aptly named Tenth Revolution to help us celebrate. # TENTH ANNIVERSARY CELEBRATION WITH CHRIS WEBB Chris has presented at the user group every year in May to celebrate our anniversary, and we didn't want this year to be any different. **Power BI under the bonnet**: monitoring queries and refreshes using Workspace Monitoring, Log Analytics, Profiler and DAX Studio When you're performance tuning a slow Power BI report or refresh you need to know what happens inside the engine, and the good news is that the Power BI engine can give you all kinds of detailed information on its internals. But how do you get access to this? How can you understand it? In this session you'll find out: how you can get (almost) the same information on internals from Workspace Monitoring, Log Analytics, SQL Server Profiler and DAX Studio and when to use which; which engine events are relevant to queries and which ones are relevant to refreshes; and how you can interpret this information for tuning. **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:00 - Help us celebrate at a local pub (details to be confirmed on the night) **Venue** Tenth Revolution offices in London. Aldgate House, 33 Aldgate High St, London EC3N 1DL Please provide your first and last name when registering for the event, as this is provided to building security to allow you entrance into the venue.

Meet up fee £7 to be paid at the beginning of the meet up. Card or cash payments. Meeting at Mikis Paradise Cafe. Please bring your favourite Tarot deck.

Meet up fee £7 to be paid at the beginning of the meet up. Cash or card payments. @Alfies Antique Market. Alfayez entrance, ground floor, ROOM B04. Please bring your favourite Tarot deck.

**Join a select group of senior technology leaders for a private lunch at Selfridges to explore how to architect AI systems that perform under pressure - without introducing unnecessary complexity or unpredictable costs.** **Please note:** We can only accept registrations via our official page. **A registration on Meetup alone will not be accepted as a confirmed entry.** 👉 **Register here to secure you space:** [https://events.couchbase.com/register/d317f9f4-1a09-4eea-9e60-c58138160052/](https://events.couchbase.com/register/d317f9f4-1a09-4eea-9e60-c58138160052/) In modern enterprise applications, performance is the backbone of user trust, and AI is quickly becoming mission-critical to delivering it. From managing high-concurrency workloads to real-time personalization at scale, platforms are under increasing pressure to deliver intelligent experiences instantly, reliably, and cost-effectively. However, for many organizations, the true challenge isn't experimenting with AI—it’s making it work at scale. *** ​This executive lunch focuses on the architectural hurdles of moving from AI prototypes to production-ready systems. Our presentation and the following conversations will focus on: * **Performance Under Pressure:** Maintaining sub-millisecond responsiveness during massive traffic spikes and critical processing windows. * **Cost Predictability:** Scaling Generative AI without infrastructure costs spiraling out of control. * **Operational Simplicity:** Reducing data stack complexity to accelerate time-to-market and innovation. * **AI-Native Infrastructure:** How Couchbase’s unified platform addresses context variability and fragmented architectures. ​**What to Expect** * ​**Executive Networking:** An intimate environment for senior technology, data, AI, and digital leaders. * ​**Strategic Insights:** Real-world examples of architecting for the future of retail. * ​**Premium Experience:** Private dining at one of London's most iconic locations

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 📓 **HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 13:45-14:00 - Arrive, grab your seat, shuffle around if you want to sit at a different table to meet new faces, and do table introductions. This is also when I check people in on the Meetup app. * 14:00-14:05 - Once everyone has been checked in, I give an explanation of Practical Philosophy read the guidelines, introduce the week’s philosophy topic, and share the jump-off points. * 14:05-14:55 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 14:55 onwards - We do a group conclusion of the things we discussed, and then we typically take a photo and go on our way :) If you don't want to be in the group photo, there's no pressure, it's just a way to close out the meeting. We occasionally have an unofficial social so the different groups can mingle afterwards too! **🧧PRICING?** Practical Philosophy Club is FREE to attend, and we operate on donations. If you'd like to donate to support our running costs, that helps keep our group self-sustaining. Donations are 100% voluntary, but your contribution is appreciated! QR codes to donate will be present. Tea’s and coffees and are paid by the individual should they wish to have them. **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * What will we talk about? What's the topic? The topic for the week is shared every week in the Whatsapp group before the session. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in 25+ countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://chat.whatsapp.com/B6fqS6HGujq8gb3a0kl5pS) 👈 Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/?hl=en) 👈 Our [website](https://www.practicalphilosophy.club) 👈

## Details Welcome to the DevSecOps London Gathering March Event on Wednesday 20 May. Along with our amazing talks we bring you the usual conversations, pizza and beer! **Location:** * 📍 **Venue:** Veracode, 36 Queen Street London, EC4R 1BN * 📅 **Date**: Wednesday, 20 May 2026 * 🕕 **Time**: 6:00 PM – 8:00 PM ## Talk 1 - James Bevan **Abstract:** DevSecOps teams scan everything except the system governing their processes: Jira itself. When Jira configuration drifts, controls fail silently - workflows skip security gates, permissions grant unintended access, required fields disappear. This session demonstrates how configuration drift creates security gaps and shows live detection across workflows, permissions, and automation. With agentic AI now modifying Jira configs, continuous monitoring of your control plane isn't optional. **Speaker Bio**: James is co-founder and CRO at Solcoro, building a platform that gives Enterprises and Atlassian Solution Partners real visibility into Jira Cloud environments. Alongside Solcoro, he also runs CROquet - a UK-based GTM consulting business. He takes on a small number of advisory and project engagements, focused on incentive design and revenue architecture. This combination lets him apply GTM theory in practice, both inside a SaaS business and across client environments. ## Talk 2 - Derrisa Tuscano **Abstract** The widespread deployment of Generative AI has introduced novel security incidents ranging from prompt injection and data exfiltration to misinformation cascades that traditional incident response frameworks are ill equipped to handle. This talk introduces a Practical Incident Response Framework for Generative AI Systems designed to bridge established cybersecurity standards with emerging AI assurance principles. I will discuss a response centric taxonomy that identifies six recurrent incident archetypes and presents a structured playbook aligned with NIST SP 800 61r3, NIST AI 600 1, MITRE ATLAS, and the OWASP LLM Top 10. Attendees will learn how to reduce the cognitive load on security teams during non deterministic AI failures by using tailored runbooks, RACI matrices, and Swimlane diagrams. Ultimately, the session will demonstrate how organizations can adapt traditional response models to operationalize AI incident response effectively. **Speaker Bio:** Derrisa Tuscano is a Cybersecurity postgraduate from the University of Warwick and a published researcher in Generative AI incident response. Her professional background includes leading numerous end to end project life cycles for Applied AI solutions at Quantiphi Analytics Solutions, where she specialized in architecting virtual agents within Google Cloud environments. Derrisa has been recognized with the WMG Excellence Scholarship and the Warwick Award for her commitment to skills development. Her work focuses on bridging the gap between enterprise cloud delivery and robust cyber risk management to ensure secure and compliant AI implementation. ##

Brand & Build with AI: Empowering Women in Techwith Google Developers Group London x Invicity Event Description What if your technical skills weren’t the only thing advancing your career? In today’s world, visibility is leverage, and the most impactful women in tech know how to build, showcase, and own their narrative. Join Google Developer Group London and Invicity(The Ultimate Global Membership Community for ambitious young professionals) for an evening designed to help you turn your skills into a powerful personal brand, using cutting-edge AI tools and real-world strategies. Whether you're a student, founder, early-career builder, or experienced operator, this event will give you the tools to stand out, get noticed, and unlock new opportunities. What You’ll Learn How to use Google Gemini & AI tools to craft standout LinkedIn content and CVs Building a credible technical presence through GitHub, portfolios, and blogs Turning your work into visible proof of expertise Why personal branding is a career accelerator (and how to do it authentically) How to navigate tax-efficient decisions when working in tech, from payroll and workplace pensions to setting up as a sole trader or limited company. Speakers Hear from an incredible lineup of women across tech,  data, and engineering: Kasia Dutch | Software Engineer @ Starling Bank A multi-award-winning engineer and founder of Code Your Confidence. Kasia is a career-switcher and mentor who has been recognized on the GirlCode Diversity & Inclusion Power List. She is an expert in technical storytelling and empowering women to communicate their value without apology. Onyekachukwu Faith Ojumah | Software Engineer & Technical Writer Faith is a full-stack developer and a passionate technical communicator. With experience spanning engineering and community leadership, she specializes in making complex technical concepts accessible. She will be sharing how to bridge the gap between "writing code" and "building a credible online presence." Ruchika Jha | Computer Science @ Northeastern & Robotics Lead A 5x Hackathon winner and Co-President of the Robotics Club, Ruchika specializes in autonomous engineering and Flutter development. She is also a national award-winning writer and professional Kathak dancer recognized by the UAE Ministry. As Workshop Lead, she combines technical depth with creative storytelling to help you build a multi-dimensional professional brand. Kim Qin | PA to the CEO @TBA Global & Founder of Nova Entertainment Kim is a founder, community builder, and startup operator working across accounting, tax, entertainment, and tech. As PA to the CEO at TBA Global, an international accountancy firm, she supports business operations and works closely with professionals, founders, and growing companies. She previously served as Operations Director at a tech company that raised £2 million in seed-stage funding. Kim also currently serves as Secretary of the UK Society of Chinese Accountants and as a Global Partner at a stealth-stage AI company, and is a member of the China Culture Promotion Association. She will be sharing practical guidance on setting up a company, tax efficiency, and navigating the financial decisions that come with building a career or business. 🛠️ Event Format 18:00 – Welcome & Networking (Powered by Invicity) - Meet ambitious, globally-minded women building across London 18:30 – Intro - GDG London & Invicity - Why we did this event? 18:40 – Talk 1 - Kasia Dutch - Master the ASK: How to Advocate for Your Success 19:00 – Talk 2 - Kim Qin - Tax Efficiency for Tech Professionals & Future Founders  19:20 – Interactive Workshop - ​Ruchika Jha - Visibility as a Career Catalyst - Google Gemini. Note: Bring your laptop. 20:15 – Networking & Food (Powered by TBA Global) - Get real-time feedback + connect with speakers & peers 💡 Why This Event We believe that for women in tech, the work doesn't always "speak for itself", you have to give it a voice. This event was born from a simple idea: your online story should do the heavy lifting for you. We want to empower every woman to leverage their visibility so that opportunities find them, rather than the other other way around. GDG London is proud to provide the platform and technical ecosystem to showcase this talent, while Invincity continues its mission to bridge the gap between ambition and opportunity. Together, we are building high-signal experiences that turn global potential into local impact. 🥂 The Experience Expect a thoughtfully curated evening with: High-quality networking (no awkward small talk) Hands-on, actionable insights Light catering & drinks A community of ambitious builders, creators, and operators Light catering & drinks – Generously supported by TBA Global, an international accountancy firm providing practical accounting and tax insights. 🎟️ Who Should Join Women in tech Students & early-career professionals Anyone looking to build a stronger professional presence Builders curious about AI, personal branding, and career growth 🤝 Our Partners A huge thank you to the partners making this evening possible: Halkin: Our incredible venue sponsor, providing a world-class space for the London tech community to connect. TBA Global: Our accounting and tax partner, supporting founders, professionals, and growing businesses with practical financial and tax guidance. 📍 Location & Details 📅 Wednesday, May 20th, 2026 🕕 18:00 – 21:00 📍 Venue: Hosted at Halkin Offices, South Bank, SE1 (Near Waterloo/Blackfriars) - Full address sent to confirmed guests Agenda --- Hosted By Goran Minov, Regional Technical Strategist | GDG Organizer I am a Cyber Security Architect specialising in Identity & Access Management (IAM). My passion lies in architecting secure Google Cloud solutions and building Android applications. I currently serve as a Senior Technical Account Manager at Okta. As a key member of the customer success team, I'm dedicated to ensuring customers fully maximise the value of their Okta investment, focusing on automation and efficiency within their identity and access management solutions. With a background that spans various technical and leadership roles, I bring deep expertise in transforming complex identity challenges into streamlined, secure, and user-friendly experiences. Stefan Cornea, GDG Organizer Chris Bouloumpasis, GDG Organizer Sara Mita Gabriel, Organiser Renuka Kelkar, GDG Organizer Sumith Damodaran, PM / GDG Organizer Tom Colvin, Organiser Tom Colvin is CTO of Apptaura, the app development specialists; and founder of Conseal Security, the mobile app security experts. He has been a developer for over 20 years and worked with Android since Cupcake. He is a Google Developer Expert in Android. Mihaela Peneva, --- Partners TBA Global (https://www.tbagroup.uk/) TBA Global — Experts in Global Tax, Product Compliance & Accounting 17+ years of experience | 60,000+ satisfied clients Chartered Accountants and Tax Advisers helping businesses grow worldwide. Halkin (https://www.halkin.com/) Halkin is a London-based provider of premium, flexible, and serviced workspaces, offering private offices, coworking areas, and meeting rooms across 9 locations in areas like Mayfair and the City. --- Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-london-presents-gdg-london-x-invicity-empowering-women-in-tech/.

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

**Soulbits Circle: A Monthly Gathering** **Every fragment of your story is medicine; come weave it into being** **Hosted by: Caitlynn Fortson** **[www.kalikwellnesswithin.org](www.kalikwellnesswithin.org) \| [www.centerfornewlife.org](www.centerfornewlife.org)** **The Center for New Life or Virtual, upon request** **Monthly Circles \| Fridays 6:30\-7:30PM** **Upcoming Dates: 5/1, 5/29, 6/26, 7/24, 8/28, 9/25, 10/23, 11/27, 12/18** A monthly healing space where we gather to tend the pieces of ourselves and weave them back into wholeness that we are. Each session opens with a Soulbits oracle image setting the tone for the gathering we will move through. We will come together to honor the natural rhythms of rooting, rising, releasing, and receiving; the cycles that shape the soul’s journey. Through the four pillars of being: mindset, movement, connection & nourishment, we will create a space where imagery, sensation, and community weave together. Where the body becomes the guide, images act as mirrors, and the soul speaks. This circle is about noticing what rises, honoring what’s true, and reconnecting with the parts of yourself ready to be seen. This is a space to gather your scattered pieces, soften your body, and return to your truth with community by your side. Soulbits Circle is a reminder that every fragment of your story, every soulbit, belongs. Together we weave them into the blooming wholeness that you are. *Energy Exchange: 1-group $20-40 or 6-group $115* *Payment Options: Venmo or Cash* **Please RSVP to [Caitlynn](https://kalikwellnesswithin.org/) via** **email @ [kalik.wellnesswithin@gmail.com](mailto:kalik.wellnesswithin@gmail.com)** **text @ ‪(614) 407-4021‬** 💫

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

Official Attendee Registration Site --> [https://www.eventbrite.com/e/joyfest-presented-by-zoras-house-tickets-1986849414082?aff=ebdsoporgprofile](https://www.eventbrite.com/e/joyfest-presented-by-zoras-house-tickets-1986849414082?aff=ebdsoporgprofile) JoyFest is a vibrant festival celebrating women+ of color entrepreneurs, artists, and creatives—shop, connect, and experience joy. Get ready for a joyful, high-energy celebration of creativity, culture, and community at **JoyFest**! JoyFest is a vibrant marketplace and experience that brings together some of the most talented women+ of color entrepreneurs, artists, and creatives. From handcrafted goods and unique fashion to art, wellness products, and delicious food, this is your chance to discover and support incredible local businesses—all in one place. But JoyFest is more than a market—it’s a movement. Rooted in economic empowerment and community connection, the event creates space to celebrate the brilliance, innovation, and growing impact of women of color. Expect great music, dynamic energy, and an atmosphere that centers joy, abundance, and collective support. Whether you’re shopping, networking, or just soaking it all in, JoyFest is the place to be. Come ready to explore, connect, and invest in a future where creativity and community thrive. ✨ Shop. Celebrate. Support. Experience JoyFest.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

To secure your spot please register on the official registration site here --> [https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816](https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816) Part of the Pathways to Procurement series. Hear from construction and government leaders, followed by networking. Join us for an engaging panel discussion designed to connect businesses within the construction and government ecosystem. We're bringing together experienced professionals from local government, construction, and related industries to share insights on upcoming projects, procurement processes, and what businesses need to know to successfully engage in public-sector opportunities. Panelists will discuss trends, expectations, and real-world considerations when working with government entities. Following the panel conversation, attendees will have the opportunity to **network with panelists and fellow business owners**, build relationships, and continue the discussion in a relaxed setting with light food and refreshments. **Event Highlights** * Networking * Light food and drinks * Panel Discussion: Expert guidance on upcoming city projects and opportunities Whether you are actively pursuing government contracts or looking to better understand the landscape, this event offers valuable perspectives and meaningful connections.

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