Context Driven Testing
Meet other local people interested in Context Driven Testing: share experiences, inspire and encourage each other! Join a Context Driven Testing group.
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Frequently Asked Questions
Yes! Check out context driven testing events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the context driven testing events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find context driven testing events near your location here. Connect with your local community and discover events within your area.
Context Driven Testing Events Today
Join in-person Context Driven Testing events happening right now
Berlin Singles Relational Lab — Facilitated Connection Experience
Tired of dating apps or surface-level social events?
This is different.
Relational Labs is a guided connection experience for singles who want more honest, playful, emotionally intelligent interaction — without performance, pressure, or endless small talk.
This is not speed dating.
Not networking.
Not “pitch yourself to strangers.”
It’s a facilitated relational container rooted in psychology, emotional intelligence, attachment work, social dynamics, nervous system awareness, and real-world human connection — made practical enough that you can actually live it instead of reading another 50 books about it.
## What happens
• A 2-hour guided online relational experience
• Real-time connection exercises designed to create authentic interaction
• A format that adapts in real time to whoever is present
• Optional participant-led in-person continuation afterward
• WhatsApp connection thread after the session
## This may be for you if:
• You’re tired of shallow or repetitive social spaces
• You want deeper connection without forced intimacy
• You enjoy personal growth, psychology, communication, or relational work
• You’re open to meeting people in a more intentional way
## Important
This experience runs with whoever is present and takes its own shape each time.
Sometimes expansive.
Sometimes intimate.
Both are the real thing.
Booking happens through our website.
👉 Reserve your spot:
[https://consciousconnectionsclub.com/join](https://consciousconnectionsclub.com/join)
Optional in-person continuation: same day or within 48 hours depending on the city
Most people come alone.
People often leave surprised by how quickly strangers can feel human, warm, honest, and real.
Sometimes awkwardness turns into ease.
Sometimes curiosity turns into chemistry.
Sometimes people simply remember what it feels like to actually connect again.
In Full Bloom: A Tantric Ritual Photoshoot for Women
**A ritual photoshoot, held in a group of women, witnessed and captured by photographer, artist and muse [Jaqueline Louan](https://www.jaquelinelouan.com/). Every attendee takes home 10-15 professional photos of themselves.**
[Further info & tickets.](https://spnkd.com/solo-event-a-tantric-ritual-photoshoot-for-women-in-full-bloom/)
—
**Have you ever paused in front of a bouquet of flowers, allowing its abundance to fill you?** The diversity. The intricacy. No petal the same. Flowers blooming in every color.
Have you ever felt the quiet erotic aliveness of a seed sprouting, reaching from the darkness into the light, ready to open to the sun?
**Ready to be witnessed. To be seen by another.**
In this ritual photoshoot, we enter the energy of blooming. Of softening open. Of allowing your petals to receive the warmth and richness of life. This is a living painting, your body and energy as the canvas. Your fullness. Your sweetness, your thorns, the untamed weeds of your vibrant core. So many of us long to be seen… yet when attention arrives, we contract. We hide. We close.
In Full Bloom is an invitation to gently open again. Through carefully guided practices, you will be led deeper into your natural expression.
We will explore the art of being seen; allowing what is present, perhaps even beginning to enjoy it.
*Can you let yourself be witnessed exactly as you are? Can you lean into the version of yourself you long to embody?*
**Because you are both: a Work in Progress and a Masterpiece.** By the end of this journey, you will feel more connected. More alive. More magnetic. A living work of art. You will hold photographs that remind you of your aliveness.
—
**What to expect**
You will receive approximately 10–15 professionally edited images of yourself in your full bloom, captured by Jaqueline Louan. There will also be a selection of beautiful group images. Some may be shared online, with the option for you to remain anonymous by covering your face. Clear guidance will be given in those moments.
Additional photography rights for commercial use are available upon request. Otherwise, all images are intended for private use (including sharing on your personal social media). We will co-create a lush, sensual setting with fruits, flowers, and textiles, an immersive, aesthetic space to support your unfolding.
A contract outlining all guidelines and agreements will be shared with you in advance and signed on the day. Light snacks and drinks will be lovingly prepared for you.
—
**Dresscode & what to bring**
**The dress code is colorful lingerie: an expression of your essence, like a flower in a wild, blooming meadow.** You are asked to bring a bouquet of flowers that resonates with your aliveness. Make yourself a gift. What draws you in? What awakens your senses? Which flowers call you into deeper presence with this moment?
—
**Your host: Jaqueline Louan**
Jaqueline Louan is an artist for the human heart. She is a muse that sees the muse in you and wants to awaken your ever-flowing oceanic nature. Her creations are a fusion of ritual and photoshoot, with the intention to dive deep into the mysteries of existence and to elevate the love for our human form and flesh. She weaves threads of enchantment and knows how to spark that flame in your soul that is here to burn in devotional prayer. She weaves spaces of enchantment, igniting the quiet flame within you that longs to burn in devotion.
Having held witnessing photoshoots across the world, Jaqueline has guided countless women into deeper connection with their own aliveness, expression, and truth.
[Further info & tickets.](https://spnkd.com/solo-event-a-tantric-ritual-photoshoot-for-women-in-full-bloom/)
Eurovision Song Contest
Gay, bi oder pan?
Mann zwischen 30 und 50 Jahren?
Lust, neue Leute kennenzulernen und auszugehen?
Wir treffen uns von 19:00 bis 19:15 Uhr im Mann-o-Meter und gehen dann den ESC schauen.
Wohin genau machen wir beim Treffen am 02.05.2026 aus.
Anmeldung nicht notwendig.
Komm einfach vorbei!
***
Gay, bi or pan?
Man between 30 and 50 years old?
Want to meet new people and go out?
We'll meet at Mann-o-Meter from 7:00 PM to 7:15 PM and then go watch the Eurovision Song Contest.
We'll decide on the exact location at our meeting on May 2nd, 2026.
No registration necessary.
Just come by!
***
¿Gay, bi o pan?
¿Hombre entre 30 y 50 años?
¿Tienes ganas de conocer gente nueva y salir?
Nos reunimos en Mann-o-Meter de 19:00 a 19:15 y después vamos a ver el Festival de Eurovisión.
Vamos a decidir el lugar exacto en nuestra reunión del 2 de mayo de 2026.
No es necesario registrarse.
¡Te esperamos!
📸 Studio Photo Marathon: 5 Models, 5 Curated Setups (Intermediate+)
**Event Description:**
Step into a dynamic studio experience designed to push your creativity and elevate your portfolio!
Join us in Lichtenberg for a creative indoor photo marathon in a fully equipped professional photo studio. We've put together multiple curated settings, all professionally lit and ready for you to shoot.
**💡 The Concept**
This fast-paced, rotation-based format is built to maximize your shooting time and creative output. You’ll work across diverse setups, lighting styles, and models, all in a single session.
* **1-on-1 Shooting:** Dedicated time with each model.
* **Ready-to-Shoot:** Professionally lit, styled environments for varied content.
* **Inspiring Atmosphere:** A focused chance to experiment, connect, and create alongside like-minded photographers.
**👥 Who & What to Expect**
* **Participants:** Up to 15 photographers, divided into 5 rotating groups.
* **Skill Level:** Intermediate and above.
* **The Models:**
Anna [@anna_serbianita](instagram.com/anna_serbianita)
Arina [@arinajainn](http://instagram.com/arinajainn)
Sofiia [@soika_rom](http://instagram.com/soika_rom)
Yessir [@nsiniumoh](http://instagram.com/nsiniumoh)
Michal [@Miguerim1](http://instagram.com/Miguerim1)
**🔗 See Our Past Events**
Check out selected coverage of our past TFP events:
* [Event Recap 1](https://www.instagram.com/p/C58r4z2ojQJ/)
* [Event Recap 2](https://www.instagram.com/theisoclubcollective/reel/C8E17M7KyOz/)
* [Event Recap 3](https://www.instagram.com/reel/C6YYzKbiVax/)
**📍 Location details:**
[Fotostyle](https://maps.app.goo.gl/4q3ZAFFK3Hc6fg9K7) – Berlin Studio 1 (150m2, one of the best photo studios in Berlin)
✨ **Studio Showcase: Authentic Photos from our past event in this studio**
All photos featured on this event page were taken right here in the studio where the marathon will take place. This gives you a true-to-life look at the exact space, lighting, and creative possibilities waiting for you.
**🎟️ Payment**
**Participation fee:** 80 EUR total (covers studio, models, and organization costs).
**🤝 Photo Sharing & Community Guidelines**
To ensure a great experience for everyone, we ask all participants to agree to the following:
* **Public Social Media:** If you want to post photos to Instagram (or other public media), please reach out to the model first - it's important to build collaboration on a positive foundation
* **Give Credit:** All public posts must tag the model, **@the_isoclub**, and **@_portraitscenter**.
* *Tip:* We highly recommend using [PicFlow](https://picflow.com/) to easily select and finalize photos that work for both parties!
* Share your favorite photos in our Discord and WhatsApp group (we might repost your best photos - you will be fully credited/invited to collaboration)
✅ **Terms and conditions for participants:**
[Document](https://docs.google.com/document/d/1EEhcsXgInJaYgyIxnMObQnz7ZVUxp7MuGe8_fCR5Y2g/edit?usp=sharing)
Silent Night - Berlin's first no words cabaret!
#### **SILENT NIGHT - Berlin first ever No words cabaret!**
\*Reserve a ticket and pay at the venue
Welcome to Silent Night Cabaret, where you don’t need words to bring the house down!
Strap in for an evening of epic world-class clown, contemporary circus, and physical theatre, where brilliant artists ditch the script, because sometimes a body and a stage say more than words ever could.
Hosted by Berlin comedians and clowns Poppey and Apfel Tucas, we promise a night so good, you'll want to tell all your friends.
Just don't use words!
With world renowned performers: [Joanna Bassi](https://www.facebook.com/bassijoanna?__cft__[0]=AZbq2sqOTe22aS4uJzZGB7briKjlhCtoc_8W8KWYp2bsQOx6uTCIFl23JJtyaBPZefHrEhVRBBl7Odv6A_2oUK1rTxKoRJWNaackexR1yyZiTxY9OQS65DIdFCSvOi5ZHnacVFdZ6c4f9uL2L_9f1Pu1KV9mglaEer8kM6fksaw2jg&__tn__=-]K-R), [Duo Mimikry](https://www.facebook.com/duomimikry?__cft__[0]=AZbq2sqOTe22aS4uJzZGB7briKjlhCtoc_8W8KWYp2bsQOx6uTCIFl23JJtyaBPZefHrEhVRBBl7Odv6A_2oUK1rTxKoRJWNaackexR1yyZiTxY9OQS65DIdFCSvOi5ZHnacVFdZ6c4f9uL2L_9f1Pu1KV9mglaEer8kM6fksaw2jg&__tn__=-]K-R), [Mario ](https://www.facebook.com/mario.montero.98?__cft__[0]=AZbq2sqOTe22aS4uJzZGB7briKjlhCtoc_8W8KWYp2bsQOx6uTCIFl23JJtyaBPZefHrEhVRBBl7Odv6A_2oUK1rTxKoRJWNaackexR1yyZiTxY9OQS65DIdFCSvOi5ZHnacVFdZ6c4f9uL2L_9f1Pu1KV9mglaEer8kM6fksaw2jg&__tn__=-]K-R)schillinger and [Alli Sebastian Wolf](https://www.facebook.com/alli.s.wolf?__cft__[0]=AZbq2sqOTe22aS4uJzZGB7briKjlhCtoc_8W8KWYp2bsQOx6uTCIFl23JJtyaBPZefHrEhVRBBl7Odv6A_2oUK1rTxKoRJWNaackexR1yyZiTxY9OQS65DIdFCSvOi5ZHnacVFdZ6c4f9uL2L_9f1Pu1KV9mglaEer8kM6fksaw2jg&__tn__=-]K-R)
Guest performance: Duckie La'orange
DATE:
May 16
VENUE
Theatre Pool
Boxhagener Straße 18,
3\. Hinterhof\,
10245 Berlin
DOORS & SHOW
Doors 19:30
Show 20:00
TICKETS
Sliding scale €15 – €20
Reservation online, with payment with cash at the door
Ticket link: [https://shorturl.at/7KnBx](https://shorturl.at/7KnBx?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExV29LalViY0xyNzlvdTdYWXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7lpf8X14jExQePPfAYssXNMxo8Gi_WlVGZ2rEJzBLmQ4wBPNlrdf_QHah0uQ_aem_kzjk-qKHa_1bBnssytKuVw)
2-day Oneness Meditation Course in Berlin
Join an immersive meditation experience to deeply free your body, mind and brain from accumulated stressful states. It’s an opportunity to take a conscious pause from the rush of daily life, and to discover greater wellbeing, calm and joy from within.
**Learn six meditative arts**
Dissolve stress in deeper layers of your consciousness to break the habitual continuity in your thinking, emotions and actions and nurture beautiful states of being.
**Transform through insights**
Be in a field where the mind naturally calms down and insights happen, leading to greater relief from accumulated stress and thinking patterns.
**Grow in awareness through Deeksha**
Experience Deeksha, the phenomenon that helps to speed up your growth and takes you from merely understanding a teaching into experiencing its essence.
**Enjoy restfulness in your body and mind**
Let your body recharge and your brain rewire for greater clarity and emotional balance, naturally experience joy and connection.
**Receive powerful tools for your inner state:** Learn to apply practices that become your daily instruments for dissolving inner stress and nurturing beautiful states of being.
**Who is this course for**
The course is suitable for you regardless your meditation experience. Join it if you like to:
* Discover joy, motivation, and clarity in life
* Feel greater connection to yourself and the people around you
* Spend much less of your time in anxiety, fear, or doubt
* Pursue your career goals not from a place of exhaustion and strife, but from calmness and passion
* Dissolve the sense of dissatisfaction with life
* Live a greater life, in touch with your inner compass, without feeling empty or lost
You will deeply detox from stress on all levels, and feel renewed, with more clarity in mind and greater inner balance to live from beautiful states.
**Course format**
* The format is a 2-day course where you arrive in the morning and leave in the evening, so it is not a residential retreat.
* Expect approx. 8-9 hours per day, with time allocated for breaks and lunch.
* The course includes guided meditations, wisdom teachings, breathing practices, and Deeksha.
* This is not a yoga retreat. However, we will include some simple body movement just to support ourselves during the day.
* The course language is English.
* Please participate only if you can attend both full days to receive the full experience.
**Dates & Time**
Course dates: 16-17 May 2026
Daily timing: 09:00–18:00
**Pricing**
The prices include participation in the course, a small gift and tea and snacks during the breaks.
* €200 – Early bird price until 26th April
* €290 – Regular price starting from 27th April
Refund policy:
* Full refund until 15th of April (1 month prior event)
* 50% refund until 8th of May (1 week prior event)
* No refund from 9th of May
This course is also offered in a retreat format in Sweden from 28-31 May. The content will be the same, but the experience includes staying at the Oneness Nordic Center in a beautiful Swedish forest. Learn more about it [here](https://www.meetup.com/oneness-berlin/events/313783601/?utm_medium=referral&utm_campaign=share-btn_savedevents_share_modal&utm_source=link&utm_version=v2&member_id=474772230).
**How to join**
To reserve your spot please [sign up](https://forms.gle/H5U5nRqHWQe9BW778) and complete the payment. You will find the payment details in the form. Feel free to reach out if you need any help or have a question.
*The minimum number of participants for this course is 7, the maximum is 21, so please secure your spot.*
Access Bars - Ein Kurs nach dem Du schon immer gesucht hast?
Stell dir vor, die kritische Stimme in deinem Kopf, die dir einredet, du seist nicht gut genug oder könntest deine Träume nicht verwirklichen, verstummt. Dies geschieht auf wunderbare Weise durch das sanfte Berühren der Access Bars®-Punkte an deinem Kopf.
Die Anwendung der Bars® hat positive Auswirkungen auf nahezu alle Bereiche deines Lebens: von Körper und Beziehungen über Sexualität, Heilung und der Manifestation von Geld bis hin zur Lebensfreude, Kommunikationsfähigkeit und Kreativität. Limitierende Glaubenssätze werden auf sanfte Art und Weise aufgelöst, negative Emotionen in Kraft verwandelt. Die Wirksamkeit der Access Bars® bei Ängsten, Depressionen, ADHS und anderen psychosomatischen Symptomen ist wissenschaftlich belegt!
Du hast die Möglichkeit, die Access Bars bei dir selbst, deinen Liebsten und sogar bei Klienten anzuwenden. Möchtest du herausfinden, welche weiteren Veränderungen die Access Bars bewirken können?
Welche wertvolle Toolbox für Transformation du nach diesem Kurstag mit nach Hause nimmst, erfährst du auf meiner Website:
https://www.i-feel-so-good.de/access-consciousness/kurse-ausbildungen/access-bars-kurs.html
Bitte beachte, dass die Kursanmeldung ausschließlich telefonisch möglich ist.
Bei unseren Kennenlerntreffen hast du die Gelegenheit, eine Session zu genießen und dich mit Praktizierenden auszutauschen. Wenn du ein sehr persönliches Thema in der Tiefe bearbeiten möchtest, lade ich dich ein, eine Einzelsession zu vereinbaren.
Context Driven Testing Events This Week
Discover what is happening in the next few days
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.**
[face to face] professional communication exercise
Join this Professional Communication session — to sharpen the skills for architectural pitches, elevator pitches, interviews. This time we meet in the Monbijou park.
💡 How it works
The event is split into two parts:
1. **Communication (10 minute rounds)** – One participant answers a round of design and behavioral questions. Each other participant gets to ask him one question.
2. **Feedback Round** – The group provides feedback on communication, structure, and clarity. Constructive criticism is encouraged.
💡You will be asked:
* **Light design problems** (high-level reasoning, not code)
* **Behavioral questions** (“Tell me about yourself”, “Describe a challenge you faced...”)
No need to prepare anything in advance — just bring curiosity and an open mind.
💡Note: location is the entrance to Monbijou park
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.
FLINTA* Run Moabit Spreeufer
We are exploring the running routes of our community members! Join us to explore Astrid’s area 🥰
On May 16 we’ll gather at U-Bahn Turmstraße at 11 am for another 5k run in Moabit. The meeting point - Bike Stands at Heilandskirche Church
https://maps.app.goo.gl/KRupENA2g2raX1dXA
Don’t worry if you are new! We run at a pace which is comfortable for everyone, so it’s a great chance to start 😉
Take care and see you soon to enjoy another active morning together ❤️
P.S.
‼️️ Please cancel your participation if you can’t show up, even if it’s at short notice so that we don’t wait for you. Thanks! ‼️
Creating Our Reality — Picnic Meetup
This event is for people who believe that our thoughts and feelings create our reality.
This time we’re getting together in Treptower Park for a picnic to talk about our manifestations, the techniques we use, and also share books/meditations/author recommendations for anyone who’s interested and wants to dive deeper into the topic.
Please bring a blanket, some food and drinks.
**Meeting point**: Entrance to the S-Bahnhof Treptower Park (from the park side)
**Please note: In case of rain, we’ll meet at [Presscafé am Alexanderplatz](https://share.google/t0SP7jNViEjKENSjn) (stay tuned for updates!).**
Founders Running Club :: Berlin
**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome.
🗓️ Launched in San Francisco, July 16, 2022
🌍 Now in 35+ cities
📅 Running + Networking events + Community
**Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats)
**Stay updated**:
Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/)
Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/)
LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/)
Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC)
Website [http://foundersrc.com/](http://foundersrc.com/)
Improv Games in Tiergarten (outdoors & in English)
We improvise all the time!
It's coming up with a story to tell someone. Making up an excuse when you are late to work. Having to do a presentation when you have lost all your notes. Improvising is also coming up with a joke or a pickup line on a date.
Improvising can be challenging, but it can also be fun. It involves spontaneity and creativity. Whether or not you think you are good at improvising doesn't matter. You may surprise yourself. So join us for an afternoon of improv games where we certainly will have fun!
---
The event will start at 13:00 and last up to 2.5 hours, with a 10-minute break in between.
You'll find us in Tiergarten at the following spot: [https://maps.app.goo.gl/dzXw9NXMLAjBqBUE9](https://maps.app.goo.gl/dzXw9NXMLAjBqBUE9)
The communication before, during, and after the event will happen in our Telegram group: [https://t.me/czc_berlin](https://t.me/czc_berlin). As soon as we are at the location, we'll post a selfie there and guide you if necessary.
Check out our Instagram for past pictures: [https://www.instagram.com/improv_czc](https://www.instagram.com/improv_czc)
Context Driven Testing Events Near You
Connect with your local Context Driven Testing community
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 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
CONNECTED Westerville Mastermind Group
Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.
Christians in Tech - Meetup #35 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)
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.
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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.












![[face to face] professional communication exercise](https://secure.meetupstatic.com/photos/event/2/4/d/highres_531120589.webp?w=640)











