Columnar Databases
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Frequently Asked Questions
Yes! Check out columnar databases events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
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Columnar Databases Events Today
Join in-person Columnar Databases events happening right now
Randy Goldberg’s last family constellation workshop before moving to SantaMonica
Family Constellations is a powerful experiential process that allows you to externally map an issue you’re facing, creating a kind of three-dimensional image of the underlying dynamics. What is often felt only internally becomes visible and tangible, revealing hidden patterns that are not accessible through thinking alone.
In this work, we acknowledge what is—without judgment—and begin to restore order where there has been disorder. Unconscious burdens, often carried across generations, can be seen and gently released. As these dynamics shift, the system reorganizes, allowing for a deeper sense of clarity, movement, and belonging.
$65 1-5pm
Randy Goldberg, LMT is a graduate of the DC Hellinger Institute, and of advanced studies in Family Constellation with Heinz Stark of Germany. He is a former Yoga monk, Craniosacral therapist, and a world-renowned astrologer (both Western and Vedic) interviewed by the Washington Post, NPR, and CNN. He has facilitated Family Constellation therapy for individuals and groups for more than 20 years. More information at www.randygoldberg.org ; 202-380-6850 or randygoldberg.org@gmail.com
May 3rd Sunday 1-5pm at the TEAL Center in Arlington VA $65
4001 9th Street North, Suite 230 Arlington, VA 22203
To register, go to https://www.wellnessliving.com/rs/event/teal_center?k_class=870820&fbclid=IwY2xjawRbgP1leHRuA2FlbQIxMABicmlkETFCa3hYcmhqY3JjOFE1dGpSc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHujfjVkUzyudZkIl4cNVcI1Q_8XZyjCjwaB8jTeErrcRS3PMIm_2x5ZfpzF7_aem_cqe5ENreKtLZkKGNrsvCEw
Home Buyer Webinar
Learn more about our Home Buyer Program
* get up to $202k in down payment assistance through HPAP
* get up to $25K in grants from Maryland Mortgage Program
* downpayment assistance options through DC Open Doors
* how to qualify and what loans are available
* loan application and approval process
* repeat home buyer options
* purchase price limits
* market insight and home buying steps in a competitive market
SIGN UP AT THE LINK BELOW:
[https://www.enggarcia.com/egpwebinars/](https://www.google.com/url?q=https://www.enggarcia.com/egpwebinars/&sa=D&source=calendar&ust=1705256818169980&usg=AOvVaw0qgqMgQjduPHADDDggU6H6)
Randy Goldbergs last constellation workshop before moving to Santa Monica
Family Constellations is a powerful experiential process that allows you to externally map an issue you’re facing, creating a kind of three-dimensional image of the underlying dynamics. What is often felt only internally becomes visible and tangible, revealing hidden patterns that are not accessible through thinking alone.
In this work, we acknowledge what is—without judgment—and begin to restore order where there has been disorder. Unconscious burdens, often carried across generations, can be seen and gently released. As these dynamics shift, the system reorganizes, allowing for a deeper sense of clarity, movement, and belonging.
$65 1-5pm
Randy Goldberg, LMT is a graduate of the DC Hellinger Institute, and of advanced studies in Family Constellation with Heinz Stark of Germany. He is a former Yoga monk, Craniosacral therapist, and a world-renowned astrologer (both Western and Vedic) interviewed by the Washington Post, NPR, and CNN. He has facilitated Family Constellation therapy for individuals and groups for more than 20 years. More information at www.randygoldberg.org ; 202-380-6850 or randygoldberg.org@gmail.com
May 3rd Sunday 1-5pm at the TEAL Center in Arlington VA $65
4001 9th Street North, Suite 230 Arlington, VA 22203
To register, go to https://www.wellnessliving.com/rs/event/teal_center?k_class=870820&fbclid=IwY2xjawRbgP1leHRuA2FlbQIxMABicmlkETFCa3hYcmhqY3JjOFE1dGpSc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHujfjVkUzyudZkIl4cNVcI1Q_8XZyjCjwaB8jTeErrcRS3PMIm_2x5ZfpzF7_aem_cqe5ENreKtLZkKGNrsvCEw
DC Code & Coffee - West End Neighborhood Library - Free Coffee!
DC Code and Coffee is an inclusive, informal co-working session. It's community-led and community-run by devs, for devs. People of all skill levels attend. Whether you’re dev-curious, aspiring, or a professional developer, we’d love to have you! Come chat or learn to code on a Sunday afternoon with coffee and cool-inclusive people. Bring your laptop!
We typically meet every month on the weekend.
**Join our online community!**
For all things Tech in DC and to get latest updates and tech events from the DMV area, join the [DCTech Slack](https://dctech.chat/). All DC Code & Coffee announcements are in the #dccodecoffee channel
**How it works**
Near the beginning of the event, we do an introduction circle. You say your name, what you can help others with, and what you would like help with. You can also share job opportunities. After the introduction circle, everything is self-organized.
Sunday Salsa Bachata Latin Night
Please join SalsaNow weekly at Sunday Latin Night at The Original Cancun Cantina.
Come experience Sundays at The Original Cancun Cantina with SalsaNow. Baltimore's largest dance floor and a favorite club for many years. Dance lessons start at 7:00 pm for beginner level, and at 7:45 pm for intermediate level. Enjoy a weekly rotation of area's best DJs as they play music starting at 8:30 pm until closing. We all have a lot of fun here and we hope you will join us every Sunday for a classy casual and very friendly salsa night experience.
Lesson Schedule:
7:00 PM Salsa Basics for beginners
7:45 Pm Salsa Patterns for intermediates
Cost: $10
The Original Cancun Cantina is located conveniently just off I-295 and I-95, close to the Baltimore Washington Airport with plenty of convenient free parking at 7501 Old Telegraph Road, Hanover, MD 21076
Meaningful Conversation and Coffee: Northside Social Arlington
Higher Grounds – Arlington is part of a growing network of gatherings where we create space for thoughtful, authentic dialogue about what matters most. Whether we’re exploring the nature of happiness, the challenges and possibilities of midlife, spirituality, culture, capitalism, parenting, or the role of art and travel in a meaningful life, every conversation is shaped by the people in the room.
There’s no set leader or rigid agenda—just a shared commitment to listen as much as we speak. We start with brief introductions focused on what makes you you (not your LinkedIn bio), then dive straight into whatever is on people’s minds. The direction of each meetup emerges organically, making every event unique.
MANDATORY: PLEASE REVIEW OUR COMMUNITY GUIDELINES IN THE GROUP DESCRIPTION. Everyone is expected to engage in respectful conversations and listen deeply as well as share. We have a zero tolerance policy of sexual harassment and hate speech.
Come ready to share, reflect, and connect with others in Arlington who are also seeking deeper conversations.
Suggested Questions: Life Stages & Transitions
* What did you think you'd have figured out by now that you're still completely winging?
* When did you realize your parents' advice was for a world that no longer exists?
* What are you finally old enough to stop pretending to care about?
Suggested Questions: Identity After the Roles
* Who are you when nobody needs anything from you?
* What dream keeps resurfacing even though the "practical" time has passed?
* How do you handle having the freedom you always said you wanted?
Suggested Questions: AI & Being Human
* What human experiences will AI never truly understand?
* If machines handled all your have-to's, what would you actually do?
* What becomes more precious as everything becomes automated?
Suggested Questions: Belief & Meaning
* What certainties have you given up, and what rushed in to fill that space?
* How has knowing someone who died changed how you live?
* What do you believe now that would shock your younger self?
Suggested Questions: The Modern Psyche
* What anxiety do you carry that previous generations didn't have?
* Which of your survival strategies are you ready to retire?
* What uncomfortable truth about happiness did it take you years to accept?
Suggested Questions: Work & Purpose
* When did you stop believing that your job would complete you?
* What would you do for work if money and status weren't factors?
* How has your definition of "making it" changed over the years?
Suggested Questions: Relationships & Connection
* What relationship dynamic do you keep recreating, and why?
* When did you realize your parents were just people trying their best?
* What kind of loneliness doesn't go away even when you're with others?
Suggested Questions: Time & Mortality
* What are you running out of time to say or do?
* How differently do you spend your time knowing it's finite?
* What will you regret not trying, even if you fail?
Suggested Questions: Society & Culture
* What social convention do you follow even though it makes no sense?
* Which generation do you understand least, and what might you be missing?
* What aspect of how we live now will seem insane in 20 years?
Suggested Questions: Personal Philosophy
* What rule for life did you create after learning something the hard way?
* When did you stop believing that everyone else had it figured out?
* What paradox about life have you learned to live with?
Columnar Databases Events This Week
Discover what is happening in the next few days
Board Games at MoCo Pride Center!
**Notice the new time. We are now 2-5pm.**
Bring your own board games! The MoCo Pride Center has a few games as well.
Newcomers welcome! You don't need to know anything, we will teach you how to play!
We do not serve food. Note that you can bring drinks and food, but plan to leave the place tidy. Some of us may also get food together afterwards.
Info about the MoCo Pride Center: [https://www.mocopridefamily.org/pride-center-home](https://www.mocopridefamily.org/pride-center-home)
The Center is close to the **Bethesda Metro Station**. It is on the 2nd floor of the **Bethesda-Chevy Chase Regional Services Center**. Look for the **blue awning** that says Geste Beer at the cross of Old Georgetown Road -- the front entrance is directly to the left of this awning.
The Bethesda-Chevy Chase Regional Service Center has an attached garage, which is accessible on Edgemoor. Go past the Center, then turn right at the stop sign across from the Metro stop. The garage is your first right. Payment is mobile using the ParkMobile app.
PFS 7-01 Intro to the Year of Battle’s Spark - Enough is Enough [1-4]
Guide to pathfinder society and getting started: https://lorespire.paizo.com/tiki-index.php?page=Guide-to-Organized-Play:-Pathfinder-Society---Second-Edition
This is a repeatable level 1-4 Pathfinder Society adventure. It's open to anybody, veteran or new players alike. If you are brand new, there are pre-generated characters that will be available for you to choose. You can apply credit for playing this game with a pregen to any level 1 character you make later.
About the adventure:
Hellknight forces have forcibly taken over Citadel Altaerein, the abandoned Hellknight citadel on the edge of Breachill, a small town in Isger, while also leading a reign of terror on the innocent civilians and the leadership alike. The Eagle Knights of Andoran have called upon the Pathfinder Society for backup while they handle the citadel, requesting that they rescue the civilians and prevent any unneeded harm. While the Pathfinders are moving throughout the town, they learn of a secret way into the citadel, and though it's not without its dangers and threats, they could learn *so much* from the enemy...
A Pathfinder Society Scenario designed for 1st- through 4th-level characters.
Written by Matt Duval.
**Scenario tags**: Metaplot (Battle's Spark), Repeatable
Quads & Doubles Volleyball - Competitive BB+/A
Let's get together to play some competitive quads and doubles volleyball.
**COST**: FREE
**Court Type**: Outdoor grass
**Minimum Skill Requirements**: BB+ (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details)
Attention:
1. This event is **NOT on a first come-first serve** basis and players with higher skill level and players who can bring a net/ball will get priority over others on the wait list.
2. Since skill levels are **self-reported**, some new attendees may not meet the expected level. For doubles, we encourage you to choose a partner you can enjoy the game with, and since this a competitive event, it is okay if you make a strong team and win all the games.
3. Each person must help set up and take down one net, leaving some nets unset for latecomers.
4. Please answer all questions, so it's helpful for us to organize the event.
**Smiley Social documents:**
1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg)
2. [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit)
3. [Good doubles partner](https://docs.google.com/document/d/14weEw-P52XKx0P8K2l-ZOFtYU61wmfdkSkopbG5avro/)
4. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco)
Meaningful Conversation and Coffee - Northside Social Falls Church
**Join us in Falls Church for conversations that go beyond small talk.**
Higher Grounds – Falls Church is where this growing network of gatherings began: a space for thoughtful, authentic dialogue about what matters most. Whether we’re exploring the nature of happiness, the challenges and possibilities of midlife, spirituality, culture, capitalism, parenting, or the role of art and travel in a meaningful life, every conversation is shaped by the people in the room.
There’s no set leader or rigid agenda—just a shared commitment to listen as much as we speak. We start with brief introductions focused on what makes you *you* (not your LinkedIn bio), then dive straight into whatever is on people’s minds. The direction of each meetup emerges organically, making every event unique.
MANDATORY: PLEASE REVIEW OUR COMMUNITY GUIDELINES IN THE GROUP DESCRIPTION. Everyone is expected to engage in respectful conversations and listen deeply as well as share. We have a zero tolerance policy of sexual harassment and hate speech.
Come ready to share, reflect, and connect with others in Falls Church who are also seeking deeper conversations.
**Suggested Questions: Life Stages & Transitions**
1. What did you think you'd have figured out by now that you're still completely winging?
2. When did you realize your parents' advice was for a world that no longer exists?
3. What are you finally old enough to stop pretending to care about?
**Suggested Questions: Identity After the Roles**
1. Who are you when nobody needs anything from you?
2. What dream keeps resurfacing even though the "practical" time has passed?
3. How do you handle having the freedom you always said you wanted?
**Suggested Questions: AI & Being Human**
1. What human experiences will AI never truly understand?
2. If machines handled all your have-to's, what would you actually do?
3. What becomes more precious as everything becomes automated?
**Suggested Questions: Belief & Meaning**
1. What certainties have you given up, and what rushed in to fill that space?
2. How has knowing someone who died changed how you live?
3. What do you believe now that would shock your younger self?
**Suggested Questions: The Modern Psyche**
1. What anxiety do you carry that previous generations didn't have?
2. Which of your survival strategies are you ready to retire?
3. What uncomfortable truth about happiness did it take you years to accept?
**Suggested Questions: Work & Purpose**
1. When did you stop believing that your job would complete you?
2. What would you do for work if money and status weren't factors?
3. How has your definition of "making it" changed over the years?
**Suggested Questions: Relationships & Connection**
1. What relationship dynamic do you keep recreating, and why?
2. When did you realize your parents were just people trying their best?
3. What kind of loneliness doesn't go away even when you're with others?
**Suggested Questions: Time & Mortality**
1. What are you running out of time to say or do?
2. How differently do you spend your time knowing it's finite?
3. What will you regret not trying, even if you fail?
**Suggested Questions: Society & Culture**
1. What social convention do you follow even though it makes no sense?
2. Which generation do you understand least, and what might you be missing?
3. What aspect of how we live now will seem insane in 20 years?
**Suggested Questions: Personal Philosophy**
1. What rule for life did you create after learning something the hard way?
2. When did you stop believing that everyone else had it figured out
3. What paradox about life have you learned to live with?
May Book Club Meetup: Cobalt Red by Siddharth Kara
Join us for a discussion of ***Cobalt Red: How the Blood of the Congo Powers Our Lives* by Siddharth Kara**
Here's the summary:
An unflinching investigation reveals the human rights abuses behind the Congo’s cobalt mining operation―and the moral implications that affect us all.
Cobalt Red is the searing, first-ever exposé of the immense toll taken on the people and environment of the Democratic Republic of the Congo by cobalt mining, as told through the testimonies of the Congolese people themselves. Activist and researcher Siddharth Kara has traveled deep into cobalt territory to document the testimonies of the people living, working, and dying for cobalt. To uncover the truth about brutal mining practices, Kara investigated militia-controlled mining areas, traced the supply chain of child-mined cobalt from toxic pit to consumer-facing tech giants, and gathered shocking testimonies of people who endure immense suffering and even die mining cobalt.
Cobalt is an essential component to every lithium-ion rechargeable battery made today, the batteries that power our smartphones, tablets, laptops, and electric vehicles. Roughly 75 percent of the world’s supply of cobalt is mined in the Congo, often by peasants and children in sub-human conditions. Billions of people in the world cannot conduct their daily lives without participating in a human rights and environmental catastrophe in the Congo. In this stark and crucial book, Kara argues that we must all care about what is happening in the Congo―because we are all implicated.
**Let’s meet at Caboose Commons in Fairfax to enjoy some good discussion and meet new friends.**
Tregaron Meadow Concert - Free Jazz Performance
Information is posted for your enjoyment: **ATTEND AND ENJOY ON YOUR OWN.**
Sunday, May 3, 2026, 3:00 PM
[Tregaron Conservancy](https://www.washingtonperformingarts.org/venue/tregaron-conservancy/)
**Tregaron Meadow Concert**
Sunday, May 3, 2026 / 3:00 p.m.
Tregaron Conservancy
The city’s our stage! One of D.C.’s most scenic green spaces, Tregaron Conservancy, welcomes you for an afternoon jazz performances by Mars Arts D.C. artists. In the Meadow, the magic of live performances and the tranquility of nature come together for an unforgettable experience of sensory delights. Tregaron performances are free and great for all ages.
Come early and bring your own chair/picnic basket to enjoy the music in this lovely outdoor setting.
Artist details to be announced. Registration will be available in spring 2026.
May Puzzle Palooza: Swap Your Favorite Puzzles!
🎉 **Puzzle Palooza: PUZZLES OF ALL KINDS WELCOME at the Board Room! 🧩**
Join us for **Puzzle Palooza** in our puzzle swap series! Whether you're into jigsaw puzzles, crossword puzzles, sudoku, logic puzzles, or brain teasers, this event is for you. Bring any type of puzzle—whether it’s a challenging 1000-piece jigsaw, a captivating 3D puzzle, a fun puzzle book, or a unique brain-bending game—and swap it with fellow puzzle lovers. Let’s share the joy of solving and discover new puzzles to enjoy!
📅 **Date:** Sunday May 3, 2026 🕒 **Time:** 3:00 PM 📍 **Location:** [Board Room DC](https://boardroomdc.com/), 1737 Connecticut Avenue NW, WDC 20009, in the mezzanine.
**Event Highlights:**
🌐 **Networking:** Connect with fellow puzzle enthusiasts over a game and some delicious drinks. It's a perfect blend of puzzles, games, and great company.
🧩 **Puzzle Swap Extravaganza:** Immerse yourself in a sea of puzzles as we transform the Board Room into a Puzzle Paradise. Bring your puzzles to trade, and discover hidden gems for your collection.
🎲 **Board Game Delights:** Enjoy the fantastic selection of board games available at the Board Room. Take a break from puzzles and explore a world of strategic challenges and social fun.
**Agenda:**
* 3:00 pm - 3:30 pm - check in and chat!
* 3:30 pm - 4:00 pm - introductions and swap
* 4:00 pm - 5:00 pm - social puzzling
**How to Join:**
1. **Save the Date:** This is your ticket to Puzzle Paradise. Mark your calendar and get ready for an afternoon of puzzling delight.
2. **Location:** Board Room DC, known for its vibrant atmosphere and extensive game collection. [1737 Connecticut Avenue NW, WDC 20009](https://boardroomdc.com/)
3. **Spread the Word:** Invite your friends and fellow puzzle lovers. Let's make this Puzzle Paradise an unforgettable experience!
\*\*\*Please note that if your puzzle is not swapped, you are still responsible for taking it home. **This is not a swap where you will be able to drop off puzzles and leave**\*\*\*
For all of our Swap Series, please prioritize community safety. Ensure you're vaccinated before joining us. Your commitment creates a secure space for our shared love of puzzles and good times. See you responsibly at the meetup!
Columnar Databases Events Near You
Connect with your local Columnar Databases community
PBR Columbus-Tiki Party
🌺🍹 **TIKI PARTY @ PBR COWBOY BAR + SMOKEHOUSE** 🐂🌴
**Friday, May 15th**
Grab your crew and get ready to trade boots for beach vibes (or rock both 😏). We’re turning PBR into a tropical party for one night only—think island energy, great music, and a packed dance floor.
🔥 **How to Join the Party**
When you arrive, just **say “PBR Meetup” at the door** to get your wristband for exclusive drink specials all night!
🍹 **Exclusive Drink Specials-7pm-9pm**
$3 Domestic Draft – Miller Lite & Coors Light
$3 Well Liquor Cocktails
$4 Vizzy Seltzers
$5 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Cazadores Reposado & Jack Daniels
$5 Select Shots – White Tea Shots & Fireball
💃 **What to Expect**
🌴 Tropical vibes + high-energy music
💃 Line dancing + dance floor all night
🤝 A fun, social crowd (perfect for groups or meeting new people)
📸 Plenty of moments you’ll want on camera
Whether you’re coming for the drinks, the dancing, or just a fun night out—this is your excuse to show up and go all in.
Throw on something tropical, bring your people, and we’ll see you at the party 🌺🍹
Data Cleansing using Data Bricks
The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.**
You're welcome to come meet in-person at our meeting location, the offices of Improving at
**[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
**[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
**[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
[Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person.
If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails.
Agenda:
**5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees.
**6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details.
**7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment.
We hope to see you there!
Session Abstract
### Data Cleansing using Data Bricks
Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure.
\*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.
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.
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
🔥 Lincoln Street Salsa 🔥 Salsa, Bachata, and Merengue Dancing!🔥
**💥 Join us THIS Saturday and EVERY Saturday!**
**💥 At Columbus’ Hottest New Salsa Venue!**
**.**
Lincoln Street Salsa
THIS Saturday and EVERY Saturday!
8 pm – 1 am
**.**
**💥 Gorgeously Renovated Studio!**
**💥 Free Parking!**
**💥 BYOB!**
**💥 Easy Access from Highway!**
**.**
Lincoln Street Salsa
1717 Brice Rd
Reynoldsburg, Ohio 43215
**.**
**ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING**
**Behind Anthony’s Pharmacy!**
**.**
**PLEASE SHARE and help get the word out!**
**.**
**🟣 Salsa, Bachata, and Merengue Dancing!**
**.**
**🟣** 8:00 pm – 8:30 pm
**𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻**
**.**
**🟣** 8:30 pm – 9:30 pm
**𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!**
**.**
**🟣** 9:30 pm – 1 am
**𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!**
**.**
**✅ Questions?**
**Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)**
Or Text Todd: 614-774-8146
**.**
**✅ No Experience Necessary!**
**✅ No Partner Required!**
**✅ Plenty of People to Dance With!**
**.**
**✅ $15 Cash / $16 Card**
**✅ College Students $5 Off with Valid ID!**
**✅ BYOB**
**✅ Age 18+**
**.**
**✅ Lincoln Street Salsa is the perfect place for…**
**.**
**👉 Learning to Dance**
**👉** Social Dancing
**👉 Birthday Celebration**
**👉** Bachelorette Parties
**👉 Girl’s Night Out**
**👉 Date Night**
**👉** Getting Fit / Burning Calories
**👉 Meeting New People**
**👉** Having Fun, Fun, Fun!
**.**
✅ **Questions?**
Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/")
Or Text Todd: 614-774-8146
.
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
Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm









![PFS 7-01 Intro to the Year of Battle’s Spark - Enough is Enough [1-4]](https://secure.meetupstatic.com/photos/event/5/9/1/1/highres_533722801.webp?w=640)











