Software Architecture

Wizards of Ecom, **Youtube Livestream** **Link** [https://youtube.com/live/WtJpj0FE4AA?feature=share](https://youtube.com/live/WtJpj0FE4AA?feature=share) In today's event In this Meetup, you will learn the critical differences between a short-term private label approach and building a long-term, defensible brand that commands higher customer loyalty and resale value. You will walk away with a strategic roadmap for moving beyond generic sourcing to creating unique product offerings that stand out in the Amazon marketplace. **Instagram Handle** @wizardsofecom **Youtube Channel** https://www.youtube.com/channel/UCp8itN-dnqJ1AbANGCe1qIA **Linkedin** [www.linkedin.com/in/wizardsofecom](https://app.process.st/www.linkedin.com/in/wizardsofecom) **ALL meetups are always 100% FREE** If you want to access the recording of this event and all previous events you can do so at [academy.wizardsofecom.com](https://academy.wizardsofecom.com/) #### This Meetup event is sponsored by [#SellersFi](https://sellersfi.com/?aff=bluebird) [#PickFu](https://www.pickfu.com/wizardsofamazon) [#RimorCorp](http://www.rimorcorp.com/) [#Rivly](https://rivly.com/) [#AVASK](https://www.avaskgroup.com/) [#EcommerceChris](https://www.ecommercechris.com/) [#ConnectedCommerceCouncil](https://connectedcouncil.org/join) [ ](https://junglescout.com/)[#Alibaba. ](https://www.alibaba.com/?spm=a27aq.cp_15.scGlobalHomeHeader.4.7f804e30A4rcHw&tracelog=mkt_woe).[#Levanta](https://get.levanta.io/20off/woe?utm_campaign=20%25%20off%20Gold%20Plan&utm_source=Wizards-Of-Ecom&utm_medium=member-offer) [#SellerAssistant ](https://www.sellerassistant.app/?utm_source=wizardsofecom&utm_medium=partner&utm_campaign=partnership) [#Unicargo](https://www.unicargo.com/?utm_source=wizardscommunity&utm_medium=traffic&utm_campaign=wizards_traffic) [ ](http://sellerboard.com/woe)[#KLAVIYO.](https://www.klaviyo.com/partner/signup?utm_source=001Nu00000LBYK6IAP&utm_medium=partner) #### [#CPA By Choice](https://www.cpabychoice.com/woe) Get your finances in order and reclaim your time — partner with CPA By Choice today so you can focus on what matters while we handle your accounting, tax and financial needs.[https://www.cpabychoice.com/woe](https://www.cpabychoice.com/woe) Get up to $1 Million of working capital in as little as 48 hrs. to take your eCommerce business to the next level of growth with SellersFi [https://sellersfi.com/?aff=bluebird](https://sellersfi.com/?aff=bluebird) AVASK is the #1 provider in helping to expand your eCommerce business internationally, with our proven track record of supplying clients a first class service with VAT compliance, EPR, Customs and accounting services. Get in touch today to find out how we can help! [https://www.avaskgroup.com/](https://www.avaskgroup.com/) [Alibaba.com](https://www.alibaba.com/?spm=a27aq.cp_15.scGlobalHomeHeader.4.7f804e30A4rcHw&tracelog=mkt_woe) offers one-stop B2B sourcing solutions from product and supplier.Find or create your next breakthrough product by visiting [Alibaba.com.](https://www.alibaba.com/?spm=a27aq.cp_15.scGlobalHomeHeader.4.7f804e30A4rcHw&tracelog=mkt_woe) Discover Levanta, the affiliate marketing platform designed for Amazon sellers. Scale your revenue by connecting with over 6,000+ affiliates, creators, and publishers today! [https://hubs.ly/Q02RpY7l0](https://hubs.ly/Q02RpY7l0) At Unicargo, we don’t just move freight—we move businesses forward with seamless logistics, expert compliance, and world-class customer service that puts you first. Let us handle the complexities of global shipping so you can focus on growing your Amazon business—Get started today at [unicargo.com](https://www.unicargo.com/?utm_source=wizardscommunity&utm_medium=traffic&utm_campaign=wizards_traffic) Wayward connects brands with top creators and publishers that drive high-intent, high-converting, off-Amazon traffic to your Amazon listings: [https://www.wayward.com/](https://www.wayward.com/brands/amazon-brands?linkId=lp_223989&sourceId=wizards-of-ecom&tenantId=wayward&utm_source=wizardsofecom&utm_campaign=wizardsofecom&utm_medium=referral) Own Your Customer Relationships. Control Your Destiny. Start Free with Klaviyo. [https://www.klaviyo.com/](https://www.klaviyo.com/)\|

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.

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

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)

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

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.

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

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!