Oracle Database Administration

Register: [https://luma.com/hack-night-tessl-may13-2026?utm_source=neo4j](https://luma.com/hack-night-tessl-may13-2026?utm_source=neo4j) ## What's Hack Night? ​Five hours. One room full of builders. Zero fluff. As many demos as we can. ​Hack Night at Tessl is a London evening for people who would rather build than posture. You show up with an idea, find a team if you want one, spend a few focused hours shipping with a DJ in the background, and demo what you made before the night ends. Then we head to the pub. ​**When**: May 13\, 2026 \| 4:00 PM \- 8:45 PM BST **Where**: Tessl office, London ## Here's How It Works ​**4:00 PM - Doors Open** Check in, grab food, meet other builders, form groups, (or solo hack if you want) and decide what you're making. ​**4:30 PM - Opening Context** Quick welcome from the host and venue partner so everyone knows the flow for the night. ​**5:00 PM - Short Technical Remarks** If there are host or sponsor remarks, they stay short. The point is to get useful context, then get people building. ​**5:30 PM - Build Time** Heads down. Music on. Ship something. Use the time to test an idea, explore a tool, or finally build the thing you've been sitting on. ​**7:30 PM - Demo Time** Show what you made. Get feedback. See what everyone else shipped. ​**8:45 PM - Wrap Up** Final demos, shout-outs, and a clean finish to the night. And of course, Pub! We're heading to a pub nearby for a pint and a proper debrief. Come if you want to keep the conversation going.

We're delighted to announce an exciting LSCC event on Wednesday 13th May, in partnership with our friends at Zopa Bank! Join us at the Zopa Canary Wharf office in London for this session and get the chance to flex your architectural design muscles! "So how are we supposed to get great architects, if they only get the chance to architect fewer than a half-dozen times in their career?" — Ted Neward. This quote highlights the need for practice, which is what our LSCC architecture katas provide: a safe, repeatable way to hone your software architecture design skills by simulating architectural challenges. **What's the format?** You'll be split into groups and have a business problem to solve. You'll be tasked with designing a technical architecture to meet that problem context. As with real-life you'll have to manage various trade-offs in your design and interact with a Product Owner to clarify your questions. At the end of the task each team will showcase their architecture and technology choices back to the wider group as part of a group discussion. Whether you're a seasoned coder, software architect or new to the scene, you're invited to share insights, discuss best practices, and learn from fellow participants. No prior session attendance or architecture knowledge is required – just bring your enthusiasm. No laptop is required for this session, we'll provide each group with paper, pens and sticky notes to support the activity. Thank you to the Codurance team that will run the event at Zopa Bank's office. Find out more at https://www.codurance.com/ Food and drinks will be provided with vegetarian, vegan and non-alcoholic options available - thanks to Zopa Bank for sponsoring refreshments and hosting in their great office. **About Zopa** Founded in 2020 with a full banking licence and backed by some of Silicon Valley’s most iconic investors, digital bank Zopa is building the Home of Money. This is a place where financial products deliver good value and managing money is made effortless; deep and long-lasting relationships mean customers are left confident about their choices. One of the UK’s highest rated and most celebrated financial brands, Zopa has been recognised with over 10 British Bank Awards, holds a Trustpilot rating of 4.6/5, and has one of the highest customer satisfaction scores in the industry. Zopa Bank Limited is authorised by the Prudential Regulation Authority and regulated by the Financial Conduct Authority and the Prudential Regulation Authority. https://www.zopa.com/ We look forward to seeing you soon!

Join our weekly social basketball run, full court 5 v 5 with 3 teams, all levels welcome! Please join this game using the free GameOn Active app ([download here](https://gameonactive.co.uk/connect.html)) which is a free app we use to organise the run. The Carpenters and Dockland Centre is only a few minutes walk from Stratford underground / DLR / train station. On arrival, please let reception know that you are there for a basketball session and you will be let through, at the courts please ask for Eduard. We look forward to balling with you there!

For our May meetup, we're delighted to be back at the fabulous Accurx offices. We have two amazing talks lined up and the agenda will be: * 6:30pm - arrive, drinks, networking * 7:00pm - Welcome & Housekeeping * 7:15pm - **Talk** **1: "A practical guide to inner sourcing your IDP"** Bridging the gap between developers and platform teams is hard. Scattered documentation, fragmented language and hidden knowledge leave developers frustrated, while platform teams struggle to understand what devs really need. Treating platforms as products is a start, but treating them like open source projects unlocks real collaboration, allowing developers to contribute and maintain features. In her roles as Developer Advocate and platform engineer, Lian has years of experience working with highly bureaucratic organisations helping to improve developer experience and adoption. In this talk, she’ll share concrete steps to identify contribution opportunities, set up maintainable processes, and measure engagement. You’ll leave inspired with ideas to boost adoption, reduce friction, and turn your platform into a collaborative, thriving ecosystem. **Speaker:** Lian Li, Cloud Native Human *Lian always wanted to save the world. After leaving law school, she decided to work with computers instead. While in Web Dev, she started attending tech events, and soon fell in love with the community. In her roles as Consultant and DevRel, Lian combined technical knowledge with a focus on the human side.* *Currently, Lian works as freelance Platform Engineer in Amsterdam and is the Chief Karaoke Officer for Kuberoke, the first and only Kubernetes Karaoke Community. She also enjoys performing in musical improvisation theatre and standup comedy shows.* * 7.45pm - food, more drinks & networking * 8.00pm - **Talk** **2: "The Humans Behind the Platform: Structuring Teams for Culture and Capability**" It’s easy to focus on the tech when building a Platform team, and that’s tremendously important, but it’s often the people and how they work together that determine success. Over the past couple of years, Claire has led a Platform Engineering Team through different formations, migrations, and tooling adoptions. Whatever shape the team has taken, whatever they're working on, the constants have been a need for clear purpose and a culture where people can thrive, this takes work, and has sometimes been tricky to get right. In this talk, she’ll share what she's learned from shaping and supporting platform teams: what’s worked (and what hasn’t) when it comes to team composition, balancing seniority, and supporting career growth. Collaboration is central to how to operate, so she’ll talk about how her team works with and supports internal customers, and what’s helped to navigate complex, knotty migration projects. She’ll also cover how they built a culture that gives engineers space to lead. We want engineers at every level to feel confident taking ownership, and that takes deliberate effort. If you’re figuring out how to shape your platform teams to enable others as well as deliver, this talk will offer practical ideas, and maybe a few things to rethink. **Speaker:** Claire Reckless, Engineering Manager *Claire is an Engineering Manager and leads a Platform Engineering Team. With a background spanning Tech Support, Testing, and QA across sectors like Finance and Security, she brings a deep appreciation for resilient systems and collaborative teams. Claire is passionate about learning and development, and she’s especially proud of her past work coordinating an apprentice programme, an initiative that’s helped build a more diverse and sustainable pipeline of engineering talent. She’s energised by helping engineers at all levels grow their confidence, take ownership, and shape the future of their teams.* * 8.30pm onwards - drinks and networking. So, please come and join us, we look forward to seeing you there. The LOPUG team. * Food and drinks provided * Good time will be had by all

🎉 Come along to the London Scala Talks! 🎉 In this event you'll hear from Caroline Morton and Katrina Petrevice. **Agenda** 6:00pm - 🥤 Doors open. Come along and grab a drink! 6:35pm - 🗣️ Introduction 6:40pm - 🗣️ Katrina Petrevice: Caching in Scala using Ref 7:20pm - 🍕 Intermission: Join us for some free food and drinks! Vegan and vegetarian options are provided. Let us know if you'd like something special - we'd be happy to accommodate. 7:50pm - 🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective) 8:30pm - 🥤 Socialising: Grab a drink and let's discuss the talks. 9:00pm - 🍻 Join us in a pub to discuss the talks! 🌐 **This event has a live stream** Join at **6:35PM** using this link: [https://teams.microsoft.com/meet/23161399678332?p=vEmQadbG1wErf3rGrk](https://teams.microsoft.com/meet/23161399678332?p=vEmQadbG1wErf3rGrk "https://teams.microsoft.com/meet/23161399678332?p=vEmQadbG1wErf3rGrk") **🗣️ Katrina Petrevice: Caching in Scala using Ref** Caching in memory is often one of the first strategies used to improve system performances. However, implementing caching in a purely functional way introduces unique challenges, specifically around state management and testability. In this talk, we will look at how to utilise functional programming principles with [Ref](https://typelevel.org/cats-effect/docs/std/ref), while maintaining clarity and composability. We will also deep dive into some common pitfalls and look into practical ways to test Ref effectively. ⭐ Katrina Petrevice ⭐ Katrina comes from a non–computer science background and was first introduced to Scala while working at JPMorgan. She credits much of her Scala knowledge to hands-on experience within her team, where she works on building and maintaining data pipelines and managing data systems. Since then, she has developed a strong interest in functional programming and now co-leads the Functional Programming Group at JPMorgan, where she helps share knowledge and foster a community around these ideas. **🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective)** I don't have a background in functional programming - and I never set out to write it. But somewhere between writing trait-based epidemiological pipelines, composing data transformations, and leaning hard on Result, enums, and pattern matching, I started hearing from others: “That's pretty functional.” In this talk, I'll explore what it means to write “functional-ish” Rust as someone solving real-world scientific problems. I'll walk through the patterns I reach for - like chaining iterators, avoiding shared state, and embracing expressive types - and reflect on which functional programming ideas emerge naturally in Rust, even if you're not trying. I'll also share how designing for epidemiologists - most of whom are used to chaining functions in Python (like Pandas) or R - has pushed me toward creating ergonomic Rust APIs with Python and R bindings. These tools aim to feel familiar to scientists while leveraging Rust's power and safety under the hood. This is a talk for functional programmers curious about Rust, and for Rustaceans wondering if they've been functional all along. No formal theory required - just real code, real use cases, and a pragmatic perspective from someone building public health tools in Rust. ⭐ Caroline Morton ⭐ Dr. Caroline Morton is a medical doctor, epidemiologist, software engineer, and PhD candidate specialising in synthetic data, epidemiology, and Rust. With 60 peer-reviewed papers and two books on software, she combines deep technical expertise with a commitment to improving scientific workflows. Caroline co-founded the first [Women in Rust](https://www.meetup.com/women-in-rust/) group, fostering diversity and encouraging more women to explore opportunities in systems programming. She leads an open-source project improving codelist management in epidemiology using Rust, creating efficient, reliable tools for health data research. Her PhD focuses on synthetic data methods for epidemiology, particularly using Rust to generate large, realistic datasets. A strong advocate for open science and reproducibility, she contributes extensively to improving software practices through publications, workshops, and open-source projects. 🏡 **Accessing the building** The office space (125 London Wall) has two entrances: * ✅ Use the street level entrance, where the Elsevier volunteers we will be welcoming people (this is the easiest one to find, usually people arrive from there) * ❌ Do not use the entrance above that connects to the barbican walkways. Security guards should redirect you to the street level entrance if you find this one instead. Please try to arrive by 7PM, or the street level entrance will be closed. If you do arrive afterwards, let us know on [meetup.com](https://www.meetup.com/london-scala/events/314293345/) or [Discord #general](https://discord.gg/aRCVCHmHES), and someone will come to fetch you. ———————————————————— 🗣️ Would you like to present, but are not sure how to start? Give a talk with us and you'll receive mentorship from a trained toastmaster! Get in touch through [this form](https://forms.gle/zv5i9eeto1BsnSwe8) and we'll get you started 🏡 Interested in hosting or supporting us? Please get in touch through [this form](https://forms.gle/3SX3Bm6zHqVodBaMA) and we can discuss how you can get involved. 📜 All London Scala User Group events operate under the [Scala Community Code of Conduct](https://www.scala-lang.org/conduct/). We encourage each of you to report the breach of the conduct, either anonymously through [this form](https://forms.gle/9PMMorUWgBnbk1mm6) or by contacting one of our team members. We guarantee privacy and confidentiality, as well as that we will take your report seriously and react quickly.

**Bites & Bytes #1 - DevOps Talks, Networking & Snacks** Join us for the first **Bites & Bytes**, a casual DevOps-focused community evening in central London. This event brings together engineers, tech leads, and anyone interested in DevOps to share knowledge, exchange ideas, and connect with others in the space. **What to expect** * Practical technical talks * Real-world DevOps experiences and demos * Opportunity to network with other engineers * Food and relaxed atmosphere **Confirmed speakers** 1\. Moustafa Mneimneih \- Shift Down to Speed Up 2\. James Williams \- Syonara Ingress Nginx **Who should attend** * Engineers working with DevOps, cloud or platform engineering * Tech leads and engineering managers * Anyone interested in modern software delivery practices.

We’re running a competitive men’s scrimmage with limited spots available. £10 per player for 2 hours of court time. Come and be part of a growing community as we get started. All profits will go towards funding free basketball sessions for U19 players. Message me if you’re interested. Even if you can’t make this one, you’re welcome to join the WhatsApp group for future runs.

Regular meetup for Abstract Strategy Games lovers, bring your own games or try the ones we have, sit, chill, have a drink and a snack and play :)

**PLEASE NOTE that we are now hosting our games on Sportas.** **BOOK HERE:** https://sportas.co.uk/organiser/east-village-basketball/games **Game Description:** Ready to hit the court, level up your game and meet fellow ballers? Join us at East Village Basketball 🏀 every Sunday, 5:30pm - 7:30pm at Harris Chobham Academy Sports Hall in Stratford, London. **👥 Stay Connected!** Join our WhatsApp group for updates, discounts, waitlist alerts and community banter: [https://chat.whatsapp.com/KoCHcbG51YWKtTNgNblydH](https://chat.whatsapp.com/KoCHcbG51YWKtTNgNblydH) Any questions, feel free to WhatsApp me directly on +44 (seven) 365 804 810 **What to Expect:** ⚡ 2 hours of non-stop pickup games ⛹️ Half-court games (4x4) on both sides 💪 Friendly competition in a fun, positive environment 🥇 Open to mixed adults (18+) - whether you’re sharpening your skills or shaking off the rust! 🏀 Players should at least be familiar with basic offence, defence and basketball rules 🏆 Max 20 players per session (spots go fast, so book early) **Important Notes:** 🕔 Sports hall doors open at 5:20pm - head in, get changed and warm up 🏀 We aim to start games by 5:40pm, so please arrive by 5:20pm to be ready 🚫 If you’re feeling unwell or have COVID symptoms, please stay home 💧 Bring your own water bottle 🚨 Please don't arrive TOO early - the hall is used just before us and staff need time to prepare the court. **Getting Here:** 📍 Entrance: Corner of Celebration Avenue and Temple Mills Lane. Google Maps - [https://maps.app.goo.gl/AfCZZzEG734J9gko7](https://maps.app.goo.gl/AfCZZzEG734J9gko7) 🅿️ Parking: Pay-and-display available across the road. 🚇 Nearest Tube Stations: Stratford, Stratford International (DLR) & Leyton **Safety** Participation is at your own risk. If you have any health concerns, consult a health professional before joining. **Rules** 4 x 4 half-court games on 2 half courts, with 4 teams of 5 players. Time: 5-min games (running clock) Scoring: 1s and 2s. Substitutions: One sub rotates in after each game. Fouls: Offence calls fouls. Disputed calls: For major disagreements, challenger shoots a 3-pointer to resolve the issue. See you Sunday! ✌️🏀

We are back! This is going to be a monthly IN PERSON meet up in London. A very big thank you goes to Accurx who is hosting us in their amazing Shoreditch offices. This will include access to facilities including coffee! 😻☕️ **Want to know more? 👇** As with all CoffeeOps, this is an interactive, chatty, build your own adventure type of meet-up. Instead of booking in experts to *learn* *from*, we gather a group of practitioners to ***learn*** ***with***. We have been running for over 4 years now and often get feedback that this is the most useful meetup people join! The event is approximately 90 minutes and always starts by brainstorming topics to discuss. The group then votes on the most relevant/interesting to them and we then cycle through the topics trying to discuss each deeply, but in a time bound slot. To get an idea of topics, you can check out our remote board [here](https://easyretro.io/publicboard/h404NF84Uje4tCcxpJdHr4Ycs9B3/a4a35d2b-181b-409b-832e-a729be1af79c). The general gist is anything is fair game, though we tend to revolve around software delivery and definitely lean towards the more Ops-y or DevOps-y side of things.

✨🎊 Welcome to DSF Big Birthday Bash 🎊✨ THE TICKET BALLOT IS NOW OPEN! Click the link below to enter the ballot 👇 [Click here!!!](https://datasciencefestival.com/event/big-birthday-bash-2026/?utm_source=social&utm_medium=meetup&utm_campaign=bigbdaybash) Join us on Saturday 16th May 2026, for our 12th Festival, at our London home CodeNode, celebrating DSF turning 10, for one day only! Enter the ticket ballot to be in with a chance of attending. 600 lucky people will get to attend this event for free 🎟️ 40 speakers, 4 stream rooms, 14 partners, lunch, swag bags, and an entire day to learn, mingle, and be inspired! Event time: 08:15 AM - 18:00 PM Venue address: CodeNode, 10 South Pl, London, EC2M 7EB Nearest tube station: Moorgate or Liverpool Street Schedule and speaker details are updated weekly [here.](https://datasciencefestival.com/event/big-birthday-bash-2026/?utm_source=social&utm_medium=meetup&utm_campaign=bigbdaybash) Please note this event will not be streamed, so please ensure you apply for a ballot ticket to watch these sessions live. **PLEASE NOTE: CLICKING ATTENDING ON MEETUP DOES NOT GIVE YOU ACCESS TO THIS EVENT. PLEASE FOLLOW THE LINK ABOVE OR BELOW TO REGISTER FOR TICKETS**. Ticketing: Due to the popularity of Data Science Festival events, we are now allocating event tickets via a random ballot. Registering enters you into the ticket ballot for DSF Big Birthday Bash on Saturday 16th May 2026. The ballot will be drawn throughout the month of April 2026. If you have not received a ticket by May 7th 2026, unfortunately, you have been unsuccessful in getting a ticket. Those who are randomly selected will then be e-mailed tickets for the event. Please read how the ticketing works in full here. ([[https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/](https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/)]([https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/](https://datasciencefestival.com/2024/01/01/dsf-tickets-101-mayday-2024/))) Event details: 🎟️ Please bring your ticket (a paper copy or on your phone) to the event to check in with your QR code. Tickets are non-transferable. Arrive before 10:00 AM for guaranteed entry. ☕️ There is no breakfast at the venue, however, there is tea, coffee, and water provided throughout the day. Lunch is also provided. Soft drinks and alcohol can be purchased from SpaceBar at Code Node. ⌚️ Doors will open at 8:15 AM sharp and attendee registration will begin at this time on Saturday 16th May 2026. Speaker sessions begin at 9:00 AM, but please arrive at least 45 minutes before the conference begins, to make sure you enter the event on time. Arrive before 10:00 AM for guaranteed entry. 📛 Please pick up your badge, schedule and SWAG bag at the registration table on the ground floor. 🤝 There will be networking at the Spacebar from 17:00 - 18:00 PM so come and say hello! FAQ will be live in April 2026. Please take some time to review this ahead of the event. Check out last year's DSF Game On here: [https://datasciencefestival.com/event/game-on-2025/](https://datasciencefestival.com/event/game-on-2025/) We can't wait to see you back in person! 👋 **#DSFBigBirthdayBash**

You want to do your best! You want to realise your potential! You want to make the right decisions at the right time! Obviously- you want to be a success! Do you have all the skills in place? Do you have areas in your life or personality that are weaker and you feel can stop you or hold you back? Would you like a free personal consultation to help locate your strengths and weaker areas? We can help you to maximise on your potential. If you would like a free 1 hour consult then register now! We have various times available for your own personal consultation This is hosted at the Scientology Life Improvement Centre in London. We use the Oxford Capacity Analysis test. https://www.scientology-london.org.uk/personality-test/

Join us for an informal evening of experimenting, building, and sharing ideas around Umbraco and AI. Whether you're curious about AI-powered content generation, the Umbraco MCP Server, AI-assisted development workflows, or other AI innovations in Umbraco - this is your chance to experiment, learn, and build alongside fellow community members in a relaxed, supportive environment. Bring your laptop, your curiosity, and anything you’ve been meaning to try. You can come with a specific idea, jump into something with others, or just tinker and learn as you go. There’s no strict agenda, just a relaxed space to collaborate, swap ideas, and make progress together. We’ll kick things off with a quick intro, then open the floor for hacking, discussion, and demos. If you end up building something cool (or even just interesting), you’ll have the chance to share it with the group at the end. **EVENT HOSTS** [Novicell](https://www.novicell.com/uk/services/software-development/umbraco/) (Umbraco Gold Partner) have kindly agreed to provide refreshments and host us for the evening in their offices in Shoreditch. If you think you will be making it, please sign up ASAP. Novicell's offices are 21-33 Great Eastern St, London EC2A 3EJ in a building called Fora, approximately an 8 min walk from Liverpool St and Old St stations. If you arrive between 6:00 and 6:15pm there will be someone to meet you in reception with instructions. If you arrive later you might need to phone us to be let in: we shall email all attendees with the contact numbers on the day. **CODE OF CONDUCT** Please read the [Code of Conduct](https://bit.ly/UmbLondonCodeOfConduct) for all our events.

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.

**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

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

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

**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