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Yes! Check out google analytics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the google analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Chitta Walks - Awareness in Motion
Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease.
This walk is a simple reset.
We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment.
No apps. No performance. Just a clear space to slow down and notice what is happening.
If you want to slow down without withdrawing from life, join a Chitta Walk.
✨ **What to expect (approx. 90 minutes):**
* A short arrival and orientation
* A guided silent walk (phones off, no conversation)
* One concise science-based impulse on attention or stress
* Optional reflection in pairs or small groups
* A simple takeaway or experiment for daily life
🚶**Who this is for:**
* Professionals, creatives, and people in transition.
* People who feel mentally busy and want more clarity and balance.
* Those curious about mindfulness, but grounded and practical.
* Anyone comfortable with silence and gentle self observation.
🔔 **Practical notes:**
* Duration: 60-90 minutes
* Wear comfortable shoes and weather-appropriate clothing
* No prior experience needed
* Group size is limited to keep the space quiet and focused
🧭 **Facilitator:**
My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction.
🤔 **Why Chitta Walks?**
Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense.
Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world.
The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it.
🌿 **Possible effects:**
A calmer nervous system.
Clearer attention.
A felt sense of being more present in your body.
Subtle insights into how your mind reacts under everyday conditions.
A quieter, more grounded way of moving through the city.
**Come as you are. Walk. Notice. Leave with a little more space inside.**
Biesenthaler Becken: Hike through Glacial Lands Carved in Ice Age
***Discover a diverse landscape of open fields, lakes, forests & creeks while listening to the birds singing and the water murmuring.***
**HOW DO I JOIN THIS EVENT?**
Click on link below to get complete info and to sign up for this event by getting your ticket.
[https://urbanaturetravel.com/event/biesenthaler-becken-hike2026](https://urbanaturetravel.com/event/biesenthaler-becken-hike2026)
**SPECIAL OFFER FOR NEW USERS**
* 10% New User Discount using promo code: **MEETUP10**
* Valid for this trip or any other trips available on our website.
**WHY GO?**
Join us as we explore the ancient landscape of Biesenthaler Becken, a region well-known for its rich biodiversity and breathtaking scenery. Take a break from the humdrum of city life and immerse yourself into the serenity of sprawling forests, meadows with wildflowers, and the company of little forest animals and migratory birds.
The trail starts from the former agricultural town of Biesenthal where you will meander through beautiful open fields with views of the Streesee lake before stopping for a picnic lunch break. Then, you will continue on towards the Biesenthaler basin to explore its glacial landscape dating back to the Ice Age. Enjoy a photo stop at the stunning Lake Hellsee and finally, toast to a great hike at a beer garden on the banks of the Obersee Lake.
**TRIP DETAILS**
**Meeting Location & Time:**
* Option A: Berlin Central Train Station (Berlin Hbf) at 9:30 am
* Option B: Biesenthal Bahnhof[ ](https://maps.app.goo.gl/BP6msv5NN99yBNva8%20%22https://maps.app.goo.gl/BP6msv5NN99yBNva8%22)at 10:45 am
**Finishing Location & Time:**
* Option A: Berlin Central Train Station (Berlin Hbf) at 5:30pm
* Option B: Bus stop Lanke, Dorf at 4pm
**Hiking Distance:** 13 km walking, 5 hours from start to closing, multiple break times
**Hiking Difficulty:** Easy – Walking on marked paths / dirt roads, mostly flat terrain, relaxed pace
**Kid Friendly:** Yes
**What is Included?**
* Community Leader & Guide for the entire duration.
* Transportation to and from Berlin (based on the ticket option selected).
* Access to Google photos album dedicated for this trip for sharing all your amazing pics & videos from the trip.
* Access to a WhatsApp group for confirmed participants.
**Note:** Please contact us immediately if you do not have WhatsApp & we can make alternate arrangements from our end to ensure you do not miss out on any communication.
Please do join our WhatsApp / Telegram channel for updates about our future trips including possible early bird discounts, contests etc.
1. [WhatsApp Channel](https://go.unt.global/travelgroup)
1. [Telegram Channel](https://t.me/urbanaturetravel)
30 min Swim and Coffee 🌅🌊👋☕
**Join us for a swim at Stadtbad Tiergarten Pool (near Hauptbahnhof)!**
Hey everyone,
We are doing a casual non-professional swim. It's an indoor heated (+26°C) pool, and I'd love for you to join us! We'll be gathering for a casual chill 30-minute swim. No need to race or compete, just enjoy the water and calm after completing the swim.
Afterwards we go to a nearby café for coffees and chat, but no pressure to stick around - totally optional!
**Bring**
* swimsuit
* towel
* 1 Euro coin (for a locker)
* ticket (5.50€, buy online or on site)
**Where**
In the entrance hall inside the pool.
Sunday Tech Coffee Meetup
Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin.
We are usually inside and to the right. Ask the barista/bartender if you can't find us.
Berlin Singles Bowling Together | Zeya: 6 Curated Hangouts 🎳 Exciting 🤩
**Why bowling?** Because movement breaks the ice and takes the pressure off! Join Zeya Social for a **fun, curated singles hangout in Berlin.** **Forget swiping, endless texting, or awkward first-date tension, we bring 6 carefully selected singles together** for a exciting, interactive time. 🇩🇪 **Zeya bietet kuratierte Hangouts für Singles in Berlin. Sicher, persönlich und ohne Dating-Apps.**
**[Join next Berlin hangout – RSVP now!](https://zeya.cc/register)**
✅ **Women-Founded & Safe:** We prioritize a safe, respectful, and high-quality environment. ✅ **Expertly Curated:** We handpick 6 people based on vibes and interests = not just a random crowd. ✅ **Proven Success:** Proud **Web Summit Alpha Startup \| 92%** 🙌 Showed\-up \| **43%** 🔥 Hangouts matched \| **60%** 💖 Joined again \| **16** 💬 Hangouts
**📋 How it works:**
1. **Register (1 min):** Fill out a curation form at **[https://zeya.cc/register](https://zeya.cc/register)**
2. **Get Matched:** We find the best match for you among Berlin singles.
3. **Join the Hangout:** Once matched, you’ll get a WhatsApp invitation to a cozy Berlin spot.
4. **No Pressure:** Just 🎳 Bowling €22 \| With friends €20 to ensure a balanced mix and no\-shows\. If no hangout offer in 31 days? **100% Full Refund.**
**🥰** **Why Berliners Love Zeya?**
* 🔒 **Privacy First:** No public profiles. No one sees you until you meet in person.
* ⏳ **Zero Effort:** Skip the endless "Hey, how's your weekend?" texts. We do the work.
* 🍸 **Organic Vibes:** No awkward ice-breakers or loud moderators. Just 6 like-minded people having a great time.
* 💌 **Smooth Follow-ups:** Like someone? Let us know privately via our post-event form. We connect you if it's a match!
**[Join next Berlin hangout – RSVP now!](https://zeya.cc/register)**
🎳 Move, laugh, and connect! Low-pressure fun, genuine conversation, and real sparks—bowling your way to new connections.
#BerlinSingles #SinglesHangout #BowlingNight #ZeyaSocial #DatingAlternative #MeetNewPeople #FunFirstDate #BerlinEvents #SocializeBerlin
Empathy Game - May
Über uns
Hello, Berlin!
We're Mindful Mingle, a cozy corner in our bustling city dedicated to heartfelt conversations. A place where you're not just another face in the crowd, but a valued member of a caring community. Mindful Mingle welcomes openness and emotional honesty.
**\*\*\* READ BEFORE ATTENDING \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\* \*\*\***
\#\# 🌿 Mindful Mingle Community Guidelines
Creating a space for real conversations, mindful connection, and mutual respect
These guidelines are here to help us keep our gatherings safe, supportive, and enriching for everyone. Please read them before attending an event.
\#\# 💛 1\. Come as You Are
This is a space for real people, not perfect ones. Whether you’re having a great week or a rough day, you’re welcome here. Just be yourself, no masks needed.
\#\# 🗣️ 2\. Listen with Empathy
When someone shares, listen with your full attention and an open heart. Avoid interrupting or offering unsolicited advice. Sometimes, the most powerful support is simply being present and listening.
\#\#\# 🤝 3\. Respect Confidentiality
What’s shared in the circle stays in the circle.
Trust is the foundation of this group, please don’t repeat or post about anyone’s personal experiences outside of the meetup.
\#\#\# 🧘 4\. No Judgment\, No Fixing
Everyone’s experience is valid. This isn’t a space for therapy or debate, but for compassionate sharing. Let’s honor each person’s truth without trying to “fix” or analyze it.
\#\#\# 🌍 5\. Diversity Is Our Strength
We celebrate people of all backgrounds, beliefs, and identities. Discrimination, harassment, or exclusion of any kind will not be tolerated.
Bring curiosity and kindness, we learn so much from each other’s perspectives.
\#\#\# 🕊️ 6\. Honor the Flow
Please arrive on time if you can, and stay as long as feels right. Our events are flexible, but being punctual helps maintain the shared rhythm and presence in the group.
\#\#\# 📍 7\. Be Mindful of Space and Time
Keep introductions and sharing brief so everyone has a chance to speak.
If you’re speaking, take a breath, and make room for others. If you’re quiet, know that your presence still matters deeply.
\#\#\# ☕ 8\. Kind Curiosity Over Critique
It’s okay to disagree, that’s part of rich conversation. But let’s do so mindfully, with respect and empathy. Ask questions to understand, not to challenge.
\#\#\# 🌸 9\. This Is a Shared Space\, Not Therapy
Mindful Mingle is about community and connection, not a substitute for therapy or crisis support. If you’re struggling, please know you’re not alone and professional help is always encouraged. We’re here to listen and care, not to diagnose or treat.
\#\#\# ✨ 10\.
A Final Note
Mindful Mingle is a living community, these guidelines grow with us.
By showing up with kindness, honesty, and openness, you help create the safe, heartfelt atmosphere that makes this group special.
Thank you for being part of it. 🌿
Google Analytics Events This Week
Discover what is happening in the next few days
Berlins großes Speed Dating
Lerne attraktive Singles beim großen Speed Dating in Berlin kennen & flirte bei romantischem Ambiente. Nur 19,00€ pro Person pro Altersklasse.
**\* Bitte ausschließlich online über [www.DateYork.de](https://www.DateYork.de) anmelden.**
17:00 - 18:30 Uhr - Altersklasse 35 - 45 Jahre oder 40 - 56 Jahre
18:30 - 20:00 Uhr - Altersklasse 26 - 39 Jahre
20:00 - 21:00 Uhr - Altersklasse 20 - 32 Jahre
Du wirst vor Ort von unserem Love Angel empfangen. Der Love Angel moderiert das Speed Dating, steht dir für Fragen zur Verfügung und sorgt für einen reibungslosen Ablauf.
Nach dem offiziellen Teil des Speed Dating Events können die Singles für weitere Drinks und Speisen in der Location verweilen, die Gespräche vertiefen und viele neue Leute kennenlernen.
Email: [info@dateyork.com](mailto:info@dateyork.com)
WhatsApp [+49 162 418 7255](https://wa.me/+491624187255)
+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Meet many new singles at the popular speed dating event in Berlin & flirt in a romantic atmosphere. You pay only 19,00€ per person per age group.
**\* Registration is only possible via** **[www.DateYork.de](https://www.DateYork.de).**
5:00 p.m. - 6:30 p.m. - age group 35 - 45 or 40 - 56 years
6:30 p.m - 8:00 p.m. - age group 26 - 39 years
8:00 p.m - 9:30 p.m. - age group 20 - 32 years
The event will be hosted by our love angel.
After the official part of the speed dating event you are welcome to stay for more drinks and food in the location and deepen the conversations.
Email: [info@dateyork.com](mailto:info@dateyork.com)
WhatsApp [+49 162 418 7255](https://wa.me/+491624187255)
[Golang & Java] free agentic coding workshop
Join us for a hands-on, collaborative **4-hour workshop** where we use LLMs to code. We will be implementing the following 3 exercises: [connect four](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/connect-four) [amazon locker](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/amazon-locker) and [elevator](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/elevator)
### **What we will do**
We will use the LLM (any free one, like chatGPT) to write code that solves a given problem. Our goal is to not write code by hand, and to produce an application that passes a set of specifications.
### 🛠 **Share ideas about agentic coding**
We will be practicing our agentic coding skills:
* bring a laptop with Java or Golang installed
* know how to code in either Java or Golang
* share and explore ideas about how to use LLMs to create production-ready applications
### 💬 **Atmosphere & Logistics**
The workshop is **free**. There will also be a 20 min pause, if you want to order snacks.
Lets Discuss: Sentimental Value
This time we will be discussing Sentimental Value by Joachim Trier
Film info:
https://www.imdb.com/de/title/tt27714581/?ref_=ext_shr_lnk
you will find us inside the bar usually on the left side. if you dont find us ask at the bar where the filmgroup is sitting.
Don't forget to watch the film before joining the meetup :)
Easy 5k with RCB
Sunday mornings are for easy 5k's! Join us on our regular Sunday runs. This run is for EVERYBODY.
We created RCB with the intention of connecting runners/people with each other. We know how hard it is to meet new friends in a city full of people. With RCB we want to make that easier. Every Sunday we will meet for a easy 5 kilometers (pace vary's according to people present), with a nice coffee and some socialising afterwards. We believe that running can be much more than performance or pace.
Meet-up is at Maxway Coffee, Katharina-Paulus-Straße 2 at 11am. Hopefully see you there :)
❤️🩹🫂 HEARTBREAK-CLUB
**Kennst du das, wenn dich etwas einfach nicht loslässt?**
**Du denkst immer wieder darüber nach, drehst dich im Kreis und hast das Gefühl, du musst es nochmal aussprechen.**
Vielleicht geht es um eine Beziehung, die wehgetan hat.
Um Stress im Job.
Um eine Freundschaft, die sich verändert hat.
Oder einfach um dieses Gefühl, gerade nicht ganz zu wissen, wohin mit all dem, was in dir ist.
Du hast es deinen Liebsten schon so oft erzählt und willst ihnen eigentlich nicht noch einmal damit auf die Nerven gehen.
Aber in dir ist noch so viel, was raus möchte.
**Genau dafür gibt es den Heartbreak Club.**
Ein Treffen unter Gleichgesinnten, an dem du nichts erklären musst und nichts beschönigen musst.
Hier darfst du ehrlich sein.
Hier darfst du traurig sein.
Hier darfst du lachen, weinen oder einfach nur zuhören.
In einer kleinen, vertrauten Gruppe kommen Frauen zusammen, die gerade ähnliche Gedanken oder Gefühle haben und sich einen Raum wünschen, in dem alles sein darf.
Ohne Bewertung.
Ohne Druck.
Ohne den Anspruch, sofort eine Lösung zu finden.
... denn manchmal hilft es schon, zu merken:
**Ich bin nicht allein mit dem, was ich fühle.**
**Was dich erwartet:**
* eine kleine, sichere Gruppe von Frauen
* ein geschützter Raum für ehrliche Gespräche
* Verständnis, Zuhören und echte Verbindung
* die Möglichkeit, einfach mal alles rauszulassen
* und vielleicht ein kleines bisschen Leichtigkeit am Ende
**Wichtig zu wissen:**
Du musst nichts vorbereiten und nichts „Perfektes“ sagen.
Du darfst einfach kommen, so wie du bist mit allem, was dich gerade beschäftigt.
Und nicht zu vergessen:
Das ist kein Therapieangebot, sondern ein moderierter Austausch in wertschätzender Atmosphäre.
**🙋♀️NEU HIER? Kein Problem!**
Bei Bloumie kommen alle alleine (also bloß keine Scheu!) und viele sind zum ersten Mal dabei.
Die Gruppen sind bewusst klein gehalten, immer moderiert und die Atmosphäre ist offen und entspannt, sodass man schnell Anschluss findet.
**❗️Wichtige Änderung beim Anmeldeprozess**
Unsere Community wächst aktuell auf verschiedenen Plattformen — deshalb werden alle Eventbuchungen ab sofort gebündelt über unsere eigene Plattform abgewickelt.
Dort findest du immer den genauen Treffpunkt, Updates und alle wichtigen Informationen.
Die Registrierung ist kostenlos und schnell erledigt:
**[https://bloumie.app/login](https://bloumie.app/login)**
Aktuell läuft alles über unsere Web-App. Eine App Store-Version folgt in den kommenden Wochen.
Bitte beachte: Nur die Webbapp-Anmeldungen werden berücksichtigt!
**💰 Eventkosten**
Einige Events sind kostenfrei, andere kostenpflichtig — je nach Aufwand, Organisation und Reservierungen vor Ort.
Die Teilnahmegebühr hilft vor allem dabei, die Plätze verbindlich zu halten und die Events zuverlässig planen zu können. 🌷
**Dieses Event ist kostenlos.**
Bitte bringe etwas zu trinken und Snacks für Dich mit. Für Picknickdecken ist gesorgt. ☀️
**🎁 Willkommens-Goodie**
Als kleines Dankeschön für dein Interesse kannst du mit dem Rabattcode **YOUBLOOM**
dein erstes kostenpflichtiges Event kostenlos buchen.
Folge Bloumie gerne auch auf Instagram ([@bloumie.app](http://bloumie.app/)), um keine Events mehr zu verpassen. 🌸
Sende mir bei Fragen einfach eine Privatnachricht! :-)
Liebe Grüße
Joana 🌸
Chill Beach Volley 🏐 Beach Mitte
**17:00**. Join us for chill outdoor beach volley! 🏐 ☀️ 🏖️ 🍻
This event is for everyone who enjoys chill games and is not a *complete* beginner (A1.5+). We play 3v3 (or 4v4) with beach rules. There are no trainers at this event. Register via [the simultaneous event](https://www.meetup.com/berlin-volley/events/) for higher-level 2v2 matches (F1+).
After playing, you can join us for socials with drinks and snacks at the bar area. We often play a social deduction game, which you're also welcome to join.
It's recommended that you come 10 minutes early so you have time to change and find the fields. If it is your first time, 15 minutes might be even better.
You can join whatever court you like and move between courts during the event. We self-organize, so once you finish a game, you can start a rematch, mix with another court, or take a break as you see fit. Upon arrival, join the warmup happening on one of the courts.
Join our WhatsApp community via [https://volley.berlin/WhatsApp](https://volley.berlin/WhatsApp) ([QR code](https://secure.meetupstatic.com/photos/event/b/f/d/5/highres_532249109.webp))
Follow us on Insta at [https://www.instagram.com/berlinvolleyball](https://www.instagram.com/berlinvolleyball)
**Rules**: Do not join if you have an infectious disease. For everyone's safety, we do not allow kicking the ball during games with beginners. Be respectful of your fellow players.
**Venue**: We play at BeachMitte. There are changing rooms, toilets, and hot water showers that cost 1 EUR. There are no lockers. There is a bar that sells drinks and snacks.
**Payment**: You pay in advance via Meetup. Payment via PayPal or Urban Sports Club is not possible.
**Refunds**: The venue does not provide refunds. Thus, we cannot refund you either, even if the event is canceled due to bad weather. If you know you can't make it in advance, you can try selling your spot to someone else via WhatsApp or the comment section. In the rare cases that we cancel an event due to poor attendance, everyone gets a full refund.
Pictures might be taken and shared publicly, such as on Meetup or Instagram. You can opt out by letting the organizer know you do not wish to be photographed.
By RSVP'ing to this event, you acknowledge and agree to the following: Participation in this volleyball event is at your own risk. The organizer is not responsible for any injury, loss, or damage sustained during the event, whether caused by negligence or otherwise. You are aware of the inherent risks involved in beach volleyball and voluntarily assume these risks. You agree to hold the organizer harmless from any claims, liabilities, or expenses arising from your participation, including any medical costs.
Share anonymous feedback with the organizer via [https://www.admonymous.co/entropy](https://www.admonymous.co/entropy)
Pictoplasma Visitor Day: Character Market + Screening Animation Selection
This year we have our very own big covered tent on the silent green lawn from 13–15h on Sunday May 10. To gather, chat with each other and have a nice day together!
It’s public open day, completely free
APART FROM THE SCREENINGS, WHICH COST
6€/hourlong screening (not related to our group of course)
There’s a character art market, an art exhibition, collage workshop, picture book readings, and 6 screenings plus a Kids Kino.
Google Analytics Events Near You
Connect with your local Google Analytics community
Data & Analytics Wednesday - Mapping and Dashboards
**Total Eclipse of the Chart: School Redistricting Dashboards**
In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these.
While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics.
**About Our Speaker**
Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
CBusData - Practical AI for Power BI Developers
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.
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
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
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!
Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
COhPy Monthly Meeting
**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


















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