Software Architecture

Wizards of Ecom, **Youtube Livestream** **Link** [https://youtube.com/live/a0LB9-zNpGg?feature=share](https://youtube.com/live/a0LB9-zNpGg?feature=share) In today's event In this Meetup, Move beyond relying solely on standard platform commissions to make money. You will discover how to identify your assets, pitch brands effectively, and secure lucrative upfront cash through strategic brand deals as an Amazon Influencer or UGC creator. **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/) [#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) #[Pattern Fulfillment](https://www.pattern.com/partnership/wizards-of-ecom) [#AccruMe](https://app.accrueme.com/) 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) Pattern Fulfillment provides seamless, scalable, and simplified solutions for ecommerce fulfillment, helping brands deliver products faster and at lower costs [https://www.pattern.com/partnership/wizards-of-ecom](https://www.pattern.com/partnership/wizards-of-ecom) AccrueMe provides superior funding terms for leading eCommerce businesses—$100K to $5M in funding, low simple rates, payments deferred up to 3 years, and fast, tech-driven approvals. [https://app.accrueme.com/](AccrueMe) 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)

**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

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

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!

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)