Power Query

**NEW EVENT!!!** Please be sure to RSVP on **[Eventbrite](https://www.eventbrite.com/e/1986966235498?aff=oddtdtcreator)** so we have an accurate guest list. Looking for a way to meet people off the apps but can't commit to joining a kickball team? Come join us for a fun and friendly **in-person** gathering! It’s the perfect chance to meet new people, share stories, and enjoy a relaxed atmosphere with the **LGBTQ+ community**. Whether you're looking to make friends or just hang out, everyone’s welcome. Grab your favorite drink and let’s make some great memories together! **When you arrive, ask for the owner of Spark Social, Nick Tsusaki and sit with the "Party of Six" group.** There will also be a sign on a table. Be sure to let Nick know you are there from Go Gay DC. Order on your own from the [menu](https://spark-dc.com/pages/menu-2) if you wish. This fun event is free to attend. We hope to see you there. In addition to coffee selections, the venue offers a good food and drinks [menu](https://spark-dc.com/pages/menu-2 "https://spark-dc.com/pages/menu-2"). $10 signature cocktails; $7 premium rail; $5 grilled cheese. This event is for ages 21+. **Metro Directions:** Be eco-friendly. U Street Metro (Yellow/Green line) is only a few blocks away. The venue is adjacent to Crush Bar. This event is a safe space for everyone under the rainbow. This event is for ages 21+. Please feel free to invite all your friends to join you there! This event is hosted by **[Go Gay DC](https://www.gogaydc.com "https://www.gogaydc.com")**, Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://www.gogaydc.com "https://www.gogaydc.com") . Go Gay DC's founder is **[TJ Flavell](https://www.linkedin.com/in/tjflavell/ "https://www.linkedin.com/in/tjflavell/")**. Go Gay DC is on social media: Mingle with fabulous LGBTQ+ folk and allies. Bring your friends and meet new people from all over the world. Casual attire is fine. You are welcome regardless of where you live. Guests from DC, Maryland, and Virginia often attend. This event is a safe, inclusive space for everyone under the rainbow. Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://gogaydc.bsky.social/](https://gogaydc.bsky.social/) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Two-spirit Straight Allies

This will be an opportunity to dive deeper into your Soul’s path as ancient Tibetan Bowls and Gongs help you to connect to your deep/subtle self. Join us for an immersive and powerful sound healing experience that takes you on a journey into deep relaxation meeting the silence of your soul. During this session, you'll be gently guided into a meditative state as waves of sound from gongs, bowls and other healing instruments wash over you. The rich tones and vibrations help shift brainwaves, release tension and promote deep inner peace. This will begin with a brief guided grounding meditation to help relax the body and set intentions. The gong bath will last for approximately 45 minutes. Following the sound bath will be a few minutes for quiet reflection and gentle integration and then an optional opportunity to open hearts and share. Space is limited so a RSVP is required. Please plan to arrive 15 minutes early so you can get situated. This will be held inside our large great room You are welcome to bring a mat, blanket or pillow, but we also have everything needed. FIRST TIMERS: All are welcome as long as you come with an open/positive mind and respectful heart. No prior experience necessary. You are also welcome to walk our grounds or check out or crystal shop. IMPORTANT DIRECTIONS: The address is 15406 Riding Stable rd. Property is at end of 1/2 mile driveway into the woods. you will drive over a small stream. Please be EXTRA MINDFUL to drive slowly (under 10 MPH) as to not stir any driveway dust. It is a shared driveway so it’s important to respect our neighbors. Please do not stop to interact with horses. COST: $20 With Love and Gratitude

**\*TO ATTEND REGISTER AT [-** [https://www.socialevents123.com/event-details.aspx?id=13388#tix](https://www.socialevents123.com/event-details.aspx?id=13388#tix) (\*Multiple Meetup groups are co-organizing so RSVP's shown are just a small % attending. ABOUT: **Let's take it back to a simpler (and a lot more fun) time! Our 80s & 90s Trivia Night is of our most popular and well attended online meetups. Categories will be 80s & 90s Movies, Music, Sports, Pop Culture, Television). Prizes include Amazon Gift Cards and more!!** HOW IT WORKS: You can attend via a computer & Webcam or Smartphone/Ipad/Tablet. This completely online event will be LIVE and you will be able to see and hear the other participants while playing. In addition you get to meet and interact with other participants. At game time, your host will read off 80s & 90s Trivia questions. Your goal is to come up with the right answer to each question and write it down on your paper. Once the round is over (about 6 questions), we will go through the answers and determine who had the highest score for the round. They will get a raffle ticket for a chance to win a prize at the end of the event. We will have multiple rounds of play and have a system to also virtually introduce you to other participants. HOW DO YOU FIND THE VIRTUAL ROOM: After you purchase your ticket, you will get a confirmation with the zoom link ON DAY OF THE EVENT. RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event. **\*TO ATTEND REGISTER AT -** [https://www.socialevents123.com/event-details.aspx?id=13388#tix](https://www.socialevents123.com/event-details.aspx?id=13388#tix) Cost: $15- $20 depending on how early you register. **For more fun events:** **Follow: [https://www.eventbrite.com/o/new-york-city-social-events-10797526283](https://www.eventbrite.com/o/new-york-city-social-events-10797526283)** **Click: [https://dljparty.ticketleap.com/](https://dljparty.ticketleap.com/)**

## **Mid-Week Service: Renew Your Spirit** Join us every **Wednesday evening at 6:15 PM** for our Mid-Week Service, a dedicated time to pause, pray, and recharge in the middle of a busy week. Held in an intimate and welcoming setting, this service is designed to help you reconnect with God and find peace through His Word. ### **What to Expect** * **Deep Biblical Teaching:** We move beyond the surface, engaging in verse-by-verse studies of Scripture—such as our current journey through the **Book of Acts**—to gain practical wisdom for daily life. * **Community Prayer:** We believe in the power of collective intercession. Each week, we lift up the needs of our families, our city, and the world. * **Heartfelt Worship:** A time of singing and reflection to center our hearts on the presence of the Holy Spirit. * **Authentic Fellowship:** Connect with a supportive community of believers who are walking the same path of faith. Whether you are looking for a deeper understanding of theology or simply a quiet place to sit at the feet of Jesus, our mid-week gathering offers the spiritual nourishment you need to finish your week with strength and purpose. *** > *"But in your hearts revere Christ as Lord. Always be prepared to give an answer to everyone who asks you to give the reason for the hope that you have."* — **1 Peter 3:15**

Join us for our May happy hour! For those that don't drink, the bar has mocktails and sodas. **Getting there:** * Punchbowl is on the end of the building, **across from South Block** We plan to be on the first floor bar, right when you walk in. * **Metro:** PB is a block and a half away from the Ballston Metro stop * **Parking:** there is street parking and the mall also offers really cheap parking. $1 an hour for the first three hours.

Ready for some Mahjongg fun? Join this lively group at The Spot in Belmont Bay for a laid-back get-together with the American Mahjongg NoVA crew! This is an established group with a base of 12 plus weekly attendees. We are inviting new members to come join the fun! No pressure—just good vibes, great company, and plenty of tile-flipping action. Whether you’re a seasoned player or just curious to try, everyone’s welcome to join the fun. Come laugh, play, and maybe pick up a new trick or two along the way. Let’s make it a Mahjongg day to remember! Every Wednesday evening 6pm - 8pm. There is a $10 buy in. This includes one non-alcoholic drink :-) Keep an eye open for theme nights!!!!! Mrs Roper MuMu Mahjongg coming up soon!!!!

Please be sure to RSVP on **[Eventbrite](https://www.eventbrite.com/e/1986966235498?aff=oddtdtcreator)** so we have an accurate guest list. **When you arrive, ask for the owner of Spark Social, Nick Tsusaki and sit with the Party of Six group.** Be sure to let Nick know you are there from Go Gay DC. Order on your own from the [menu](https://spark-dc.com/pages/menu-2). Come join us for a fun and friendly **in-person** gathering! It’s the perfect chance to meet new people, share stories, and enjoy a relaxed atmosphere with the **LGBTQ+ community**. Whether you're looking to make friends or just hang out, everyone’s welcome. Grab your favorite drink and let’s make some great memories together! This event is free to attend. We hope to see you there. In addition to coffee selections, the venue offers a good food and drinks [menu](https://spark-dc.com/pages/menu-2). $10 signature cocktails; $7 premium rail; $5 grilled cheese. **Metro Directions:** Be eco-friendly. U Street Metro (Yellow/Green line) is only a few blocks away. The venue is adjacent to Crush Bar. This event is a safe space for everyone under the rainbow. This event is for ages 21+. Please feel free to invite all your friends to join you there! This event is hosted by **[Go Gay DC](https://www.gogaydc.com)**, Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://www.gogaydc.com) . Go Gay DC's founder is **[TJ Flavell](https://www.linkedin.com/in/tjflavell/)**. Go Gay DC is on social media: Mingle with fabulous LGBTQ+ folk and allies. Bring your friends and meet new people from all over the world. Casual attire is fine. You are welcome regardless of where you live. Guests from DC, Maryland, and Virginia often attend. This event is a safe, inclusive space for everyone under the rainbow. Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://gogaydc.bsky.social/](https://gogaydc.bsky.social/) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Two-spirit Straight Allies

​Join Data Visualization DC for a meetup to learn about generative UI with Prefect's Jeremiah Lowin! Doors 5:30 Presentation starts 6:15 Please RSVP on luma ([https://luma.com/b4qfsjpl](https://luma.com/b4qfsjpl)) for building security. #=#=#=#=#=#=#=# Got Data Viz? Sign up for a viz and tell and share your work for a few minutes. All are welcome! [https://forms.gle/9a3ssbVbwQFjpWdY8](https://forms.gle/9a3ssbVbwQFjpWdY8) Data Viz DC is a member of Data Community DC, a nonprofit dedicated to data education in the nation's capital. Learn more at [www.dc2.org](http://www.dc2.org/)

The Poplar Spring Animal Sanctuary 5k (& 1 miler) for runners or walkers will be in-person with a virtual option (run or walk on your own). Please join us either to participate or to cheer! **Date/Time:** Sunday May 17th/8:00AM 5k (8:10ish 1 mile start time) **Place:** Wheaton Regional Park 2000 Shorefield Road Wheaton, MD 20902 (**Shorefield Road is off Georgia Avenue. It is NOT the park entrance off Arcola Avenue.)** (OR for virtual-run wherever you want!) **Register:** Register [online](https://www.classy.org/event/poplar-spring-animal-sanctuarys-run-for-the-animals-2026/e766174/register/new/select-tickets) OR as early as 6:30am at registration table at the event (\*\*make sure to choose team vegan-powered when you register\*\*). I recommend registering online. **Price/Donation:** $28 through 4/4, $30 4/5-5/16, $35 on 5/17 (race day) [Team Website](https://www.classy.org/team/812481) This is for runners AND walkers of all levels (actually you can do absolutely nothing if you sign up virtually and we won't even know!) In all seriousness, this is a great way to get motivated. You're improving your fitness and supporting a good cause while meeting some great people! We have had a Vegan-Powered team for many years. I re-posted a past Poplar Spring pic as the featured photo. All donations and entry fees go to the Poplar Spring Animal Sanctuary, which rescues and rehabilitates abused and neglected animals. Even if you can't attend, you can still donate. They rely 100% on public funds. This is an amazing event with amazing people and the funds raised go to an amazing cause! **MATCHING DONATIONS** Poplar Spring was given $15,000 in matching donations. DOUBLING your donation! Please share this with your family and friends. Your involvement is critical to Poplar Spring’s success. Click [HERE](https://www.classy.org/fundraiser/7076844) to donate. By the way, the food provided afterwards is all vegan! This is rare and definitely very appreciated! Schedule (optional for everyone!) 7:55 meet in front of start line for "pre" group picture (make sure to indicate Vegan-powered as your team when you sign up!) 8:00 5k start time (after your finish meet near finish line to cheer on others & check your posted run time for accuracy & that they included you on VP team.) 9ish Meet at food table then walk to Poplar Spring sign for group picture then walk over together to listen to awards announcements Come on out and we'll have a great time, while supporting a worthy cause in the process...Hope you can make it! Stephanie PS-Are you interested in training for the 5k together and/or an accountability group? If so, please mention this in the comments. PSS-I created a VP Strava Group, join for free [HERE](https://www.strava.com/clubs/1116318) PSSS-Check out the [Vegan Powered Facebook page](https://www.facebook.com/VeganPowered)

**\*TO ATTEND GET TICKET At** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix) (Multiple Meetup groups are co-organizing so the RSVP's shown are just a very small portion attending. We'll have at least 20 registered.) Our last online Bingo Night Party was such a BIG hit, we're doing it again! Do you like to play BINGO or want to just do something different?! Then you will LOVE this event! Here is your opportunity to have some fun playing our Live "Bingo" game. You will also get to socialize and make other friends from the comfort of your home. Prizes included Amazon gift cards, free future events and more! This completely online event will be LIVE and you will be able to see and hear the other participants while playing. You will either need to print or draw out your bingo cards. We will email you with how to get it after registering. You can have more than 1 person on your team as long as they're from your house and use same device. Friends/family around the country can also play. They would just need to also register for a ticket. This event will be held on Zoom which you would access through your computer/webcam, or via your phone/tablet. On day of the event, you will get a secured Zoom link and link to print out Bingo cards. \*RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event. Cost: $15-$20 depending on how early you register. **\*TO ATTEND GET TICKET AT -** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix)

(Please Note: This is a three session discussion series with each session date shown as a separate event listing. Please do not confuse these with the similar three session discussion series being held ONLINE via Zoom on different dates.) You are Soul with a physical body. While the physical body is sleeping, Soul is awake. Dreams connect you to your true self – unlimited and free. We’ll discuss how to: • Use dreams to tap into new perspectives and higher consciousness. • Receive guidance in dreams about the smallest details of life and its deepest mysteries. • Learn to remember and interpret your dreams – even if you think that you don’t dream at all! All attendees will receive a copy of the books ECKANKAR – Key to Dreams and the Raise Your Spiritual IQ Experience Journal.

♠️ Spades in Virginia! ♠️ Nando's Peri Peri, Mosaic District 2987 District Ave Ste 100, Fairfax, VA 22031 🌟 3rd Friday Spades in Virginia! 🕕 6:30pm to 10:30pm 😀 **Posted in multiple groups. So, expect a nice crowd.** 🚗 Parking is FREE!!! 🍷 Alcoholic beverages are available! Please support the business by purchasing food/drinks. ✅️ No partner needed! Get matched with a partner onsite. All skill levels are welcome. ❤️ Come hang out with a friendly and welcoming group. Meet new people and have a great time! 🌟 The fun starts at 7pm! RSVP today.

You are Soul with a physical body. While the physical body is sleeping, Soul is awake. Dreams connect you to your true self – unlimited and free. We’ll discuss how to:  Use dreams to tap into new perspectives and higher consciousness.  Receive guidance in dreams about the smallest details of life and its deepest mysteries.  Learn to remember and interpret your dreams – even if you think that you don’t dream at all! All attendees will receive a copy of the books ECKANKAR – Key to Dreams and the Raise Your Spiritual IQ Experience Journal.

**✨ Real Rounds Real Gay People for Washington DC Gay Locals Age Grouped** When the rounds start, you'll take part in live one-on-one Zoom rounds with Washington DC gay singles age-grouped and personality-curated, with a dedicated host managing each round. As part of your registration, you fill in a quick matching survey — that information feeds the matching to build your personal lineup of Washington DC gay locals, which means the rounds feel more natural and less forced. After the night, mutual selections are revealed — without any awkward one-way messages — and it is yours to follow up without any rush. **Click your age bracket to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=collective-of-gay-men-seeking-hangouts&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=collective-of-gay-men-seeking-hangouts&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=collective-of-gay-men-seeking-hangouts&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=collective-of-gay-men-seeking-hangouts&ar=55+&face_v=2.0) **⚠️ Do not skip this:** This rsvp is not enough to hold your place in the rounds, so select your age range link above, fill in the registration, and answer the personality quiz — limited capacity means you should not wait, and this is not optional — both steps are required. --- **About the Event** - **Format:** Host-managed via a live hosted call featuring private gay video date rounds, personality-first and age-grouped at every stage. - **Host:** A warm host keeps everything on track and stress-free throughout, meaning you never have to think about the format — every detail of the evening is managed for you. - **Vibe:** Relaxed face-to-face sessions with Washington DC gay people who are ready for something real, and the conversation always feels more real than an app date. - **Duration:** Typically 75 to 90 minutes overall, and you will barely notice the time. **Best suited to:** - Gay locals around Washington DC wanting to escape matches that ghost after two messages and are ready for a genuine first impression. - First-timers in Washington DC who have had enough of matches that ghost after two messages and are ready for something that feels natural. - Those across Washington DC wanting to escape conversations that fizzle before a first date and need a better way to meet gay people locally. - Gay locals locally in Washington DC who no longer want swiping for months without meeting anyone worth meeting and prefer meeting people in person first. - Anyone in the Washington DC area getting away from conversations that fizzle before a first date and want to try something that actually works. **What to do** 1. **Pick your age group** – using the link for your age bracket, then take the brief quiz, since spots are limited and this is your only confirmation. 2. **Join the video call** – via the link provided when the event is live, any device works and no download is required, and from there a live host guides everything. 3. **Speed date** – private video rounds with Washington DC area gay singles in your age range, with a host keeping rounds moving at a comfortable pace, as the quiz results already did the work of choosing who you meet. 4. **Check your results** – mutual selections are shared privately once the evening wraps, since no information is ever shared without mutual agreement from both sides, and you reach out whenever you feel ready. 💡 **Good to know:** plug your device in so you do not run low on battery, and the host takes care of everything else from there, as the host manages the rest and all you need is working tech. --- ✨ Done with digital connections that lead nowhere — register via your age group above and you just show up on the night for this event. Your matches are waiting to be found. 💗 ✨

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.

We meet at lunch each week and each meeting follows a fairly organized agenda. First all participants pass their business cards around. Then each member and guest is invited to give a one-minute overview of their company and what is a perfect referral for the week. We always have a 10 minute presentation from one of the members about their business in more detail. And finally we pass referrals. You're welcome to visit. Nobody is ever put on the spot. Bring plenty of cards!

**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)

**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

WQC has weekly Thursday night social nights at the Westerville Java Central. Come and grab a coffee and connect with the community: low stakes, chill environment, and tasty drinks. No registration is required; come as you are.

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

PO Box 21. Is a speakeasy in the basement of Highbanks Distillery in Westerville. Check out the menu: https://www.poboxtwentyone.com/home