SaaS marketing

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

We meet at lunch each week and each meeting follows a fairly organized agenda. First all participants pass their business cards around. Then each member and guest is invited to give a one-minute overview of their company and what is a perfect referral for the week. We always have a 10 minute presentation from one of the members about their business in more detail. And finally we pass referrals. You're welcome to visit. Nobody is ever put on the spot. Bring plenty of cards!

**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.

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)

🏓 **CSC Pickleball League – Join the Fun!** Whether you're competitive or just want to connect with fellow members, this friendly ladder league is for you! 🗓 **May 19 – July 7** ⏰ Tuesdays \| 7:00–9:00 PM 📍 Match Point Pickleball Club – 350 McCormick Blvd, Columbus 💲 $85 per player (no sub needed if you need to skip a week) **YOU MUST SIGN UP VIA LINK BELOW AND PAY PRIOR TO 5/17 TO RESERVE YOUR SPOT.** [Pickleball Summer 2026 - Calendar - Columbus Ski Club](https://www.columbusskiclub.org/content.aspx?page_id=4002&club_id=686961&item_id=2948671&actr=3) No equipment required (bring your own paddle if you prefer). Partners rotate weekly, and skill levels are assigned by the facility—no experience needed! Come out, improve your game, and meet great people. All skill levels welcome! Columbus Ski Club Membership is required to participate - don't worry its not expensive and allows you annual access to many other sports leagues and activities along with trips! Sign up for membership here and then proceed to sign up for Pickleball league. Please reach out with any questions! [New Member Sign Up - Columbus Ski Club](https://www.columbusskiclub.org/content.aspx?page_id=60&club_id=686961)

Looking for new clients? Our group is focused on being your sales team - we want to refer you to our contacts. You will have the opportunity to tell us about your business, potential clients, and your goals. Bring your brochures and business cards to give to the group. Our speaker this week is **Jane Weide, New Experience Travel Planning**. Jane will give us tips on where and when to travel. And, she will take care of all of the details for your dream trip...no charge to you!! All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

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.

To secure your spot please register on the official registration site here --> [https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816](https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816) Part of the Pathways to Procurement series. Hear from construction and government leaders, followed by networking. Join us for an engaging panel discussion designed to connect businesses within the construction and government ecosystem. We're bringing together experienced professionals from local government, construction, and related industries to share insights on upcoming projects, procurement processes, and what businesses need to know to successfully engage in public-sector opportunities. Panelists will discuss trends, expectations, and real-world considerations when working with government entities. Following the panel conversation, attendees will have the opportunity to **network with panelists and fellow business owners**, build relationships, and continue the discussion in a relaxed setting with light food and refreshments. **Event Highlights** * Networking * Light food and drinks * Panel Discussion: Expert guidance on upcoming city projects and opportunities Whether you are actively pursuing government contracts or looking to better understand the landscape, this event offers valuable perspectives and meaningful connections.

**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.*

**To reserve your spot for this event go here --> https://luma.com/8yl7hchk** This event is sure to max out so reserve your spot today and learn the venue after registration. Black Tech Week is pulling up to Columbus and we want you there! On May 20th, we're bringing together entrepreneurs, builders, innovators, and changemakers for a night of real conversation about tech, business, and what it takes to create something that lasts. Whether you're deep in a startup, exploring your next move, or just hungry to connect with people who are actually doing the work, this is your evening. ​Black Tech Week is a movement dedicated to celebrating and amplifying Black innovators and entrepreneurs across tech and beyond. This Columbus meetup is one stop on a much bigger journey, and the energy we build in rooms like this one is exactly what fuels that mission. Expect good vibes, genuine connections, and conversations that go beyond small talk. ​Doors open at 5:30 PM, so come ready to mix, mingle, and leave with a few new contacts and maybe a few new ideas. Spots go fast, so lock yours in now and we will see you there.

Free monthly networking for Columbus business owners. Real conversations, real connections, no forced formats. Space is limited. RSVP now. Good marketing starts with good relationships. That is what this event is built around. Networking Night is a free monthly event for local business owners in Columbus who want to build real connections with other serious operators in their market. No structured rotations. No forced elevator pitches. Just a room full of local business owners who are worth knowing, in a space that makes it easy to have an actual conversation. Register here: [https://www.eventbrite.com/e/local-marketing-networking-night-tickets-1988510112275](https://www.eventbrite.com/e/local-marketing-networking-night-tickets-1988510112275)

**How to Get Off-Market Deals With Direct-to-Seller Marketing** Want to learn how to get off-market deals through direct-to-seller marketing without relying on agents, wholesalers, or the MLS for consistent deal flow? That is exactly what we are covering at this next Columbus Investors Club Meetup. Get Your Free Ticket **[HERE](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)**[ ](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)🎟️ Most investors who try to do off-market deals make the same mistake: they throw money into a marketing channel, pray that it works, and hope a deal comes out the other side. There is no real strategy, no clear math, no tracking, and no process to know what is actually working. At this meetup, we are going to break down how to reverse engineer direct-to-seller marketing using our SCALE framework so you can approach your marketing with more clarity, confidence, and consistency. We will cover how to think through inbound, outbound, and free marketing channels, how to choose the right channel for your goals, how to run the numbers before you spend, how to allocate the right budget, how to launch the campaign correctly, and how to evaluate and track performance so you can make better decisions moving forward. **SCALE Framework:** **S –** Select the right channel **C –** Calculate the numbers **A –** Allocate the budget **L –** Launch the campaign **E –** Evaluate and track it **What We’ll Cover** * How to get off-market deals through direct-to-seller marketing * How to stop guessing and start reverse engineering your marketing * The difference between inbound, outbound, and free marketing channels * How to choose the right channel for your business and market * How to calculate the numbers before launching * How to allocate a budget based on goals, not emotion * How to launch and track a campaign the right way * How to create more consistent and predictable deal flow **Date:** May 28, 2026 (Thursday) **Time:** 6 - 8pm EST **Location:** Ohio Brewing Company, 421 E 2nd Ave, Columbus, OH 43201 **Save Your Seat** → https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp **FREE DRINKS & FOOD PROVIDED!** **About Columbus Investors Club** The Columbus Investors Club is a local meetup for real estate investors, aspiring investors, contractors, vendors, lenders, realtors, and other professionals who want to grow in the Columbus market. The goal is to create real connection, real opportunity, and real growth by getting the right people in the room. Whether you are brand new or already doing deals, this is a place to build relationships, learn from others in the business, find opportunities, and grow your presence in the local real estate community.

Have a small business? Ever wish you could just ask some questions around how to grow your business, get more customers or just know what the freak you are doing with sales? Now is your chance!! Every month we are hosting the "Ask an Expert" at the Columbus Metro Library, Main campus. I will be there to answer your Sales related questions. Drop-in for sales coaching designed to help small business owners, entrepreneurs, and sales professionals sharpen their sales approach. Whether you have questions on how to refine your pitch, are looking to close deals more quickly, or are working on building better client relationships, Smashing Your Sales Goals Coaches are here to help. Drop-in to get expert insights, actionable strategies and real-time solutions to grow your business and generate higher profits. Drop-In Sales Coaching is FREE + OPEN to the public. No appointment needed. First come, first served. EPIC Learning created. Accelerate Columbus supported.

[ECDI Pop-Up Market Official Registration Site --> https://www.eventbrite.com/e/ecdi-pop-up-market-tickets-1986071755083](https://www.eventbrite.com/e/ecdi-pop-up-market-tickets-1986071755083) Celebrate Small Business Month by shopping local for food, drinks, and handcrafted gifts! Join us for the ECDI Pop‑Up Market, a celebration of local entrepreneurs during Small Business Month. Explore delicious food and drinks, discover handcrafted goods, and shop unique items from small businesses in your community. Whether you’re looking to support local makers, discover new favorites, or pick up a thoughtful gift, this market has something for everyone. **What you’ll find at the market:** * Local food and beverage vendors * Handcrafted goods and unique gifts * A chance to meet and support small business owners in your community * An easy, fun way to discover new local favorites [SCORE Central Ohio](https://www.score.org/ "https://www.score.org/") will also be on site to talk about their small business mentorship program. **Market Vendors:** Baked Goods * Shante Makes Body Care * [Bellas Natural Beauty Products](https://www.facebook.com/Bellasnaturalbeautyprod/ "https://www.facebook.com/Bellasnaturalbeautyprod/") Clothing & Accessories * [The Krafted Kollection](https://www.thekraftedkollection.com/ "https://www.thekraftedkollection.com") * [Loayza Elegant Jewelry](https://www.loayzaelegantjewelry.com/ "https://www.loayzaelegantjewelry.com/") * [Swahili House 254](https://www.swahilihouse254.com/ "https://www.swahilihouse254.com") Food/Beverage * [Aqua Pure Central Ohio](https://aquapurecentralohio.com/ "https://aquapurecentralohio.com") * [Better Beverage](https://betterbevshop.com/ "https://betterbevshop.com") * [Cherays Banana Pudding](https://www.facebook.com/profile.php?id=61567527322952 "https://www.facebook.com/profile.php?id=61567527322952") * [Dr. May's Thai Kitchen](https://www.drmaysthaikitchen.com/menu "https://www.drmaysthaikitchen.com/menu") * [Kronchy LLC](https://www.kronchys.com/ "https://www.kronchys.com") * [Terra Mezcal Mexican Grill](https://terra%20mezcal%20mexican%20grill/ "https://Terra Mezcal Mexican Grill") Packaged Food * [Grow to Eat, Eat to Live](https://growtoeattolive.com/ "https://growtoeattolive.com/") * [Underworld Feast](https://underworldfeast.com/ "https://underworldfeast.com/")  Since 2004, ECDI has assisted Ohio’s entrepreneurs through their one-stop-shop business services model, suited to meet the needs of all entrepreneurs, regardless of what business stage they’re in. From providing capital to entrepreneurs looking to expand their businesses, to providing focused, business-specific educational opportunities to enhance entrepreneurial skill sets, ECDI works with their clients to meet their specific needs. Whether you merely have a business idea or are opening up your fifth location, we have helped more than 15,000 entrepreneurs to take advantage of the services we provide.

Get ready to connect, collaborate, and grow your community at the ***Smashing Your Sales Goals (SYSG) Spring Meet-N-Greet!*** *Smash Nation*— a vibrant and welcoming community for creative consultants, social innovators, professional service providers, entrepreneur support professionals, and the small business ecosystem builders —invites you to join in welcoming the Spring 2026 Cohort of dedicated business owners ready to take their venture to the next level. Join ***SYSG*** cohort members, trainers, sponsors, and partners for an engaging and interactive networking experience. This isn't just another meet-and-greet; it's a dynamic opportunity to gather, strengthen relationships, and actively brainstorm business development opportunities in a relaxed and supportive environment. Come ready to: * ***Connect*** with key players and potential collaborators in the small business community. * ***Share*** your successes, challenges, and insights with peers. * ***Brainstorm*** innovative strategies for sales and business growth. * ***Discover*** new partnerships and future partners. Let's amplify our collective impact and smash those sales goals together! **Who Should Attend:** Spring, Summer, and Fall 2025 Cohort Members, Spring 2026 Cohort members, Trainers, Facilitators, Program Sponsors, Future Sponsors, Velocity Applicants, and Program Partners. **When**: Tuesday, May 26, 2926 **Where**: Warner Wood Park and Pavilion [4747 Central College Road, Columbus, OH 43081](https://www.google.com/maps/place/Warner+Woods+Park+%26+Pavilion/@40.0999435,-82.8601323,839m/data=!3m1!1e3!4m6!3m5!1s0x88385f0025d4381b:0xc15eb51285691f4f!8m2!3d40.1002108!4d-82.8612015!16s%2Fg%2F11wb2pg50g?authuser=0&entry=ttu&g_ep=EgoyMDI0MTAwNS4yIKXMDSoASAFQAw%3D%3D) **Time**: 4pm-6pm [To Officially Register Go To --> https://api.leadconnectorhq.com/widget/form/W0CGLL8jvz4EkLNK5jav?notrack=true](https://api.leadconnectorhq.com/widget/form/W0CGLL8jvz4EkLNK5jav?notrack=true) Meet ***Smashing Your Sales Goals*** expert trainers, sales coaches, community supporters and partners. Learn more about upcoming SYSG events, trainings coaching opportunities to help take your business from surviving to thriving today! This event is FREE and OPEN to the PUBLIC!

Official Attendee Registration Site --> [https://www.eventbrite.com/e/joyfest-presented-by-zoras-house-tickets-1986849414082?aff=ebdsoporgprofile](https://www.eventbrite.com/e/joyfest-presented-by-zoras-house-tickets-1986849414082?aff=ebdsoporgprofile) JoyFest is a vibrant festival celebrating women+ of color entrepreneurs, artists, and creatives—shop, connect, and experience joy. Get ready for a joyful, high-energy celebration of creativity, culture, and community at **JoyFest**! JoyFest is a vibrant marketplace and experience that brings together some of the most talented women+ of color entrepreneurs, artists, and creatives. From handcrafted goods and unique fashion to art, wellness products, and delicious food, this is your chance to discover and support incredible local businesses—all in one place. But JoyFest is more than a market—it’s a movement. Rooted in economic empowerment and community connection, the event creates space to celebrate the brilliance, innovation, and growing impact of women of color. Expect great music, dynamic energy, and an atmosphere that centers joy, abundance, and collective support. Whether you’re shopping, networking, or just soaking it all in, JoyFest is the place to be. Come ready to explore, connect, and invest in a future where creativity and community thrive. ✨ Shop. Celebrate. Support. Experience JoyFest.