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Behavior-Driven Development

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Behavior-Driven Development Events Today

Join in-person Behavior-Driven Development events happening right now

Umbraco Kent Meetup - Hybrid - Monday 18th May 2026 @ 7pm
Umbraco Kent Meetup - Hybrid - Monday 18th May 2026 @ 7pm
Please join us for an evening of all things Umbraco - the latest news, community chat, and a talk or two! For 2026, we will be running both in-person and virtual meetups, alternating every month. For those who can't join in person, virtual attendance is available too, so you can join us no matter where you are! This month, we have **Owain Jones** talking about building friendly content editing experiences and **Markus Johansson** talking about building packages for Umbraco. **Owain Jones - Unlocking the Full Potential of Umbraco: Building Friendly Content Editor Experiences** Umbraco is often called "The Friendly CMS", and it absolutely can be when we, as developers, make the most of what it offers. In this talk, I’ll show how we can utilise Umbraco’s built-in features and community packages to build intuitive, efficient, and friendly experiences for content editors. **Markus Johansson - Extending Umbraco like a Swede** In this talk, Markus will share his learnings from over 15 years of extending Umbraco. We’ll get a brief overview of the possibilities introduced with the new backoffice “Bellissima”. He’ll also give us tips and tricks that is useful both when extending Umbraco for a specific project or publishing a package for the Umbraco Marketplace. There will also be food, drinks and some friendly socialising. What's not to like? 😄 Whether you are an Umbraco novice or a seasoned developer, this is your chance to meet like-minded people to talk about our favourite friendly CMS! No matter what your role is there will be something to learn and your chance to meet other members of the Umbraco community from Kent and the surrounding areas. Venue The meetup will be at Dragon Coworking in Rochester (7-8 New Road Avenue, St George's Hotel, Rochester, ME4 6BB), a short walk from Chatham train station and with free on-site parking. If you wish to use the car park, please access via Gundulph Road, Rochester, ME4 4ED. You can then use the steps between buildings to access the entrance. If the car park is full there is on road parking available, but please check the parking restrictions. On arrival, please make your way to St George's Hotel reception (where you access Dragon Coworking) and one of the organisers will come and collect you. **Please note: Do not bring bananas, nuts or pineapple into the coworking space as there are members with allergies.**
Evening Meditation
Evening Meditation
An easy way to take time out: a **30-minute guided meditation** to pause, let go of your day, unwind your mind and create a space for calm and peace. **This is a free in-person meditation.** **If you would like to make a voluntary donation, please click** [here.](https://www.innerspace.org.uk/donations/ "https://www.innerspace.org.uk/donations/") \* I consent to my submitted data being collected and stored. We will process your personal data in line with the GDPR requirements and always store it securely and use it only for the purpose for which it has been collected. We will not pass on your details to any third parties without your consent.
The Night Before Current Summit
The Night Before Current Summit
**The Night Before Current Summit** ​Welcome to **The Night Before Current Summit**, hosted by Aiven. ​We’re kicking things off the evening before Day 1 of Current Summit with a relaxed gathering of friends and community—the perfect way to beat the crowds, connect with peers, and hear the latest insights from the industry before the main event begins. **Drinks are on us!** ​**⚡ On the Agenda** ​We have a round of casual **lightning talks** featuring standout Aiven customers and industry legends: * ​\*\*[Stanislav Kozlovski](https://www.linkedin.com/in/stanislavkozlovski/?utm_source=luma):\*\* Known as “the Kafka guy,” Stanislav is an Apache Kafka committer and software engineer. Currently, he is consulting for companies and writing **“2 Minute Streaming”** \- a newsletter with over 7\,000 subscribers focused on real\-time event streaming and data engineering\. Across social media\, he has over 50k followers reading his insights on the space\. * ​\*\*[Nahidul Kibria](https://www.linkedin.com/in/nahidupa/?utm_source=luma):\*\* Engineering Lead at **HelloFresh**, sharing insights on scaling real-time data for the world's leading meal-kit provider. * ​\*\*[Mark Davidson](https://www.linkedin.com/in/davidsonmark/?utm_source=luma):\*\* Principal Architect at **Funding Circle**, the UK's largest SME lending platform, discussing the architecture powering the future of business finance. ​**🤝 Meet Your Hosts** ​The event is hosted by **Aiven** and supported by **OSO** & **Conduktor**. * ​**Aiven:** Aiven provides the managed open-source data platform that developers love, helping you scale Apache Kafka, PostgreSQL, and more without the operational headache. * ​**Conduktor:** The all-in-one interface for Apache Kafka, making data streaming accessible, secure, and governed. * ​**OSO:** The Apache Kafka experts helping teams unlock real-time data and drive meaningful innovation. ​ **🎟️ Join Us** ​Space capacity is limited. Apply now to secure your spot!
Absolute Beginners 1950s Jive / Rock n Roll Dance Class - London
Absolute Beginners 1950s Jive / Rock n Roll Dance Class - London
THIS EVENT IS ADVERTISED IN OTHER SITES TOO. So the numbers shown attending here does not reflect how many may attend ! :) £10 cash to tutor on the day Further class info at www.hulaboogie.co.uk Come and learn to dance 1950s style in the fabulous 1930s pub The Stag's Head, in Hoxton N1 NRA ! Come early and have a drink and learn a great new skill and open up your social life! No experience required No need to come with a partner Classes are easy, fun and friendly £10 per person for the class. Pay cash to the teacher on the night or online in advance http://www.hulaboogie.co.uk/mondays---absolute-beginners-hoxton-n1.html After class you can sit, dance and socialise with your fellow students. THIS EVENT IS ADVERTISED IN OTHER SITES TOO. So the numbers shown attending here does not reflect how many may attend! Further class info at www.hulaboogie.co.uk email: info@hulaboogie.co.uk See you there! Julie
Public Speaking with the Data Science Speakers Club | HYBRID Meeting
Public Speaking with the Data Science Speakers Club | HYBRID Meeting
The Data Science Speakers Club is a Toastmasters International club enabling the current and next generation of Data Scientists to improve their Public Speaking Skills. This is a HYBRID Meeting! So join us Online via ZOOM or In-Person. Joining the Data Science Speakers Club means joining a supportive environment to build your confidence in public speaking and to practice speaking in front of an audience. You will also gain the opportunity to receive feedback on your speeches in a friendly environment, including what you have done well and guidance on the areas you can improve upon. We also run a mentorship program where an experienced mentor supports you on your public speaking journey. Meeting Theme: **TBC** Tentative Schedule: 18:30 - President's welcome 18:40 - Prepared Speeches (3 prepared speeches with evaluation) 19:25 - Guest introduction 19:30 - Break 19:40 - Table Topic 20:30 - Wrap up, awards, announcements End of Meeting The theme is to do with exploring various aspects of power, including how it is distributed, challenged, and transformed in different contexts. In the first part, there will be speeches. In the second half, we will have impromptu speeches preparation in groups called Table topics where guests can participate. We meet on the 1st, 3rd, and 5th Mondays of each month from 6:30 pm online. Each meeting is a mixture of prepared speeches by our members, speaking roles, and impromptu speaking challenges by members and guests. Our meetings are free to attend and you only have to speak if you want to. For in-person attendance, snacks will be provided. Entrepreneurs, Innovators, and Mathematical and Logical Thinkers aiming to focus on their communication and leadership development are always welcome to attend our meetings, to increase their self-confidence, become better speakers, and become better leaders. TEAMS LINK: [https://teams.microsoft.com/meet/381175383292654?p=jofxsWfPNxnUvqQ9as](https://www.google.com/url?q=https://teams.microsoft.com/meet/381175383292654?p%3DjofxsWfPNxnUvqQ9as&sa=D&source=calendar&usd=2&usg=AOvVaw0hqs-5F6o63VU1Sd4Lr5Jo) FACEBOOK: [https://www.facebook.com/datasciencespk/](https://www.facebook.com/datasciencespk/) LINKEDIN: [https://www.linkedin.com/company/data-science-speakers-club](https://www.linkedin.com/company/data-science-speakers-club) TWITTER: [https://twitter.com/datasciencespk](https://twitter.com/datasciencespk) INSTAGRAM: [https://www.instagram.com/datasciencespk/](https://www.instagram.com/datasciencespk/)
Life Drawing - N1 - The Animator Class (Skill Level: Beginner - Advanced)
Life Drawing - N1 - The Animator Class (Skill Level: Beginner - Advanced)
**Monday Life Drawing Class** **When: Every Monday, 7-9 PM (Arrival from 6:45 PM). Latecomers welcome.** **Where: Sweet Thursday, De Beauvoir, Southgate Road, N1 3JS. (Nearest Tube: Dalston Junction - 7min, Haggerston - 5min).** **What: A fun, fast-paced variety pose class suitable for all levels, from 1-minute to 25-minute poses. All materials provided. Drinks and food available from the restaurant, with wine at cost price on Mondays.** **Cost: Use your Draw-More pass or pay on the night. You can also pay online in advance via Bookwhen: [https://bookwhen.com/londonlifedrawing_livestream](https://bookwhen.com/londonlifedrawing_livestream)** **[www.instagram.com/adriandutton_life_drawing](https://www.google.com/search?q=http://www.instagram.com/adriandutton_life_drawing)** **Contact: [www.LondonLifeDrawing.com](http://www.londonlifedrawing.com/) or email: adrianmarkdutton@gmail.com** **Share Your Work: Share on Instagram using #adriandutton #londonlifedrawing #adriandutton_life_drawing for a chance to be reposted. Non-IG users can email photos to [adrianmarkdutton@gmail.com](mailto:adrianmarkdutton@gmail.com).**
CryptoMondays London
CryptoMondays London
***BITCOIN: From Pizza to Protocol ***🍕 **Sign up to attend via our Luma page [here](https://luma.com/qhe1km0l).** 🍕 Bitcoin Pizza Day marks the moment Bitcoin moved from theory to reality - from code to culture. ​Every year, CryptoMondays London goes big on Bitcoin. ​This is that night. ​From the first 10,000 BTC pizza to a global monetary network, Bitcoin has evolved far beyond what anyone imagined. And today, it’s no longer just an asset or ideology. ​**It’s infrastructure.** **It’s energy.** **It’s culture.** **It’s IRL.** ​This special edition brings together some of the UK’s most active builders, operators, and thinkers to explore what Bitcoin actually looks like in the real world - and where it’s going next. *** ## ​**⚡ What We’ll Cover** ​A high-signal evening exploring: * ​Bitcoin’s evolution from experiment to global system * ​The intersection of Bitcoin with AI, energy, and infrastructure * ​Real-world adoption across payments, culture, and communities * ​The state of Bitcoin in the UK — and what comes next ​​​**​📅 Monday 18 May** **📍 Location revealed upon registration** **⏰ 6:00–9:30pm** **\*\* PLEASE NOTE! \*\*** **CML primarily uses Luma now and we suggest you subscribe to our [calendar there](https://lu.ma/cml). All attendees must be registered via Luma for our events, WE NO LONGER ACCEPT RSVP'S VIA MEETUP.** CryptoMondays London is the city's largest and longest-running web3 meet-up. We are dedicated to community, education, and networking. Please subscribe to our Luma calendar to stay up to date on events [https://lu.ma/cml](https://lu.ma/cml)

Behavior-Driven Development Events This Week

Discover what is happening in the next few days

Dancehall Fitness
Dancehall Fitness
🇯🇲🔥💪🏽 DANCEHALL FITNESS!! 🔥💪🏽🇯🇲 Every SATURDAY 10am! 📍Falcon Park 14 Cranleigh Mews, London SW11 2QL 🔥🤸🏽‍♀️ High Energy Group WorkOuts! 💪🏽🔥 Qualified Personal Trainers & DJs! All Ages And Fitness Levels Welcome! DJs playing Strictly Dancehall Music! 🔊🇯🇲 If you would love to join us or get involved follow us and send a DM us on Instagram @dancehallfitness_ Get ready to sweat with Dancehall Fitness! Fitness moves that’ll boost your energy and mood! Tickets: Via Eventbrite: Search Dancehall Fitness #LondonFitness #LondonWorkouts #exercise #OpenAirFitness #StartNow
XTC @ TBC (In-Person Round Table)
XTC @ TBC (In-Person Round Table)
Join us for discussions about what’s happening in the world of XP, UX and software engineering in general. **What to expect:** Lively discussion amongst a diverse group of members within a friendly and safe space. New members welcome, the only thing we ask is that you care about software engineering and are happy to offer an opinion or two. **When and where:** Expect people to start arriving from 5.30pm UK. The meetup will officially run until \~8.30pm UK (but you won't be kicked out!) Upstairs at The City Pride, 28 Farringdon Ln, London EC1R 3AN (5 min walk from Farringdon station) This venue is not wheel-chair accessible, sadly. **Agenda:** 5.30pm Soft start - everyone mingling 6.00pm 15 mins for lightning talks 6.15pm Topic Proposals 6.25pm Voting on topics 6.30pm First session - break out into groups, discussions happen 7.00pm Come back together, summarise any a-has 7.15pm Second session - break out into groups, discuss more 7.45pm Come back together again, share a-has 8.00pm Wrap up, then either farewell, or carry on talking If you have been to XTC at the City Pride before, you may be familiar with the excellent pizzas there. We no longer have a budget to buy them for the group, but participants should feel very free to order for themselves. *** About XTC The eXtreme Tuesday Club (XTC) is London's oldest agile meetup, and has been meeting since 1999. Initially the meetup was focused on discussing Extreme Programming (XP), but it has expanded to include anything XP, agile, lean, or the larger context in which we do software development activities. We welcome all software development newbies, practitioners, and experts to discuss topics of interest over drinks. Follow @extremetuesday (https://twitter.com/extremetuesday) on Twitter for announcements and updates, or use the hashtag #XTCLondon (https://twitter.com/hashtag/XTCLondon) to find and share insights.
Product Evenings LDN: AI Agents in the Wild
Product Evenings LDN: AI Agents in the Wild
Join us in London for a forward-looking conversation with product leaders building the next generation of autonomous, AI-driven systems. **Event Overview** AI agents are quickly advancing from basic automations to adaptive, goal-driven systems that can reason, act, and manage complex tasks. As they enter real products, teams must rethink how to design, ship, and scale intelligent experiences that remain both powerful and trustworthy. **01 - From Automation to Autonomy: What “Agentic” Really Means** Explore how AI agents differ from traditional automations, from decision-making and multi-step planning to real-time adaptation, and what this shift means for product strategy and user experience in the wild. **02 - Designing Trustworthy Agents: Safety, Reliability & Real-World UX** Examine the critical considerations behind building agents people can rely on, including transparency, failure modes, human-in-the-loop design, and the UX principles needed to ensure agents behave predictably and responsibly. **03 - The Next Frontier: Agent Capabilities, Ecosystems & Scale** Discover how emerging capabilities such as tool use, collaboration, and multi-agent systems are transforming what products can achieve, and what teams must consider when deploying agents at scale across industries.
Beyond the Build: Product Strategy, Trust, and User Behavior in the Age of AI
Beyond the Build: Product Strategy, Trust, and User Behavior in the Age of AI
**📣**AI didn’t just change how we build products, it exposed the cracks in how we design, ship, and make decisions. **This meetup brings together three perspectives on the real challenges of AI products:** getting users to use them effectively, managing unpredictability and trust, and rethinking product strategy when execution is no longer the constraint. Together, these talks shift the focus from technology to judgment, design, and product thinking. \#\# Agenda: **18:00** \- Gather & Mingle\. **18:30** \- Opening remarks\. **18:40** -"**Shipping AI features isn’t enough**" by Ellie Jacobs, Product Director LTX @ Lightricks **19:00** - **"Shipping Products That Are Almost Right"** by Meital Kochawi Levin, Senior Product Manager @ Bringg **19:20** - **"Product Strategy in the AI Era"** by Hadas Sheinfeld, VP Product @ ProductX.biz **19:40** \- Networking & Mingle Time **20:00**\- Close 🗣️First talk by **Elli Jacobs** **"Shipping AI features isn’t enough"** Users often fail to get value from AI-based features, because they don’t use them “correctly.” This talk explores the hidden gap between capability and usage, and how product teams can design experiences that guide users toward better outcomes without adding friction or requiring education. It’s about turning AI from something impressive into something reliably useful. 🗣️ Second talk by **Meital Kochawi Levin** **"Shipping Products That Are Almost Right"** Long before LLMs, non-deterministic systems forced teams to grapple with unpredictability, trust, and imperfect outcomes. This talk distills hard-earned lessons into a practical framework for building and managing such products—defining where accuracy matters, designing for failure, and turning users into active contributors to improvement. It offers a grounded approach to making “unreliable” systems feel dependable. 🗣️ Third talk by **Hadas Sheinfeld** **"Product Strategy in the AI Era"** AI hasn’t changed the essence of product strategy, but it has removed many of the constraints that once shaped it. As execution becomes easier, the real challenge shifts to prioritization, judgment, and building long-term advantage. This talk redefines how to think about strategy in a world where speed is no longer a differentiator, and exposes the gap between teams that truly have a strategy and those that never did. \#\# Audience: * CPO * VPs * Head of Product * Product Director * Product Pros 👉 Join us for an insightful and inspiring meetup packed with practical takeaways. \* The number of seats is limited , so do hurry up and book yours. \*\* Prior to the meetup, you will receive an email containing a QR code, which you will be required to present upon entry to the event. \*\*\*We’re aware of the Tube strikes in London next week, but fortunately, from Wednesday afternoon through Thursday, train services are expected to operate as usual, so there should be no difficulty getting to the meetup.
Automating Greener Code: Using AI Agents to optimise software efficiency
Automating Greener Code: Using AI Agents to optimise software efficiency
There are many resources available for guidance on how to write code that is efficient and results in more sustainable software applications, but applying these at scale can be challenging, and often isn’t a priority for busy teams. GitHub have recently released Agentic Workflows, a way of specifying automation tasks in human-readable format to be performed by an AI agent as part of a GitHub Actions workflow. In this talk, Max Mizzi from GitHub's Sustainability team gives an overview of Agentic Workflows, and will demonstrate how they can be used to improve software efficiency through both structured green software rules and autonomous performance engineering. He'll finish by walking through a real-world use-case showing how the technology helped to dramatically reduce the energy consumption - and carbon footprint - of a major website. Come along if you want to learn more about using AI to improve the energy efficiency of your software. Check out the Green Software Brighton [website](https://greensoftwarebrighton.co.uk/) for links to previous talks. Arrive from 18:00 for pizza and drinks. Event will start at 18:30. We always head for a drink and a chat locally afterwards too. --- ***Thank you to Runway East for use of their space to host our events and to Silicon Brighton and the Green Software Foundation for supporting us.***
Build Your AI Docs Strategy: Gaps, Playbooks and Automation
Build Your AI Docs Strategy: Gaps, Playbooks and Automation
**AI is becoming part of many documentation workflows, but how do you turn that into a clear, repeatable strategy?** At this month’s meetup, we’ll focus on how to build an AI docs strategy by identifying gaps in your current approach, creating practical playbooks, and using automation to support consistent, scalable documentation. In this session, [Maddy Onyehara](https://www.linkedin.com/in/maddalena-o-bb2372020) (Technical Writer, Cloudflare), [Jun Lee](https://www.linkedin.com/in/junlee98?utm_source=share_via&utm_content=profile&utm_medium=member_ios) (Senior Technical Writer, Cloudflare), and [Anita Achu](https://www.linkedin.com/in/anita-achu?utm_source=share_via&utm_content=profile&utm_medium=member_ios) (Technical Writer, Upsun) will walk through how to approach AI in documentation in a structured way. This includes spotting where current workflows fall short, designing playbooks teams can rely on, and introducing automation that improves quality without adding unnecessary complexity. 🔔 **Note** Please note: spaces are limited, so please RSVP only if you’re able to attend and free up your spot if your plans change. 🗒️ **Agenda** **When**: Thursday, 21 May, from 6:00pm **Where**: The Gallery @ [The Corner](https://maps.app.goo.gl/xegvGx3qA9ysEgvA6) (42 Adler Street, E1 1EE) **What**: **18:00 - 18:30** Arrival **18:30 - 18:40** Welcome & Housekeeping **18:40 - 19:00** Presentation from our sponsor, [Document360](https://document360.com/) **19:00 - 19:50** Session: Build Your AI Docs Strategy **19:50 - 20:00** Q&A **20:00 - 21:00** Networking All times are approximate. **📍 How to find us** Enter the hotel, turn right, and pass the bar to find The Gallery meeting room. Look for WTD signs and friendly organisers. **📸 Photos** Please note that organisers may take photos during the event for the Write the Docs London community.
LEGO® SERIOUS PLAY® Taster workshop
LEGO® SERIOUS PLAY® Taster workshop
A fun and hands on introduction to LEGO® SERIOUS PLAY®, ideal for those who have not experienced the method before. After being welcomed by our experienced facilitator Sean Blair, you will explore building models as an individual and as a group. You will become practiced at several methods of communication and learn to hear and understand others, all using LEGO! Following the workshop we will send you a free pdf copy of the book "SeriousWork" - a hands on guide to using LEGO® SERIOUS PLAY® yourself (5\*\*\*\*\* reviewed book that sells for £25 on Amazon https://www.amazon.co.uk/Facilitate-Meetings-Workshops-Serious-Method/dp/0995664706) Ideal for those who are interested in participatory leadership, better communication and creativity. If you have attended a taster workshop before, you are welcome to attend but please note this introductory workshop will be a similar experience.

Behavior-Driven Development Events Near You

Connect with your local Behavior-Driven Development community

Game Dev Meetup  (@Improving In-Person)
Game Dev Meetup (@Improving In-Person)
PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)
TBD
TBD
**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
Building Momentum: From Ambiguity to Execution
Building Momentum: From Ambiguity to Execution
**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.
Building Agents with Microsoft Agent Framework
Building Agents with Microsoft Agent Framework
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.
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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