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Frequently Asked Questions
Yes! Check out risk management events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the risk management events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find risk management events near your location here. Connect with your local community and discover events within your area.
Risk Management Events Today
Join in-person Risk Management events happening right now
Exploring Claude Design: Vibe Design Your UI (In-person, 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!
OWASP Toronto May 2026: CMD+CTRL Cyber Range
Join us on Wednesday, May 13, 2026, from 6-8 PM EDT, for a unique and challenging event featuring the CMD+CTRL Cyber Range.
OWASP Toronto is happy to host a Cyber Range event with CMD+CTRL! CMD+CTRL Cyber Ranges are intentionally vulnerable applications and websites that tempt players to steal money, view their boss’s salary, acquire expensive items for free, and conduct other nefarious acts.
**Bring your laptop to participate in-person, or join virtually!**
* In-person: In person: Security Compass, 325 Front Street West, Unit 103, Toronto, ON
* Online: See registration below
**You MUST register on the following site to participate:**
https://web.cmdnctrlsecurity.com/owasp-toronto-register
Mid-Week Eucharist
We are a church community that supports the neighbourhood spiritually and pastorally. Besides the Sunday morning service at 10 am, we also gather in the middle of the week for a simplified Eucharist as we notice some people might be rarely in town on weekends. We worship, pray, read, listen to reflection and receive the Holy Communion together. Whether or not you are a church-goer, you are welcome to join!
SPDY MEETUP 005: New Performance API, Data On CWV Navigations
**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
Magic the Gathering: Going Commander
Every Wednesday Night!
Free Magic The Gathering Commander games at Hairy Tarantula, hosted by Toronto Gaymers!
Please note: Masks are required in store!
For more information and to RSVP please over to harryt.com/events
Startup Pitch & Networking in Toronto
**Attention attendees!**
**To register, use** [Luma](https://luma.com/u03s686c)
Warning:
The meetup is not a platform for RSVP registration; for this, you need to follow [thisLink ](https://luma.com/u03s686c)to purchase a registration ticket.
The meetup is one of the platforms through which we offer participation in our events.
**Startup Valley — Toronto**
A curated pitch night for startup founders, operators, angels and VC partners.
We design these sessions to help founders sharpen their thinking through direct, candid feedback — and to give strong investors access to serious teams.
**What happens:**
• 4-8 startups pitch live and receive feedback from angels and VC partners
• Feedback focuses on real decisions and next steps — not surface-level opinions
• Investors stay in the room before and after pitches
• The format leaves space for real conversations, not rushed networking
• Attendance is limited to keep the room focused
Designed for clear thinking, not noise.
**Who you’ll meet:**
* Startup founders
* Angel investors and VC partners
* Operators in marketing, sales, and tech
* AI engineers
* Local and international founders
* AI Experts
* Founders from Europe, Asia, and the United Kingdom
**Practical details**
**For investors:**
We invite angel investors and VC partners to participate as judges and contributors.
**To become a judge,** and get early access to our startups database, please fill out th[ the form](https://docs.google.com/forms/d/e/1FAIpQLSc8CVqvhQJu-AcclIF6PCuwjL4YpQt4w0FchGSoutRkt58v4g/viewform).
Join the judge table, meet other investors, and see what teams are building early.
Founders need your experienced view.
**For pitching startups:**
Startups selected to pitch will present live on stage and receive feedback from investors.
**After purchasing a ticket:**
Please[ submit your pitch deck](https://docs.google.com/forms/d/e/1FAIpQLSchcZr9gCNJh0RLiKBgbdbDBKEOc-92LNySkzHf8qGPHg5Wpg/viewform) and ensure it is open for viewers.
**Agenda**
**19:00 – 19:30**
**Registration**
Guests register, receive badges, and event programs. This is an opportunity for casual networking, making first connections, and preparing for the event.
**19:30 – 20:30**
**Event Kickoff & Interactive Networking**
Official welcome from the organizers with a brief overview of the event goals and schedule. Interactive networking helps participants set their objectives and connect with key contacts.
**20:40 – 21:20**
**Startup Pitch Session**
Startups present their projects to investors and experts. Each team has 5 minutes to pitch, covering the project's core idea, business model, and target market.
**21:20 – 22:00**
**Chill & Networking**
Participants enjoy casual conversations with investors, discuss collaborations, and exchange ideas over refreshments.
Risk Management Events This Week
Discover what is happening in the next few days
Adopting GitHub in the Enterprise: Best Practices and Strategies
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.*
FREE ONLINE: The SR&ED Grant for Business
This **SR&ED general information webinar** will provide an overview of the program. We will guide you through the eligibility criteria, qualifying expenditures, and the free tools and services offered by the CRA.
* May 14th, 2026, 1 pm to 3 pm ET English session
I would suggest if you own a business and want to receive government funding for your project, thinking of starting a business to learn how you can form your business for maximum benefit, or wish to provide grant writing services to your clients.
There is no charge to attend. Registration is required, as space is limited.
To register: https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html
If you are a member of LeaderSHIFT, you will receive a detailed package with samples and a detailed guide at no cost. Click on attend.
Some tools to help members:
* [Pre-claim consultations](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_content=2025-05-13_0193&utm_term=SSV) that allow eligible claimants to work with an SR&ED specialist to determine if their project contains SR&ED work before they submit a claim;
* The [SR&ED outreach program](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-outreach.html?utm_content=2025-05-13_0195&utm_term=SSV), which offers targeted sector-specific presentations and one-on-one presentations to businesses, in addition to hosting general information webinars.
We also provide accessible digital resources to help businesses determine their eligibility, calculate expenditures and prepare their claim. These tools include:
* The [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_content=2025-05-13_0197&utm_term=SSV), which helps claimants find out if their work is likely to qualify for SR&ED tax incentives and estimate their potential claim amount in about 30 minutes or less;
* The SR&ED Client Portal, available within [My Business Account](https://www.canada.ca/en/revenue-agency/services/e-services/digital-services-businesses/business-account.html?utm_content=2025-05-13_0199&utm_term=SSV), which is a secure, one-stop workspace designed to support claimants throughout the claim process.
## Learn about the program
* Register for an upcoming [SR&ED webinar](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0248)
* [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to book a tailored one-on-one outreach session
* Refer to our [annual program statistics](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/annual-program-statistics.html) web page for updated program information
* Visit our [multimedia gallery](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/multimedia-gallery.html) for infographics, videos, and a podcast feature
## Find out if your work may be eligible
* Refer to our eligibility of work [guidelines](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-policies-guidelines/guidelines-eligibility-work-sred-tax-incentives.html)
* Use our quick and easy [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0254)
* Request a [pre-claim consultation](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0256) for a project that is either in-progress or completed
## Prepare your claim
* Follow our [step-by-step guide](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-claim.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0260): how to prepare your claim
* Use the [SR&ED Client Portal](https://www.canada.ca/en/revenue-agency/services/e-services/cra-login-services.html) within My Business Account to start building your claim
* [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to speak to an SR&ED specialist
The link will be emailed to all accepted registered participants by SR&ED office of Revenue Canada directly.
Mandarin-English Exchange
Hello Everybody!
【College Park food court is closed again, so we change the location to the food court in Brookfield Place(181 Bay St., Toronto, ON), near the Union Station.】
I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others!
Every Saturday 3:00pm-5:00pm
Brookfield Place Food Court(181 Bay St., Toronto, ON)
[ Please find a table with "meetup" label (like the Featured photo).]
[ Usually in front of the Longo's supermarket]
——————————————
大家好:
【College Park的food court又给封了,所以我们把活动地点换到了 Brookfield Place的food court (181 Bay St., Toronto, ON),靠近Union Station。】
我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语,那就快来参加吧!你可以在这里认识很多母语为普通话或者英语的新朋友!他们都非常乐于帮你提高你的中英文表达能力!也欢迎你同我们一起分享你的语言技巧! 谢谢!
每周六 3:00pm-5:00pm
Brookfield Place Food Court(181 Bay St., Toronto, ON)
【请找到一张桌子,桌上有张纸,写着“Meetup”。】
【位置通常会在longo's超市前面】
————————————————
大家好:
【College Park的food court又給封了,所以我們把活動地點換到了Brookfield Place的food court (181 Bay St., Toronto, ON),靠近Union Station。】
我正在組織一場中英文交流活動。如果你想提高你的國語或者英語,那就快來參加吧!你可以在這裡認識很多母語為國語或者英語的新朋友!他們都非常樂於幫你提高你的中英文表達能力!也歡迎你同我們一起分享你的語言技巧! 謝謝!
每週六 3:00pm-5:00pm
Brookfield Place Food Court(181 Bay St., Toronto, ON)
【請找到一張桌子,桌上有張紙,寫著“Meetup”】
【位置通常會在longo's超市前面】
Building & Evaluating Real-World Systems: AI Agents and Elasticsearch
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!
💃 Zumba
Move. Sweat. Smile. Repeat.
This is a fun, high-energy Zumba class designed for real people — not performers, not fitness models, just humans who want to move, feel good, and leave happier than they arrived.
Expect:
Easy-to-follow Zumba routines
Great music (Latin + global vibes)
A welcoming, judgment-free space
A workout that feels like a party (but still burns calories 😉)
No dance experience needed.
No pressure to “get it right.”
Sweat first, snacks after. If you’re free, we may head to a nearby spot to eat together.
Class fee: $5 (helps cover space and music). Email money transfer to: monasalahuddin@hotmail.com
Toronto Traders Meetup
Meet other Day Traders, Swing Traders, Investors, and More!
We're leveling up the meetup experience with a
brand new venue! We've got the upstairs space at the newly opened **MooMoo Yorkville** all to ourselves.
**95a Bloor St W, Toronto, ON M5S 1M1**
🕓 **4:00 PM – 6:00 PM** 👥 **25 spots only — RSVP required**
Here's how the afternoon runs:
MooMoo will kick things off with a quick presentation on their platform, then the rest of the time is ours. Talk markets, share what you're watching, ask questions, compare strategies, or just connect with like-minded people in the city.
Whether you're a seasoned day trader or just getting started, you belong here. All levels welcome.
**Bring your laptop, a notepad, whatever helps you think.** This is your time to learn, share, and connect.
Join our Free Telegram to stay updated: [https://t.me/+m8BMRABGX74xNmZh](https://t.me/+m8BMRABGX74xNmZh)
⚠️ *Spots are limited to 25 people. Please only RSVP if you plan to attend — this is a small intimate setting and every spot counts. If your plans change, please release your spot so someone on the waitlist can join.*
See you there! 📈
Disclaimer: This meetup is for educational and networking purposes only. Nothing discussed at this event constitutes financial advice. Always do your own research and consult a qualified financial advisor before making any investment decisions. This event is not affiliated with or sponsored by MooMoo unless otherwise stated.
Risk Management Events Near You
Connect with your local Risk Management community
Building Momentum: From Ambiguity to Execution
**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.
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.
Christians in Tech - Meetup #35 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)
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)
Manic Mondays with Salsamante Dance Academy
Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves.
The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate.
730pm-830pm Bachata Cool Moves
830pm-930pm Salsa On 1 (Beginner/Intermediate)
15 for One Class
20 for Both
Free Parking & Plenty of Dance Space.
Viva Dance Columbus 2809 Festival Lane Dublin OH 43017
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





















