Digital Workflow

Navigating work/personal life in this mega city can be challenging ! We welcome all the Toronto young professionals & startup lovers to join this community that provides you an inclusive and casual platform to share, discuss, and grow! No matter what career stage you are at, what industry you work for, or what startup idea you are brainstorming, this inclusive & vibrant community aims to help you embark on your new personal/work journey! If work sounds annoying to you or you are new to the city, you can just come have a coffee and meet new people! No WFG members, Let's exchange ideas and create new memories together! We welcome you to join us at a new location; Sweetway Cafe **THE COFFEE SHOP IS EXCLUSIVLY OPEN FOR THIS EVENT AT THAT TIME, AND MAY NOT SERVE FOOD OR DRINKS** We plan to meet weekly or biweekly at various locations in Toronto.

Use parallel working/body doubling to help focus on your project, art, trade critiques or zines, study reference books or just get inspired! Any focus or skill level welcome, we have had people coding, sewing and studying as well as drawing, Meet on the ground floor of the Toronto Reference Library! The organizer will be wearing a bright orange t-shirt.

Welcome to the Toronto Young Professional & Startup Enthusiast Meetup Group! Navigating work/personal life in this mega city can be challenging ! We welcome all the Toronto young professionals & startup lovers to join this community that provides you an inclusive and casual platform to share, discuss, and grow! No matter what career stage you are at, what industry you work for, or what startup idea you are brainstorming, this inclusive & vibrant community aims to help you embark on your new personal/work journey! If work sounds annoying to you or you are new to the city, you can just come have a coffee and meet new people! Let's exchange ideas and create new memories together! We welcome you to join us at Sweetway Cafe. We plan to meet weekly or biweekly at various locations in Toronto. If you have any suggestions for meeting locations or activities, feel free to let me know!

**Set goals.** **Be accountable for them.** **Move your life forward with purpose.** Our goal is to cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. If you have the desire to work on being the man that your legacy demands that you be (which means being the best you can be, we can work on what your legacy demands with you later) and the man you always wanted to be then we look forward to you attending. Our group is part of Mentor Discover Inspire (MDI). This group meets Mondays, North of Finch Avenue, usually indoors, outdoors in the summer but occasionally on Zoom. To confirm this week's location, please rsvp to Ricardo, call/text (647) 880-1488, or email ricardophilip@hotmail.com From MDI website[: https://goo.gl/3DQ6](https://goo.gl/3DQ6aY)aY From Toronto Sta[r: https://goo.gl/oDH](https://goo.gl/oDH3uX)3uX Regular attendees do not always RSVP, expect 6-8 men to be present.

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!

Dig your roots deeper and create the safety, security and trust you need before the fiery season of summer begins. **Join for the full 6 week series or 1 journey at a time.** *Each week Chris Dub will offer a beautiful combination of Kundalini & Yin Yoga plus Healing Soundscapes for each of you to be immersed in. You will also get to choose what Toro "Qi" Meditation Cushion you would like to use, to build your qi throughout your practice with the incredible "Toro" Qi building technology.* Join us each week for a Kundalini Yin Yoga Journey themed around the Root Chakra, as we find more stability, security, trust, safety and strength in ourselves. Create positive change for yourself one yoga posture at a time. Each class we aim to spur on the type of grace that leads to unconditional loving acceptance of yourself. You will be given the safe space to open up your mind, process your current life experiences, rejuvenate your spirit, access your creativity, grow your faith and become immersed in source awareness. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **This series will focus on reseting your nervous system through specific Kundalini Kriya's and a Guided slowing down of the fast paced, anxious energies we can get caught up in through our day-to-day. We will bring in radical acceptance of, and a surrender to, what 'is'.** **This surrendering to reality as it actually 'is' supports you to see the road to living in presence. It will become more and more apparent that there is nowhere else you want to be, and you'll be able to more easily remain here.** **Each journey you will calm your nervous system, ground, centre and open up your heart in real time. Allow yourself to move through stagnant energies in a conscious and loving way, to get your vital life force energy flowing with grace.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- We will engage in particular kriya's, asana's, pranayama's, bhanda's (body locks), mantras and meditative techniques to support in awakening your kundalini in a graceful way & mastering your nervous system, mind, breath and your inner world. This is an integrative experience first and foremost, so we take our time to move forward with a gentle potency. You are encouraged and celebrated to move at your own pace. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- .:: 𝗦𝗵𝗶𝘃𝗮𝘀𝗮𝗻𝗮 ::. Every class will have a deep, rejuvenating and integrative shivasana experience with soundbath, which will be different each week including gong, shruti box, steel tongue drum, crystal harp, crystal bowls, shamanic drumming, water stick, medicine songs and more. **.:: 𝐄𝐧𝐞𝐫𝐠𝐲 𝐄𝐱𝐜𝐡𝐚𝐧𝐠𝐞 ::.** **𝐊𝐮𝐧𝐝𝐚𝐥𝐢𝐧𝐢 Yin 𝐘𝐨𝐠𝐚** (per class journey) $30 ($33.90 w/ tax) for 1 in-person journey (7:00 – 8:30 PM) $50 ($56.50 w/ tax) for a 2-journey pass (2 classes to be used in this 4 week series) $15 ($16.95 w/ tax) per zoom journey ***NEW 4 Class Pass*** $88 ($99.44 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (In-Person or Online) $40 ($45.20 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (Online Only) **𝐄𝐧𝐭𝐢𝐫𝐞 6 𝐖𝐞𝐞𝐤 𝐒𝐞𝐫𝐢𝐞𝐬** Early Bird: $120 ($135.60 w/ tax)) in-person (includes the online zoom link) ends Feb 13th Regular Exchange: $130 ($146.90 w/ tax) in-person (includes the online zoom link) Zoom Classes: $50 ($56.50 w/tax) for all 6 E-Transfer to chris@chrisdubkundalini.com the amount w/ taxes or pay via eventbrite **\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*** **.:: 𝐓𝐢𝐦𝐢𝐧𝐠 ::.** **6 Journey 𝐘𝐨𝐠𝐚 𝐒𝐞𝐫𝐢𝐞𝐬** **\~ Begins: Monday, May 11th** **\~ Ends: Monday, June 15th** Each class is 7:00-8:30 PM Arrive between 6:35 - 6:55 PM to get settled (Doors close at 7:05 PM) **Located @ The Soul Sanctuary (303 Pape Ave)** **\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*** ***Come as you are and bring a water bottle, yoga mat (mats available) and wear comfortable clothing (optional: cushion, blanket).*** **.:: 𝐀𝐛𝐨𝐮𝐭 𝐂𝐡𝐫𝐢𝐬 𝐃𝐮𝐛 ::.** **Intuitive Healer, Certified Kundalini & Hatha Yoga Teacher, Transformational Teacher & Guide, Quan Yin Energy Healer & Plant Medicine Ceremony Facilitator** Chris is devoted to cultivating and holding space for you to become more aware of your mental blocks and repressed emotions, which allows this energy to transform into a higher understanding of one’s self and your interconnectedness to all of nature. The result is a high degree of self love which leads to a letting go of past pain, hurt and trauma. Experience increased energy flow and creativity, zest for life, calmed nervous system, amplified self worth and deeper, more meaningful relationships. Chris is Yoga Alliance, KRI Certified, 3rd Lvl Babaji Kriya Yoga Initiate & holds a Diploma in Social Work. He teaches Kundalini Yoga, Meditation, Self-Awareness Practices, Sound-Healing and Breath-Work classes and events. Chris facilitates transformational retreats and deep healing ceremonies, he also hosts the Sacred Brotherhood Men’s Group and Women’s & Men’s Love Circles. Chris has undergone intensive breath work, bodily cleansing, meditation and self-inquiry to move through chronic pain and find deeper depths of self-love since 2009. Chris is passionate about supporting you to bring self-awareness and energy flow practices to your daily life so you’re internal GPS can always be online, guiding you to the most heart nourishing and fulfilling experiences.

| May 11, 2026 | | ------------- | | Send me an email to let me know you are joining us at: | pcalleri@thegaap\.net \| **The CPA Toronto Accounting Group Presents a Casual Get Together** for a few of us to get together, network, learn, have a few laughs, share ideas, make new friends. become more successful etc. I will put a very casual agenda together, but the goal is having a good time. I tried to find a venue that is easy to get to. It is near the 401 and DVP. We will meet at: Swiss Chalet **[Address](https://www.google.ca/search?sca_esv=197713b87bf2beb1&sca_upv=1&sxsrf=ADLYWIKmSo8ztb94J6BUHqec-EeQUWwHRw:1725296229930&q=the+queens+head+pub+scarborough+address&ludocid=4250126838100046784&sa=X&ved=2ahUKEwiS46qn3aSIAxUS5ckDHbw5GJQQ6BN6BAgrEAI):** 2555 Victoria Park Ave, Scarborough Our reservation is made under Paul. I look forward to seeing you. PS Seats are limited, let me know you are attending; quickly. Send me an email to let me know you are joining us. pcalleri@thegaap.net Sincerely yours, Paul Calleri, Founder of TheGAAP.net, TheGAAP.netCareers, and the CPA Toronto Accounting Group

​**Beyond Networking \| Women Techmakers** ​📅 May 13th \| 📍 BrainStation\, Toronto ​Some of the most valuable conversations in your career happen when you're in a room with people who truly get it — and are willing to be honest about the journey. ​**Beyond Networking** is a facilitated experience designed to create exactly that. Women and gender-diverse people in tech — students, early-career professionals, mid-career leaders, founders, recruiters — seated together, working through real stories, sharing real experiences. ​Through a guided case study and intentionally curated tables, you'll hear perspectives from every career stage. The lessons learned the hard way. The advice someone wished they'd had. The moments that actually changed things. ​Two or three rounds. New tables each time. Conversations that go somewhere. ​This is a space to connect, to learn from each other, and to leave feeling a little less alone in your journey — and a lot more supported. Please register here: https://luma.com/hcub806p *** ​*Brought to you by Women Techmakers Ambassadors.* *Beyond Networking — building community, one honest conversation at a time.* ​Venue Partner (BrainStation): ​BrainStation is a global leader in digital skills training and workforce transformation. Founded in 2012, BrainStation has certified over 35,000 professionals and worked with some of the largest companies in the world through cutting-edge digital skills training delivered online and in person from campuses in New York, London, and Toronto.

Join us on Wednesday, May 13th, 2026, at 6:30 PM for a session presented by **Aidan Foster** on using Claude Design, Anthropic's new AI-assisted design tool, to vibe design web user interfaces. **Event Details:** * **Location:** CSI Spadina - 192 Spadina Ave., Toronto, ON M5T 2C2. Viola Desmond room on the 3rd floor * **Date and Time:** May 13, 2026, 6:30 PM - 8:30 PM * **Topic:** Experimenting with Claude Design. **Location Note:** This meeting will be held in the **Viola Desmond room on the 3rd floor**. Access will be via the door to the stairs, not the usual main entrance to the basement area. We will send the building access code on the morning of the meetup, via email and chat. **Session Topic:** Claude Design starts as code and grows into design software, the opposite direction of Figma. We'll look at: * Generating a design system from a Figma file * Iterating with the tweaks panel and edit mode * Prototyping UI from existing code and screenshots * Where Claude Design fits alongside Figma and Claude Code **Your Voice Matters:** Got ideas for future presentations or want to be a speaker? Reach out to Pierre or Aidan – we're always looking for speakers and new insights! **Drinks & Discussion:** Stay after the presentation for drinks and more Drupal talk at [Hotel Ocho](https://maps.app.goo.gl/4HF9ooz2Ki9B8o577) **Special Thanks to our Sponsor:** A big shoutout to[ Kalamuna](https://www.kalamuna.com) for providing the CSI space for our meetup. Looking forward to seeing old friends and new faces alike. Let's make this a great meetup for Toronto's Drupal community, going strong since 2006!

New Rules: Starting now, we are asking that each person contribute $2 towards maintaining this page. Without our space here on MeetUp, there is no group. So we ask that you bring a tooney when you come to keep us operational. Thank you very much! Thank you to everyone who has ordered something to eat or drink. It's very important that we each make a purchase, even just a tea or coffee, to maintain our welcome. Mil veces, gracias!

Adopting GitHub in an enterprise environment can significantly enhance collaboration, streamline workflows, and improve code quality. However, successful adoption requires careful planning and implementation of best practices. This presentation will cover key strategies for integrating GitHub into your organization's development processes. We will discuss topics such as setting up repositories, managing access controls, implementing branching strategies, and leveraging GitHub Actions for CI/CD. Additionally, we will explore how to foster a culture of collaboration through code reviews and issue tracking. Attendees will gain insights into overcoming common challenges and ensuring a smooth transition to GitHub, ultimately driving productivity and innovation within their teams. Key topics covered: * Setting up single sign-on (SSO) and integrating with existing identity providers * Configuring Enterprise Account settings and policies * Organization structure and repository management * Managing user access and permissions effectively * Hybrid Model for GitHub and Azure DevOps * Securing GitHub Actions and workflows * Implementing shift-left security practices * Addressing security concerns and ensuring data protection * Rolling out GitHub Copilot in an enterprise setting * Leveraging GitHub Apps and integrations for enhanced functionality * Integrating GitHub with existing development tools and systems * Monitoring and auditing usage for compliance *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

***Tickets must be purchased in advance!*** 🔗: https://www.eventbrite.ca/e/torontos-hottest-networking-event-for-young-professionals-afterparty-tickets-1988767502135 Come network and connect with Toronto Entrepreneurs & Professionals and create collaborations and grow together. ***Background*** Stellar Socials by Limitless presents **Toronto’s Hottest Networking Event for Young Professionals**—the ultimate fusion of style, energy, and opportunity. Our mission is to empower emerging leaders by facilitating genuine connections in an engaging, relaxed atmosphere. We’re committed to helping you expand your business, uncover new career paths, and build lasting relationships with peers who share your ambition. 🚀 **Step into Toronto’s Premier Young Professionals Networking Scene!** 🌟Join us for an inspiring evening designed exclusively for Toronto’s up‑and‑coming talent. Whether you’re a corporate rising star, a startup founder, or a creative professional, this event delivers career-boosting conversations, collaboration opportunities, and insider insights into Toronto’s most dynamic industries. * **Elevate Your Career:** Swap ideas with industry trailblazers and hiring managers * **Grow Your Startup:** Pitch your vision to potential collaborators and investors * **Discover Trends:** Gain actionable insights on Toronto’s evolving business landscape * **Build Community:** Connect with fellow young professionals who can become your next mentor, partner, or peer ### *Demographic:* Stellar Socials events are exclusively for individuals of legal drinking age, as they are held at venues that include a bar. The typical age range of attendees is **24-36**, with most participants having established professional careers. Here are some of the individuals you may meet at one of our events: * **Professionals:** Seeking to expand their network in a pleasant environment * **Job Seekers:** Currently employed or in search of new opportunities * **Recent Grads:** Diploma, Bachelor’s, Master’s, or Doctorate graduates * **CEOs/Entrepreneurs:** Enterprising business owners and startup founders * **Students:** University or college attendees looking to build their network * **Investors:** Seeking promising ventures to support * **Project Managers:** Looking for collaborative partners or joint projects * **Startups:** Seeking investors and employees to grow capital or talent * **Media Professionals:** Journalists, bloggers, social media influencers ***Stellar Socials Experience:*** At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience. This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations. **Join Our Community:** * **Instagram**: [@stellarsocialsbylimitless](https://www.instagram.com/stellarsocialsbylimitless/ "https://www.instagram.com/stellarsocialsbylimitless/") * **Facebook**: [Stellar Socials by Limitless](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/ "https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/") * **TikTok**: [@stellar.socials](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1 "https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1") **Notice of Photography**: Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organiz

We’re thrilled to invite you to an exciting meetup! We'll have one talk presented by an Elastic employee and one presented by a community member. Bring your questions and come support the community! **Agenda** **5:00 PM** – Doors Open Come in, say hello, grab some food, and settle in for an engaging evening. **5:45 PM** – **"Lessons from evaluating production AI Agents for over a year", presented by** Susan Chang, Principal Data Scientist at Elastic **6:15 PM** – Q&A **6:30 PM** – "**Elasticsearch Journey – Working in Different Industries", presented by** Yasir Zaid, Elastic Certified Engineer **7:00 PM** – Q&A **7:15 PM** – Networking & Event Wrap-Up Stick around to chat, connect, and share insights with fellow attendees. **When:** Thursday, May 14th 5:00 - 7:00 pm **Where:** [Centre for Social Innovation - Spadina](https://www.google.com/maps/search/?api=1&query=43.650017%2C%20-79.397156) 192 Spadina Ave. · Toronto, ON 3rd floor, The Viola Desmond Room **Abstracts** **"Lessons from evaluating production AI Agents for over a year"** This talk covers methods of evaluating AI Agents, with an example of how the speakers built evaluation frameworks for a user-facing AI Agent system which has been in production for over a year. We share tools and frameworks used (as well as tradeoffs and alternatives), and discuss methods such as LLM-as-Judge, rules-based evaluations, ML metrics used, as well as selection tradeoffs. **Bio:** Susan Shu Chang is a Principal Data Scientist at Elastic, where she leads work on production-grade machine learning, including generative AI and agentic workflows. She is also an internationally recognized speaker, O’Reilly author, and keynote presenter at major global technical conferences. **My Elasticsearch Journey – Working in Different Industries** This talk explores Yasir Zaidi’s hands-on experience using Elastic products to deliver strategic solutions across banking, insurance, and telecommunications. Through real-world examples, the session will cover how Elasticsearch and the broader Elastic Stack have been used for search architecture, security, SIEM, and observability, along with some of the newer and more exciting projects now being built with Elastic. The talk will also highlight recent Elasticsearch features and innovations, and how they are opening up new possibilities for modern enterprise use cases. **Bio:** Yasir Zaidi is the Owner of ZD Inc. ([https://zd-inc.net/](https://zd-inc.net/)) and Elasticsearch Experts ([https://elasticsearch.expert/](https://elasticsearch.expert/)), and Co-Founder of 360metrics ([https://www.360metrics.io/](https://www.360metrics.io/)) and Certified Elasticsearch Partner Solution Architect. He has delivered hundreds of Elasticsearch projects for organizations around the world, with experience spanning Observability, SIEM, Enterprise search, Cloud deployments, and AI-powered search solutions, Serverless and much more. His work includes engagements with Ericsson, SAP, Intact Insurance, Videotron, RONA, Geotab and Desjardins Bank, just to name a few. Backed by three master’s degrees and Elastic certifications, Yasir brings deep technical expertise and proven global delivery experience. Linkedin: [https://www.linkedin.com/in/yasirzaidi/](https://www.linkedin.com/in/yasirzaidi/) Spots are limited, so don't miss out!

**SPDY MEETUP 005** Welcome back! Following up on last week’s announcement, we are thrilled to schedule **SPDY MEETUP 005**. As always, we’ll be joined by incredible engineers who are ready to share their latest research and insights. Here's an updated list of presenters and topics: **🔸 Annie Sullivan**, Senior Staff Software Engineer at **Google** *"The latest data on soft navigations in Core Web Vitals"* 🔸 **Michal Mocny**, Sr Software Developer, **Google Chrome**, Speed Metrics *"InteractionContentfulPaint: a new Performance API for measuring UX."* 🔸 **Bas Schouten**, Performance Tech Lead at **Mozilla** *TBA* We have an incredible evening lined up featuring expert-led sessions sharing the latest in web performance research. As always, there will be dedicated time for Q&A following the sessions. **Interested in speaking?** Slots are available for lightning talks. If you’d like to share your work, please reach out via DM or email at **henrihelvetica@gmail.com**. Beyond the presentations, come enjoy some great networking with our vibrant community. We recommend **RSVPing as soon as possible** to secure your spot, as we are expecting international teams from both Google and Mozilla to also attend. With that, we look fwd to seeing everyone May 13th. -Henri

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

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

**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. \-\-\- 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.

**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)

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.