Data Architecture

**NEW LOCATION - Madison Avenue Pub** **Dates will vary over the next few weeks due to FIFA schedule.** Join your community of fellow Intuitives and MBTI nerds for a casual evening of engaging conversation. We get together every second Sunday – with a mix of regulars and new friends. There is no fee to attend, though we ask that you support the venue by ordering something to eat or drink. **Feel free to contact event host B. via Facebook/Meetup messenger, or text/call 416-712-8635 for directions**. About the venue: Madison Avenue Pub, 14 Madison Ave Nearest Subway: Spadina Map / Directions: https://maps.app.goo.gl/scdLEYqb9LNJWkgWA We make an effort to find pubs that are quiet and introvert friendly, with a section to ourselves. We make no effort to muffle our extroverts, but should they get out of hand, our resident INTJ will use their death stare, to pull them back in line.

**🫶 Speed Dating from Home – Meet Yonkers Singles Live on Zoom** Genuine conversations with real locals — all from your living room. We match you with compatible Yonkers locals using a quick personality quiz. You'll chat one-on-one on Zoom in short timed rounds while a host guides the session. **✅ Grab your spot by RSVPing.** The host will send you a personality quiz and Zoom details directly after you RSVP. Don't leave it too late — places fill up. --- 🎯 **Perfect for:** - People re-entering the dating scene after a break - Anyone curious about speed dating in a relaxed setting - Singles in Yonkers who want to meet people from home **How It Works** 1. **RSVP below** – Click RSVP to reserve your place. 2. **Watch for a host message** – The host will send you a short personality quiz after your RSVP. 3. **Answer the personality quiz** – Takes just a few minutes and makes the matching much better. 4. **Join on Zoom** – The host shares the link ahead of the event. Jump on and enjoy. 5. **Speed date** – One-on-one rounds with personality-matched Yonkers locals. Matches shared afterwards. **Event Details** - **Format:** Zoom video session – short timed rounds - **Location:** From home – all you need is Wi-Fi and a webcam - **Host:** Live host handling rounds and introductions - **Vibe:** Great energy, real people, authentic conversation ⭐ *"So much better than apps. Actual conversations with real people."* – Yonkers attendee --- ✨ RSVP now and look out for the host's message. 💗 ✨

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

\*\***The Toronto History Walks Yearly Pass is available. Get it now for $125.00 for 1 year of unlimited tours, email** **torontohistorywalks@gmail.com** **for more information or for signing up!\*\*** \*\* **Please note: Please e-transfer the ticket price when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com** For summertime fun, it's hard to imagine a better place than the Toronto Islands. It's so much more than a small amusement park, Chelsea Beach, and walking and bike trails. It's about growing up in Toronto. About the ten minute ride over on the ferry boat, and the memories that have made Toronto a summertime city. It's a stretch of land that is historic and fascinating, both geologically and socially as well. And a history that brings together the stories of Toronto from its founding. The Gibraltar Point Lighthouse was constructed in 1809, and is one of the oldest structures in Toronto. It is best known for the ghost story of its murdered first keeper, John Paul Rademüller. But that's another story for another day. The peninsula was partially severed by a storm in 1852, which created a sandbar that was dangerously thin, and the peninsula became an island permanently by a violent storm that cut out the eastern channel, two hotels on the island were also destroyed. The modern history of the Islands' begins here! The Islands' have three main parts, and all three have their historic elements, the most being the western most island named for the Hanlan family. A spectacular hotel, "The Ned Hanlan" was built and a regatta course dredged out of the western lagoon. An amusement park followed, and an airport after that! It was also a residential enclave with most of the homes appearing on Ward's and Centre Islands. By the 1950s these residential areas started to disappear, as the idea of increasing city parkland took shape. **Take a quick peek at my introduction video which follows at** https://youtu.be/hkVHx5Ol9qI The tour begins and ends at the Jack Layton Ferry Terminal at the foot of Bay Street. We will meet inside the gates! And we will head over as a group, so tickets must be bought before! Please meet 10 minutes before the meetup time! This tour has a ticket price of $15.00 per person! \*\* **Please note: Please e-transfer the ticket price when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com**

Struggling with motivation and focus as you hammer away on your manuscript at home? Want to join a community of writers as we embrace the joys and pains (mostly pains) of writing together? Bring your laptop, pen & paper, old-school typewriter, or futuristic writing gadget, and join an enthusiastic community of science fiction and fantasy writers as we work on our current projects in the same space. The format will be similar to our online writing sprints: 30-minute blocks of focused, quiet writing time (the sprints), interspersed with breaks where we can chat, ask questions, and share our writing experiences.

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a fantastic spring afternoon involving a leisure nature and beautiful neighbourhood walk \- Include trails\, parks\, cafes\, ice breakers\, washroom breaks and beautiful sties to see -Our great event will continue as we hit a fabulous location for dinner, beverages and conversation (optional) -Stick around after dinner with a super fun group game; Family Feud! **Time and Location: Where to meet us?** We will meet at out front of **Smoke Show** **744 Mt. Pleasant Rd)** \*Arrive early if you like (however we will meet out front at **2:30 p.m. (we will wait for everyone to arrive until roughly 3:00 p.m.)** This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small adventure through quieter and more natural parts of the city we don't usually get to see. More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **Sunday Nature and Neighbourhood Walk! (Dinner and Family Feud after)** -A great event planned as we explore Parks, Trails, Cafes and beautiful Neighbourhoods with cool sites to see -During the walk we will stop and rest at different spots, bathroom breaks, take some lovely scenic photos, group photos and share some laughs together -Play a couple ice breaker games near the beginning of the walk as well to help us get to know one another \*This event is a great way to naturally make connections, get some fresh air, exercise and (re) connect with some wonderful people **Bonus after our Leisure Nature and Neighbourhood Walk:** \*Stick around after the walk for a fun Sunday evening gathering at an iconic venue with Reserved Seating, Great Menu, Beverages, Mingling and Family Feud Party! **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** **Date:** Sunday June 7th We will meet at out front of **Smoke Show** **744 Mt. Pleasant Rd)** \*Arrive early if you like (however we will meet out front at **2:30 p.m. (we will wait for everyone to arrive until roughly 3:00 p.m.)** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**Volleyball Foundations 3 — Connect Your Skills & Play with Confidence (15+)** Ready to move beyond isolated skills and start playing with flow and purpose? Volleyball Foundations 3 is designed for players who are ready to connect their techniques and develop real game awareness in a team setting. In this progressive clinic, you’ll focus on integrating your skills into live, rally-based play: • **Reading the Ball:** Anticipate trajectory and react earlier to stay one step ahead • **Defense:** Improve footwork, positioning, and overall court coverage • **Attacking:** Learn the 3-step approach and develop controlled, effective hits over the net You’ll also begin to understand the rhythm of the game through continuous play. Sessions emphasize “wash drills” and extended rallies, helping you stay engaged, make decisions under pressure, and build confidence during longer points. Players will be introduced to the **6-Up defensive system** and develop strong on-court communication skills to navigate fast-paced, unpredictable situations. *** **Who This Clinic Is For:** • Players who have completed Volleyball Foundations 2 or have a strong base in passing, setting, and serving • Players ready to develop game awareness, teamwork, and rally consistency • Athletes looking to feel more confident playing in game-speed environments *** **Location:** Miles Nadal JCC — 750 Spadina Ave. (enter through Spadina doors) **Format:** Group instruction led by an experienced, supportive coach **Registration Required in Advance** RSVP’ing on Meetup does not reserve your spot. [Register here](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=yQ90BGe) ☎️ Or call 416-924-6211 ext. 0 *** **Early Bird Discount:** Register by April 26 at 10 PM to receive **10% off** sessional registration. *** **Why Join?** • Learn to connect skills into fluid, game-like play • Improve decision-making, timing, and court awareness • Build confidence in rallies through continuous, high-energy gameplay • Develop communication and teamwork within a structured system Take the next step toward real gameplay—where skills come together, rallies get longer, and confidence truly starts to show.

🌊🌿 SCARBOROUGH BLUFFS HIKE & GUILD PARK GARDENS 🌿🌊 Cliffside Views, Hidden Gardens & One of Toronto’s Most Beautiful Walks Some parts of Toronto don’t even feel like Toronto. Join us for a scenic hike through the breathtaking Scarborough Bluffs and the artistic beauty of Guild Park and Gardens — a walk that combines nature, history, lake views, and some surprisingly hidden corners of the city. We’ll begin at Guild Park & Gardens, a unique outdoor space filled with historic architectural fragments, sculptures, gardens, and quiet pathways. Once home to artists, creatives, and cultural figures, the park feels almost dreamlike — part gallery, part ruin, part hidden garden. From there, we’ll make our way toward the Scarborough Bluffs and the waterfront trails below. Stretching roughly 15 km along Lake Ontario, the Bluffs are one of Toronto’s most dramatic natural features — towering cliffs formed over 12,000 years ago through erosion and shifting sediment. And honestly? Some of the lake views feel more like cottage country than the city. This is not a formal historical tour. It’s a social hike with beautiful scenery, fresh air, and good conversation. 📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd) \*\*\* 🚶‍♂️ What We’ll Do We’ll start by exploring Guild Park & Gardens before making our way along the trails toward the waterfront below the Bluffs. Expect: 🌊 Lake views 🌿 Forested paths 📸 Great photo spots 🚶 A steady but manageable hike We’ll take breaks along the way and enjoy the scenery as a group. \*\*\* 🌧️ Weather & Expectations This event happens rain or shine. Please come prepared for: ✔️ Uneven terrain ✔️ Some hills and longer walking sections ✔️ Real outdoor conditions This is a hike — not just a casual neighbourhood stroll. \*\*\* 🧢 Meetup Details 📍 Meetup Location: Inside Kennedy Station by Gateway News on the bus platform 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 11:00 AM I will only wait 5 minutes. Early is on time. On time is late. 🚌 We will all take the **116 Morningside Bus** together. 🚌 Bus Leaves: 11:12 AM sharp If you miss the bus, you will not be able to catch up with the group. \*\*\* 🚗 Driving Information There is free parking available near Guild Park & Gardens. If you are driving: 📍 Meet us around 11:40 AM near the bus stop area in front of Guild Inn by the road. Please let me know ahead of time if you plan to drive. ⚠️ Drivers will need to walk back to their vehicles after the event. \*\*\* 🎟️ Meetup Fee: $5 cash in person or e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) This fee helps support the group and allows us to continue organizing events like this. Thank you for supporting community! 💖 \*\*\* 🎒 What to Bring Water Good hiking/walking shoes A snack Weather-appropriate clothing \*\*\* 🌈 Who Is This For? This group is open to anyone who wants to be social and make friends — whether single or not. We also host: 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings There’s always something happening. \*\*\* REMEMBER: You’re welcome to just show up on the day if you’re unsure about your schedule. And as always, sometimes things happen and events may need to be canceled — please keep an eye on updates. \*\*\* 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com) Come for the cliffs. Stay for the conversation. Leave feeling like you escaped the city without ever leaving it. 🌊✨

**✨ Jersey City Zoom Speed Dating – Personality & Age Matched** We pair you by personality and age so every conversation feels natural. Each round is a brief one-on-one Zoom chat with a Jersey City local paired by age and personality. A host keeps the pace comfortable. **✅ RSVP below — the host messages everyone personally.** After RSVP, look out for a message with the personality quiz and event link. Capacity is limited. --- 🎯 **Perfect for:** - Introverts who shine in one-on-one conversations - Singles who prefer a hosted, structured experience - People fed up with swiping who want actual conversation - First-timers new to speed dating **Event Details** - **Format:** Zoom video session – short timed rounds - **Location:** From home – all you need is Wi-Fi and a webcam - **Host:** Friendly host guiding every round - **Vibe:** Friendly and relaxed – genuine chats with Jersey City locals - **Privacy:** Contact info only shared when both match - **Rounds:** Multiple short one-on-one rounds - **Duration:** Approx. 60–90 minutes - **Matches:** Mutual matches sent out after the event **How It Works** 1. **RSVP below** – Click RSVP to reserve your place. 2. **The host will contact you** – After RSVP, you'll get a message with the personality quiz so we can pair you well. 3. **Fill in the quiz** – Short and easy — it helps us pair you with the right people. 4. **Hop on Zoom** – You'll receive the Zoom link before the event. The host handles the rest. 5. **Chat & match** – Quick timed rounds with Jersey City singles, then mutual matches sent out after. 💡 **Tip:** Good lighting and a clean background make a big difference. ⭐ *"So much better than apps. Actual conversations with real people."* – Jersey City attendee --- ✨ Speed dating from home — easy, fun, and personality matched. 💞 ✨

Archetypal Coaching — Activate Your Goals with Ancient Wisdom Ready to energize your goals and gain clear direction? In this weekly meetup, we work with powerful archetypes from ancient traditions to align your intention, sharpen your strategy, and ignite real momentum. 4 Sessions Per Month Tap into the power of 4 ancient traditions: • Egyptian — Strategic clarity & long-range vision • Scandinavian — Decisiveness & breakthrough energy • Greek — Harmony, inspiration & personal charisma • Sephirotic (Kabbalistic) — Deep integration & energetic anchoring. Each 90-Min Session Includes: • Group energy alignment (20 min) • Personal goal setting in the energy of the week’s tradition (20 min) • Group activation & anchoring (20 min) • Personal alanyses, archetypal insights & support circle (30 min). What You’ll Gain: ✓ Mental clarity & motivation ✓ Energetic support for your path ✓ Clear, inspired next steps ✓ A deeper connection to purpose. When: Every Sunday afternoon 4-6pm Fee: $50 CAD per session (Limited spots available) Facilitator: Andrey Litvinov — Business Coach, Psychotherapist, Grand Master of Reiki Yggdrasil To Reserve Your Spot: Pre-registration required via WhatsApp or Telegram Message: t.me/AndyTherapist WhatsApp: +1 437 606 6502

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

Join the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. 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)