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Frequently Asked Questions
Yes! Check out bitbucket events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the bitbucket events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find bitbucket events near your location here. Connect with your local community and discover events within your area.
Bitbucket Events Today
Join in-person Bitbucket events happening right now
regular NixOS Meetup @c-base
We are back in the c-base!
Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine!
Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs.
There are drinks usually available from the c-base bar.
If you can't find us. just ask around or ask in irc (#krebs on hackint)
GitHub Copilot Dev Day Berlin at adesso SE
Join us for a community-led developer event focused on **AI-assisted coding with GitHub Copilot**. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot.
Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development hosted at **adesso SE**.
**Sessions & Workshops**
1. **GitHub Copilot in practise - Sandra Ahlgrimm**
2. **Let's create a tiny AI library together, Copilot powered - Johannes Bechberger**
3. **GitHub Copilot Hands-on workshop - bring your laptops!**
**Location**
[Prinzenstraße 34, 10969 Berlin](https://www.google.com/maps/place//data=!4m2!3m1!1s0x47a84e50ecd583e3:0xde16d03634776e3b?sa=X&ved=1t:8290&ictx=111)
**Agenda**
17:30 - doors open
18:00 - warm welcome by JUG leader **Sandra Ahlgrimm** and **Andreas Voigt** from **adessoSE**
18:15 - first session
18:40 - second session
19:30 - workshop
**Abstracts**
**Let's create a tiny AI library together, Copilot powered**
We all want to do it. When you want to integrate AI into your tools, what do you do? You add LangChain4j or SpringAI and run with it. But do you know how these libraries interact with the AI service providers or your local llama-server instance?
These libraries aren't magic, so let's peek behind the curtain and write a tiny AI library together. This way you'll discover the REST APIs that power it all.
**Speaker**
**Johannes Bechberger,** a nerd passionate about compiler building and program analyses that enjoys cooking and works on the JVM at SAP ([LinkedIn](https://www.linkedin.com/in/johannes-bechberger-381296149)), making profiling easier for everyone.
**Sandra Ahlgrimm** is Senior Developer Advocate working for Java Developers with Microsoft at GitHub. She also leads the Berlin/Brandenburg JUG together with Jörg, Oliver and Jan.
**Andreas Voigt** is a Principal Software Architect at adesso SE. He has extensive experience in identifying and addressing architecture antipatterns. Andreas has spoken at several notable conferences, including JavaLand. He is dedicated to expanding the knowledge and application of architecture antipatterns within the community.
**A big thank you to adesso SE** for hosting the event and generously providing food and drinks during the event. Your innovative approach and commitment to excellence are greatly appreciated!
Vue.js // Berlin #106
**We switched away from Meetup for organizing this event!**
Right now, you have a couple of options, because we're still trying to find the best alternative.
Please go to one of the following event pages, instead, and let us know, which one you'd prefer and for what reason! Help us find the best way to organize the event while supporting Free and Open Source software!
\* [lu.ma/vuejs_berlin](https://lu.ma/vuejs_berlin) \- not open\, unfortunately
\* [openmeet.net/groups/vuejs-berlin](https://openmeet.net/groups/vuejs-berlin) \- open alternative that supports atproto
\* [roomy.space/vuejs.berlin](https://roomy.space/vuejs.berlin/) \- open community chat linked to OpenMeet
XTC Berlin: XP in Science?
**Topic: XP in Science?**
Science and Extreme Programming might share more than people might think - both live from rapid feedback, sharing knowledge and a mindset which embraces change.
Let's figure out togehter how science look like if it takes XP seriously and what XP practitioners might learn from how science handles uncertainty.
**What to Expect:**
* A concise, 5-10 minute expert presentation introducing us to the nuances of the topic.
* Engage in insightful discussions with fellow participants in breakout groups, exploring diverse experiences and practices.
* Dive into prepared questions designed to challenge and expand your perspective on the topic.
* A fantastic opportunity to network with like-minded professionals and enthusiasts passionate about software development and team building.
***
**Broadening Our Discussions:**
We explore a wide range of topics, including Extreme Programming (XP), agile management methods, lean theory, career management, programming katas, and other areas related to software development. Whether you're new to software, a seasoned practitioner, or an expert, your insights and experiences are valued here!
***
**Event Details:**
We'll gather from 7:00 PM, officially start the session at 7:15 PM, and take a break at 8:30 PM to decide the topic for our next session. Don't miss this chance to learn, share, and connect!
AWS User Group Berlin Session - May 2026
Dear Community,
Another month with an interesting talk right before Hamburg Summit, and we would like to hear your thoughts for the rest of the year and after. Will be pleased to have you with us on the evening! We have limited seats - 50 only - first come first served!
Our dearest thanks to Lightspeed for hosting us on the evening!
===================================================
18:30 - Warming up and networking chat
18:45 - Intro by AWS UG Berlin
19:00 - 19:40 - **Elias Abud // Delegated Access Management at Scale with AWS IAM Identity Center**
This talk presents a delegation architecture that enables project owners and security stakeholders to manage their own users, groups, accounts, and permission sets while maintaining central governance. The solution introduces a unified API layer that can operate across multiple Identity Center instances and enforces organizational policies and quotas. It also applies the Backpressure Pattern to control request rates and protect Identity Center from overload.
Participants will learn how to implement delegated identity management at scale while balancing autonomy for teams with centralized security oversight.
19:40 - 20:00 - Networking break with food, snacks and drinks
20:00 - 20:40 - **AWS User Group - Ask Me Anything**
We would like to dedicate the time and stage to you, our dearest community members to ask your questions, share your thoughts and ideas, provide feedback. This can be technical, or community related. Everyone is welcome, and we aim to address your input in the upcoming AWS Summit and more.
20:40 - 20:45 - Closing & Final Remarks
===================================================
**Very Important: Only 50 seats are available for this event.** If you want to make sure you can attend:
Register yourself with your "full name" here at meetup.com
Arrive on time - seats are first come, first served.
As soon as there are seats available, you are welcome to join with your registration. In case there are no more seats available, we won't be able to let you join us this time. We thank you very much for your understanding!
==================================
Additional Information
**This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details.
Would you like to host AWS UG Berlin events at your company? [Register here](https://bit.ly/aws-host)
Would you like to speak at AWS UG Berlin sessions? [Submit your talk here](https://bit.ly/aws-talk)
FreeCodeCamp Berlin: Co-Learning & Co-Working
**Chat & Updates:**
Telegram: [https://t.me/+VfHrJXPGVWLflGhz](https://t.me/+VfHrJXPGVWLflGhz)
Discord: [https://discord.gg/SVb44D9](https://discord.gg/SVb44D9)
**\*Deutscher Text unten\***
**Come & go as it fits your schedule**
We are meeting in-person and online every week. We offer an office environment for self-study, work and presentation/discussion (lightning talks).
**Schedule:**
* 10am open doors
* 10am online video conference open [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc)
* optional, afternoon, around 1pm: 1h presentation session (if requested / offered)
* 6pm or extended open-end
**Open co-working / co-learning**
work on the FreeCodeCamp curriculum or your own project. Vibe inside but vape outside.
**Mutual exchange**
and support is welcome. English and German, as needed.
We have fast internet, chocolate bars, drinks and a nice atmosphere. :-)
**Personal Consultation / Career advice**
Bodo runs this meetup for many years. As a Senior Dev/DevOp he is open to giving guidance for your questions about career development.
Book a free appointment (up to 60min) with him here: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7)
**Code presentations on the projector**
Everybody can participate. Show your code and present your project/problem. Get feedback or help and let others learn from you!
You don't have to prepare a fancy presentation, show us what you're working on. Also in English or German, as you feel more comfortable.
**Komm und gehe jederzeit. Zeitplan:**
* 10:00 Uhr Öffnung vor Ort
* 10:00 Uhr online room [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc)
* Nachmittag, ca 13 Uhr: optional 1 Std. Präsentation / Gruppen-Diskussion (nach Angebot/Bedarf)
* 18:00 bzw. länger, open-end
**Präsentationsrunde**
nach Bedarf und Angebot am Nachmittag. Dort man kurz zeigen, woran man gerade arbeitet, eventuell Hilfe bekommen oder interessante Tool vorstellen.
Du musst keine große Präsentation vorbereiten.
Ebenfalls auf Englisch oder Deutsch, wie Du Dich wohl fühlst.
**Gegenseitiger Austausch**
und Unterstützung sind willkommen. Es wird Englisch und Deutsch gesprochen.
**Persönliche Beratung / Karriereempfehlung**
Bodo veranstaltet dieses Meetup seit vielen Jahren. Als Senior Dev/DevOp gibt er Dir auch persönliche Ratschläge für Karriere im 1:1 Gespräch.
Reserviere Deinen kostenfreien Online-Videocall (bis zu 60min) hier: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7)
**Tech & Buzz:**
Claude Code, nodeJS, npm, nvm, TypeScript, JavaScript, Bootstrap, Tailwind, Bulma, React, Angular, NextJS, Vue, Nuxt, Docker, Container, Virtualization, Django, Codex, LLM, vibe coding, static site generation, OAuth2, Simple SAML, UX, UI, CMS, markdown, Hugo, Netlify, freeCodeCamp, Udemy, Community, Frontend Masters, Backend, SQL, noSQL, MySQL, Python, Linux, Development, git, Version Control, HTML, CSS, Open Source, Responsive Web design, Relational Database, API, Data Science, Machine Learning, Infosec, Cybersecurity, Big Data, AI, Artificial Intelligence, ChatGPT, Stable Diffusion, Data Structures, Data Mining, Ethical Hacking, OSI, Network Security, Julia, Deno, Test driven development, CI, continuous delivery, Deployment Pipe, Bash, devOps, Gitlab, GitHub, Jira, Cloud Computing, Azure, AWS, Apache Server, SSH, Algorithm optimization, SEO, C/C++, Mobile Apps, Apple iPhone, mac OS, Firefox, Chrome, Android, Programming Languages, Cryptography, Patching, Blockchain, DApp, Solidity, Analytics, geek, nerd, Neural Network, MongoDB, ExpressJS, Flutter, Go Lang, AJAX, OOP, UML Diagram, Computer Science, Engineering, Modell, View, Controller, Requirements, risks analysis, PKI, SSL, PGP Certs
OpenClaw Anonymous Berlin #7
**OpenClaw Anonymous Berlin**
Informal meetup for people interested in OpenClaw and AI agents.
We share what works/what doesn't and what we’re currently trying.
Bring your ideas, experiments, and half-working setups. We're all here to learn how to tame the tiger.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
Events usually unfold in two parts:
1st part - People showcase what they're working on: projects, tools, setups
2nd part - Open discussion/Networking
Bitbucket Events This Week
Discover what is happening in the next few days
BitDevs Bitcoin Socratic Seminar Berlin
**BitDevs Bitcoin Socratic Seminar Berlin @ c-base Raumstation**
Join us for our monthly interactive **[Bitcoin Socratic Seminar](https://bitdevs.berlin)** in Berlin! We’ll start with pizza and beer (sponsored by [Ordimint.com](https://ordimint.com)), followed by deep-dive discussions on the most interesting *technical* developments in Bitcoin from the past month. Participation by everyone is highly encouraged!
Our goal is to foster lively discussion, knowledge sharing, and debate. In the weeks leading up to the event, participants gather topics such as:
* New research papers
* New BIPs and BOLTs
* Network statistics
* Technical blog posts
* Mailing list and Delving Bitcoin threads
* Pull requests and updates from key repos (Bitcoin Core, LND, Core Lightning, Eclair, BDK, rust-bitcoin, LDK, Electrum, …)
Each topic is briefly introduced by our moderators and then discussed before moving on. The full list of links will be published at [bitdevs.berlin](https://bitdevs.berlin) 1–2 days before the event — please review them in advance to get the most out of the discussion.
**Important details:**
* This event is highly technical — best suited for those with a solid grasp of Bitcoin internals. Curious newcomers are always very welcome, but expect in-depth conversations (see the former topics at [bitdevs.berlin](https://bitdevs.berlin)).
* Chatham House Rule applies: you may share what was discussed, but not who said it. No livestream, no photos, no recordings.
* The evening begins with food and networking; people often stay after the seminar to keep talking.
**Co-hosted by:**
* [Felix](https://x.com/FelixWeis)
* [Freerk](https://x.com/freerko)
* [Fabian](https://x.com/fjahr)
For background on the idea of BitDevs Socratic Seminars, see [this article](https://bitcoinmagazine.com/articles/op-ed-want-to-learn-about-bitcoin-try-a-local-socratic-seminar).
Minotaurs Men's Basketball Tryouts
Join the Minotaurs Men's Basketball Team on Wednesday at 8pm at an indoor basketball court in Neukolln. We currently have two teams, one in Bezirkliga and one in FBL. We are looking for new players to add to the teams so come by to play together and meet. Please send a message to the event organizer if you are interested in coming.
Lean Coffee for Managers & Leaders
Join us for an upcoming in-person Lean Coffee meetup. Lean Coffee is a lightly-structured meeting format where the attendees create the agenda.
Bring your management challenges; whether you're managing people, products, processes or beyond, and solve them together with peers from a diverse set of backgrounds.
This event is great for anybody trying to create better ways of working and wants to share with + learn from others trying to do the same.
Fußball / Soccer / Football - Göschenpark (Wittenau/Reinickendorf)
Please contact me on WhatsApp if you’d like to join our group, as this group will soon be deleted from Meetup. 017684589930
Thanks, Marco
We play every Sunday—year-round—and are looking for a few players who are willing to join regularly. Average age is around 27-50.
We play on grass using poles as goals, which allows us to adjust the field and goal size depending on the number of players. Please arrive on time, as we need to divide the teams.
Game starts 11:30 sharp.
Wir spielen jeden Sonntag - ganzjährig - und suchen nach ein paar Spielern, die sich vorstellen können, regelmäßig dazuzukommen. Alter im Schnitt ca. 27-50.
Wir spielen auf Rasen mit Stangen als Toren, wodurch wir die Platz- und Torgrösse flexibel a die Anzahl der Spieler anpassen können. Bitte pünktlich da sein, weil wir die Mannschaften aufteilen müssen.
Das Spiel beginnt pünktlich um 11:30 Uhr.
[HYBRID] [May] Golang Meetup
Hello Gophers,
Welcome back for another year of Go talks and networking!
Would your company like to host our meetup? Let us know!
If you'd like to give a talk - submit your proposals here: http://goo.gl/forms/54YvJT223F
All talk formats work: short talks (5-10 min) as well as regular length (25 min).
If you have more ideas - talk to us at the Gophers slack: https://invite.slack.gobridge.org/ in the #berlin channel, and follow us on twitter: https://twitter.com/gdgberlingo
**Speakers**:
*Simon Schulte* is a Tech Lead with nearly a decade of experience building scalable backend systems across fast-paced product companies. With a background in business informatics and a passion for Golang, cloud infrastructure, and DevOps, he has spent his career solving complex engineering challenges. He is particularly excited about leveraging AI and LLM workflows to eliminate the tedious, repetitive work that slows developers down — think tech debt, boilerplate, and documentation — so engineers can spend their energy on what actually moves the needle. For Simon, AI isn't about replacing developers; it's about giving them back their time.
*Daniel Peralta Madriz* is a backend engineer from Costa Rica with around 6 years of experience working with Golang, although, sadly, he's been spending most of his time lately working with Node.js :(. He is interested in distributed systems, scalability, and developer experience, and is currently experimenting with how to leverage LLMs to safely and autonomously execute repetitive tasks.
*Michael Morgen* is a Platform/infra engineer by day, runtime and network optimizations by night.
Join in person at:
**Talon.One**
Talon.One is the incentives engine behind 300 of the world’s most-loved brands, unifying loyalty and promotions on a single flexible platform. Their customers run millions of real-time incentive decisions across markets, channels, and use [cases.As](http://cases.as/) incentives become more strategic than ever, they are continuing to raise the bar for what businesses can build and how fast they can build it
Wiener Str. 10, 10999 Berlin
https://maps.app.goo.gl/8eMjgWes1E4TBA3c7
or virtually at: https://www.youtube.com/live/qh__TQ1bMF0?is=hw21pk0ZE3HGyaaT
***
Agenda
10:49 PM: Networking
Networking over drinks and food
7:30 PM: Welcome
Welcome words from the organizers
7:35 PM: Talk 1: Go-ing Against the Chaos: Deterministic LLM Workflows / Daniel Peralta Madriz (Backend developer) & Simon Schulte (Techlead of Webhooks and Notifications) @ Talon.One
LLMs are powerful, but “it works most of the time” isn’t good enough for production. In this talk, we’ll walk through how to design deterministic workflows around non-deterministic models using Go. From structured iteration loops to validation steps and guardrails, you’ll learn how to move beyond prompting and start engineering reliable LLM-powered systems
8:10 PM: Announcements and break
Announcements, HR lost & found, open mic
8:30 PM: Talk 2: About Go Memory Allocator / Michael Morgen, Platform/infra engineer @ Mirantis
A short talk about how Go gives memory to your program. We will look at the main allocator parts, why small allocations are usually fast, when Go asks the OS for more memory, and a couple of simple examples where this knowledge helps performance.
9:05 PM: Networking
Networking over drinks and food
***
Hosted By
Natalie Pistunovich, Organizer
Ole Bulbuk, Organizer
Tim Scheuermann, Organizer
Anderson Queiroz, Organizer
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-berlin-golang-presents-hybrid-may-golang-meetup-1/.
Godot Engine Community Meetup @ c-base
Welcome to our cosy Godot Engine Community Meetup! This is not a structured meeting, but rather a friendly get-together. We will hang out, chat and maybe show some of our current projects! 🦜
Regardless if you are an artist, designer, programmer, beginner, hobbyist, professional or anything in between: join us for sharing knowledge, creating art together, coding together, joining game jams together and having fun! 🌼
This meetup will happen at [c-base](https://c-base.org), Rungestraße 20, 10179 Berlin. 🛰️
You can also join us on [our Discord Server](https://discord.gg/Sm3CgrqqQa). ☎️
Follow us on [Mastodon](https://mastodon.gamedev.place/@GodotUserGroupBerlin) for updates. 📢
Also check out [our website](https://godot.berlin). 🌐
Please be [excellent to each other](https://godotengine.org/code-of-conduct/)! 🕊️
Music Producers of Berlin Demo Drop 🔊 XXL @ Bohnengold
**Demo Drop** 🔊 **@ Bohnengold --** We'll be hosting a longer, more relaxed session this week.
Come and share a demo that you're currently working on or share a completed track with our community and get feedback in a friendly and supportive setting. Or just come and socialise and listen to the latest works from other producers.
You can register to share some music here:
https://forms.gle/xaF7sPBNpjAVPeY98
Note:
* IF YOU'RE SHARING MUSIC, YOU MUST CHECK IN WITH THE HOSTS WHEN YOU ARRIVE TO CONFIRM YOUR SIGN UP!
* Due to time limitations, we might not be able to play all tracks.
* Long tracks will be faded out at 5 minutes
**Agenda:**
7pm - Arrive, socialise and network
7:30 - Begin the Demo Drop sharing session
10/11pm - Bohnengold DJ sets to follow
We’re very excited to host another event at **Bohnengold**. They have an amazing club space with a fantastic sound system. We will be running a longer event this week until Bohnengold DJs come on at 11pm.
Note: Bohnen Gold will be opening an hour early for our event so any drinks purchased will help cover the extra staffing costs for the venue.
This is a free event for our community. It is open to producers of all genres, skill levels, and backgrounds. Whether you’re an experienced producer or just starting out, it’s a welcoming space to connect with others, exchange ideas, and find inspiration.
All genders, ages, genres, and DAWs are welcome. Invite friends or collaborators if you like, and help us continue building Berlin’s vibrant community of music producers.
We look forward to seeing you there.
Stay connected:
Telegram group: [https://t.me/musicproducersberlin](https://t.me/musicproducersberlin)
Instagram: [@musicproducersberlin](https://www.instagram.com/musicproducersberlin/)
Bitbucket Events Near You
Connect with your local Bitbucket community
Cocoaheads
Come out to Improving for our monthly iOS and Mac meetings.
This Month's Presentation:
Nothing yet. (You should volunteer).
What is Cocoaheads (http://cocoaheads.org/)?
CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics.
What is BuckeyeCocoa (http://buckeyecocoa.org/)?
BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend.
Presentations!
Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website.
To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter.
Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/
NSCoder Night
Bring your work or your hobby, hang out, and code with us.
Follow @buckeyecocoa for more information.
Version Control for Unity
This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there.
The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow.
What to Expect:
* An introduction to version control and why it's essential for Unity projects
* An overview of Git, Perforce, and Unity Version Control
* Demos of each tool in a Unity workflow
* Tips for getting started
* No prior version control experience required
* Resources for continued learning
All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers.
Food and drinks provided. Join us to learn more about version control options for Unity.
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
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
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











![[HYBRID] [May] Golang Meetup](https://secure.meetupstatic.com/photos/event/d/7/7/8/highres_468835160.webp?w=640)







