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Frequently Asked Questions

Yes! Check out sql azure events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the sql azure events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find sql azure events near your location here. Connect with your local community and discover events within your area.

SQL Azure Events Today

Join in-person SQL Azure events happening right now

Mississauga- let’s speak French/ Parlons français
Mississauga- let’s speak French/ Parlons français
Let’s get together to speak French! We’ll enjoy tea/coffee and some icebreaker games. Everyone is welcome. Venez parler français! À bientôt, Hassane. \*Merci beaucoup de vous être inscrit(e) à notre prochaine rencontre! Nous sommes ravis de votre présence. Afin de permettre à d’autres de se joindre à nous, nous vous demandons respectueusement : 1. **Si vos plans changent,** veuillez mettre à jour votre statut (passer à 'Non') le plus rapidement possible pour libérer votre place. 2. **Si vous êtes sur la liste d'attente,** merci de ne pas vous présenter à l'événement. Votre statut doit être confirmé pour pouvoir participer. Veuillez vous inscrire directement aux prochaines dates disponibles. Au plaisir de vous accueillir! \*To allow others to join us, we respectfully ask that you: * **If your plans change,** please update your RSVP status (change it to 'No') as quickly as possible to free up your spot. * **If you are on the waiting list,** please do not show up for the event. Your status must be confirmed to participate. Instead, please register directly for the next available dates. IMPORTANT: Veuillez noter que pour profiter pleinement de nos échanges, une aptitude de base à la conversation est vivement souhaitée : ce groupe est un cercle de discussion convivial et non un cours de langue. Please note that to fully enjoy the experience, a basic speaking aptitude is recommended: this group is a social conversation circle, not a formal teaching class. We look forward to welcoming you! Please join our WhatsApp group: https://chat.whatsapp.com/LRUdXbjpG8I9aph4dU6Go8
Weeknights - Group Dance Classes at Access Ballroom
Weeknights - Group Dance Classes at Access Ballroom
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!
Happy Hour @ St. Louis Bar & Grill (York Mills) - Friday, May 8th, 2026 @3:00 PM
Happy Hour @ St. Louis Bar & Grill (York Mills) - Friday, May 8th, 2026 @3:00 PM
**Happy Hour Event!** Hi Amazing Ladies! Let's celebrate spring together at our upcoming HAPPY HOUR event at St Louis Bar & Grill (York Mills) on **Friday, May 8th, 2026**. Enjoy a great selection of discounted drinks and food options starting at $4. The venue offers excellent service in a casual and friendly atmosphere. Please view the pictures below for the Happy Hour options. Click [here](https://www.stlouiswings.com/stlouis-menu/?cachebuster=1776004533) for a link to the full menu. Meet friends and make some new ones in a relaxed and casual atmosphere. Each participant will cover their own food and drink costs. **There is a non-refundable / non-transferable $5.00 cover fee** to attend this group event. This charge will reserve your spot, help with group costs and hopefully minimize no shows. **Payment of the $5 cover charge is due by FRIDAY, May 1st, 2026.** After this date, non payment of the cover fee will result in the Member's name being moved to the "not going" list so that those "waitlisted" have an opportunity to attend the Happy Hour. **Note - attendees may bring one guest (subject to space availability) under this cover charge.** In consideration of others, if you are not able to attend, please advise 48 hours prior to the event to allow other people on the waitlist to have your spot. No shows and less than 48 hours notice of non-attendance will be noted. 2 or more such occurrences will unfortunately lead to removal from the group. Thank you all for your understanding and consideration. Looking forward to connecting soon! Here are the details for the $5.00 e-transfer - E-mail - [weekendbrunchover50@hotmail.com](http://weekendbrunchover50@hotmail.com/), Security Question - What is the time of the event? **Happyhour** Hope to see you there!
Meet New People in Toronto |  Drinks & Dialogue
Meet New People in Toronto | Drinks & Dialogue
**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/
🎭 🎶 Monthly Musical Theatre Open Mic Night! 🎶 🎭
🎭 🎶 Monthly Musical Theatre Open Mic Night! 🎶 🎭
🎶**🎭✨ Join Us for Our Monthly Musical Theatre Open Mic Night!** 🎶**🎭** Join us for this our monthly Open Mic Night **Musical Theatre Open Mic Night:** Toronto Cabaret Productions proudly invites you to an open mic experience **like no other** — a night where talent shines, voices soar, and community comes alive. 💖 This isn’t *just* an open mic… It’s a **life-changing, joy-filled, goosebump-making night of connection, courage, belonging, and pure musical theatre magic.** ✨✨✨ Whether you're a powerhouse vocalist, a nervous first-timer, a theatre kid at heart, or simply someone who loves being surrounded by creativity — **this space is for YOU.** A safe, welcoming, all-ages room where everyone is celebrated. 🌈🤝🎶 If you love to sing musical theatre or showtune songs then this is for you. Bring a friend, bring your sheet music, just come and listen, be inspired and just be you. **Diseny Theme Night!:** Come out and sing your favourit disney song or come out and listen! HOWEVER, you can sing any song you like from a show even if it doesn't fi the theme. ### 💫 What to Expect: • 💛 A warm, inclusive, community-minded environment • 🎹 Live piano accompaniment by the brilliant Gabriel QB • 🎤 A chance to perform your favourite MT number (or discover a new one!) • 🎶 Show tune sing-alongs that feel like instant friendship • 🌟 Wildly talented performers + tons of encouragement and applause • 🤗 A place to meet new people, make friends, and belong ### ⏰ Event Flow 📍**Doors Open and Sign Up:** 7:00pm ⏱️**Open Mic Starts:** 7:15pm **🎤 Ends:** 10:00pm 🎟️ **Cover:** $10 cash and there will be no Meetup fee! **Hosted By:** Mathew Mac Lean **Piano Accompanist:** Gabriel Quenneville-Bélair **Meetup Spot:** Mathew will be inside hosting the event **Please note:** **Please bring your own sheet music for the accompanist but we might also have your song.** **Leaving time:** Any time you like. It should take about 2hrs. **REMEMBER YOU CAN JUST SHOW UP OR JUST SHOW UP ON THE DAY OF IF YOU ARE NOT SURE YOU CAN MAKE IT.** **NOTE:** Sometimes things happen and I might have to cancel so please keep a look out for that! *** ### 👥 **About the Group** This event is open to everyone — single, not single, shy, social, new in town or a long-time local. We're a group for people who love movies *and* making real connections. We also do walks, hikes, restaurants, arts & culture — come be part of it! 🎬 **Organized by:** Mathew 📧 Questions? Reach out: **torontomoviesandoutings@hotmail.com** 📅 **Mark Your Calendar:** Next Open Mic — **Friday, May 8th, 2026**🎶✨
Lyric Theatre:  ARMONIA, Excellence in Flamenco
Lyric Theatre: ARMONIA, Excellence in Flamenco
**Esmeralda Enrique Spanish Dance Company** \| Academy of Spanish Dance: *Ticket link is below* (20% off promo)-- Flamenco is Life. It's a living art. ***Special guests, acclaimed flamenco dancer José Manuel Álvarez (Barcelona, Spain) and beloved singer Manuel Soto (Jerez, Spain),*** join dancers Kiyo Asaoka, Makeda Benítez, Pamela Briz, Nancy Cardwell, Virginia Castro Durán, Rocío Conde, Alison MacDonald, and as always, Artistic Director Esmeralda Enrique, with flamenco guitarists, Caroline Planté (Montréal) and Benjamin Barrile (Toronto), singer Marcos Marín (Montréal) with percussionist, Miguel Medina (Montréal). https://www.youtube.com/watch?v=5IeTi_ZxUGU **Ticket link:** https://www.flamencos.net/ (You are purchasing for Friday May 8th) Once you enter Ticketmaster link (May 8th)--look for the **UNLOCK** box **Enter promo code:** MEETUP This will give you a 20% off ticket price. Play around with the seating chart--but more than likely you can find a $40-$45 ticket (be patient!)
Karaoke Thursdays 
The Irish Rose Pub 
Hosted by KJ Sharon
Karaoke Thursdays The Irish Rose Pub Hosted by KJ Sharon
This cozy pub, loved by locals, is a true community favourite! The food is hearty, comforting, and always made fresh 👨🏽‍🍳 It’s a welcoming spot where people come together, share laughs, and enjoy great company 😃 Newcomers quickly feel at home and often leave with new friends! ⭐️⭐️ When you arrive, just check in with me or the staff and we’ll get you set up with seating and service 🍺🍽🥃 ⭐️⭐️ See you at The Irish Rose🎤

SQL Azure Events This Week

Discover what is happening in the next few days

Dupont Morning Code
Dupont Morning Code
[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/
Mob Programming at Mofer Coffee
Mob Programming at Mofer Coffee
Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.
Dinner at Riley's Fish and Steak
Dinner at Riley's Fish and Steak
Toronto’s BIGGEST Language Exchange Event Party & Social, organized by [TILE.]
Toronto’s BIGGEST Language Exchange Event Party & Social, organized by [TILE.]
**Join [TILE.]** at the **most popular Saturday Language Learning Social Event & Party in Toronto! 🍁** **[TILE.] = Toronto International Language Exchange [Instagram](https://www.instagram.com/tilelearning/)** **[TILE.]** now has a **2-for-1 special event,** which includes: **1.** From **[6:30 - 7:15 PM](https://www.meetup.com/english-class-with-certified-award-winning-teacher):** An optional new $5 small group 45-minute **[English language class](https://www.meetup.com/english-class-with-certified-award-winning-teacher)**[ ](https://www.meetup.com/english-class-with-certified-award-winning-teacher)led by a certified language teacher **2.** From **[7:15 - 11 PM](https://www.meetup.com/biggest-language-party-event-social-in-toronto):** Our usual huge group **[BIGGEST LANGUAGE EXCHANGE SOCIAL EVENT AND PARTY IN TORONTO](https://www.meetup.com/biggest-language-party-event-social-in-toronto)** (Cost: *$5, unless you already paid for the same day 6:30 English class right before, in which which case the 7:15 social is FREE)* Both events happen Saturday on the 2nd floor of the Madison Pub (14 Madison Avenue). ***Attend either or both events for $5!*** Meet Toronto locals and international friends. Talk to language teachers and speakers to learn English, French, Korean, Japanese, Spanish, and much more! Join us for board games, conversation, dancing, singing, and more! Make sure to get a nametag from one of our helpers. *You **must** read the full event description below before attending. By attending, you agree to all the terms listed.* **[TILE.] Toronto International Language Exchange** event details: * We are on the 2nd floor of the Madison pub on the patio with all the international flags! *The dance floor opens around 10 PM, and the live piano bar singer start around 10:30 on the 1st floor.* **PAY** **$5** right at the event by **CASH, CREDIT, or DEBIT**, or **SEND $5 E-TRANSFERS** to: **TILETORONTO1@GMAIL.COM**. You can also support the bar by buying a drink or appetizer. \-\-\-\-\-\- **IMPORTANT DISCLAIMER – Meetup Group** By attending any TILE events, including these ones, you acknowledge and agree to the following: * *The organizers and hosts of TILE events are are not liable for any loss, injury, damage, or other unforeseen outcomes that may occur before, during, or after any event.* * *Participation in TILE events is entirely voluntary and at your own risk. You are solely responsible for your own safety, personal belongings, transportation, behavior, and well-being. It is your responsibility to assess the risks involved in any activity or location and to act accordingly.* * *TILE and its organizers do not provide insurance and cannot guarantee the safety, accuracy of information, or quality of venues, third-party services, or other attendees.* * *By attending, you release TILE, its organizers, and affiliates from any and all claims or liability, and you agree to conduct yourself respectfully and in accordance with local laws and venue rules.* * ***If you do not agree with this disclaimer, please do not attend TILE events.***
#93: AI 双面圆桌派 01 ~ AI 时代如何读书
#93: AI 双面圆桌派 01 ~ AI 时代如何读书
你有没有试过,让 AI 替你读一本书? 十秒钟,梗概有了。 一分钟,重点也有了。 再问几句,它还会解释、比较、反驳。 很方便。也有一点可疑。 一本书,只看 AI 总结,算读过吗? 工具书也许可以。 小说呢?传记呢? 那些在某一页突然停住的时刻呢? AI 能说出《悉达多》讲了什么。 哪一句会在你心里留下来,只有你知道。 **第一期「AI双面圆桌派」,我们聊:** **当 AI 可以总结、解释、陪读、反驳一本书时,人还为什么读书?** 我们该读得更多,还是读得更慢? 我们和三位嘉宾一起,聊几个问题: * AI 眼里的重点,是我的重点吗? * 读得快,会不会只是更快地产生“我懂了”的错觉? * 哪些书可以交给 AI 先读? * 哪些书,还是要自己慢慢读? * 故事、共鸣、经验,算不算知识? 两个小环节: * AI 帮我省下一小时。 * 我用 AI 搞砸的一件事。 带着问题来就好。 不用先有答案。 ***嘉宾介绍*** Anna,深耕北美市场营销与中国科技,互联网产品出海,腾讯,IDG投资的企业级AI软件小鹅通elink加拿大负责人,专注企业增长与数字化转型。 * 主导多个品牌北美市场进入与增长项目,实现从0到规模化增长 * 推动小鹅通eLink在加拿大落地,赋能企业私域与数字化转型 * 深度连接中美加商业资源,搭建跨境合作与行业生态网络 Swan, 加拿大注册会计师(CPA),7年审计经验,横跨财务审计与运营审计。曾先后任职于加拿大知名会计师事务所、五大银行,及政府审计部门。拥有横跨三类组织的审计实务经历,擅长从财报中梳理逻辑、发现问题,并快速理解运营流程、防范风险。作为误闯创业群的一名风险“守门员”,习追问,习惯质疑,抽丝剥茧,追本溯源。也是夹缝中生存的打工人,探索如何用AI杠杆减轻负担、加速成长。 张英锋,QHOW Technology 创始人,科技教育与知识传播实践者,长期关注 AI 时代的学习方式与认知模型重构。曾获知乎“2014 年度新知答主”,在科学、数学、教育、历史等领域创作 160 多篇回答和文章,累计阅读超过 3700 万,拥有 26 万关注者。在本场圆桌中,他将从一个略带“反方”的角度讨论 AI 阅读:AI 总结带来的,究竟是真正的知识,还是一种“我已经懂了”的幻觉?他关注的问题是,当 AI 可以快速提炼一本书时,人如何避免停留在叙事共鸣中,而是真正把阅读转化为理解、输出与解决问题的能力。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司,提供商业咨询和顾问服务,帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名,包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验,他注意到创业者常常面临相同的问题。OneHub团队,就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.
Brunch and great conversation
Brunch and great conversation
🇨🇦Japanese and English Language Exchange  (Page for everyone)
🇨🇦Japanese and English Language Exchange (Page for everyone)
~English description below~ イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。 皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。 予約受付開始:土曜日5:00PM 予約取消締切:土曜日14:00PM(当日) 予約受付締切:土曜日15:00PM(当日) スケジュール 5.15 PM - 5:30PM - チェックイン、グループ分け 5:30 PM - 6:15PM - 日本語の時間[または英語の時間] 6:15PM - 7:00 PM - 英語の時間[または日本語の時間] 【イベント内容】 Language Exchangeへようこそ!このグループでは、皆さんのレベルに応じて、3〜4名のグループにわかれ、同じ席になった人たちで各45分間、それぞれ英語と日本語でフリートークを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽に質問をしながらそれぞれのセッションを楽しんでいただければと思います。 開催場所:Atrium フードコート TJEXのサインボードを持ったオーガナイザーにお声がけください。(もしサインがなかったり、わからなければメッセージをお願いします!) 予約規約(⚠️重要) ・当日の不参加、もしくは15分以上の遅刻、また予約取消締切後の変更は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。 ・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。 キャンセル待ち ・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト(going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、オーガナイザーが”参加予定”へ移動しますので、当日の参加状況の変更がないかご自身でご確認ください。 ※ご注意※ ・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。 ・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。 Instagramアカウント @tjex.ca 最新情報やミートアップの様子を掲載しています。 ぜひこちらもフォローお願いします! Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events RSVP: RSVP open: 5:00 PM RSVP cancel deadline: Saturday, 2:00 PM (day of the event) RSVP close: Saturday, 3:00 PM (day of the event) Day of Event: 5:15 PM - 5:30 PM - Check-in and Group placement 5:30 PM - 6:15 PM - Japanese conversation 6:15 PM - 7:00 PM - English conversation Event Description: This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study. Optional Dinner : After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you. However, Dinner is only for Participants that joined on the day of the event. Event Location: Atrium Food Court The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street. At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator. The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.) ⚠️RSVP & Late Policy: If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show. Members are removed from the group after 3 No-Shows. Waiting List: Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list. Going List: Only Members on the going-list can participate on the day of the event. Group Instagram - @tjex.ca Feel free to follow us!

SQL Azure Events Near You

Connect with your local SQL Azure community

Building Agents with Microsoft Agent Framework
Building Agents with Microsoft Agent Framework
We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.
CBusData - Practical AI for Power BI Developers
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.
TBD
TBD
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Columbus PHP: Monthly Meetup
Columbus PHP: Monthly Meetup
Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
Data & Analytics Wednesday - Mapping and Dashboards
Data & Analytics Wednesday - Mapping and Dashboards
**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)
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!