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Best of Bootstrapping: Founder Bootstrapped a Big Data Company Using Services

Posted on Monday, Apr 12th 2021

If you haven’t already, please study our Bootstrapping Course and Investor Introductions page.

We maintain that one of the best ways to identify complex problems worth solving inside enterprises is by offering services to them, thereby gaining exposure to the domain. DataSong is yet another case in point. After I spoke with Founder John Wallace, DataSong was acquired by MarketShare in 2015.

Sramana Mitra: Let’s start at the beginning. Where are you from? What kind of a backstory leads up to the entrepreneurial story?

John Wallace: I grew up in the South from a pretty modest background.

Sramana Mitra: Whereabouts?

John Wallace: I am from Virginia. My mother was a teacher and my father was a carpenter. If there were a caste in the US, I’d be from the teaching caste because my mother, aunts, uncles, cousins, and sisters are all teachers. I thought about teaching for a while and quickly decided not to.

Sramana Mitra: Where did you do college?

John Wallace: I got a scholarship to Virginia Wesleyan College. It’s a small school at Virginia Beach. I studied Liberal Arts. I realized the major didn’t matter all that much and I graduated with a French major. Then, I worked for a couple of years in technology sales to put food on the table.

Sramana Mitra: Still in Virginia?

John Wallace: In Virginia, yes. I realized that for my potential to be taken seriously, I’d have to go back to school. So I did my MBA at George Washington University. I got lucky that the program there allowed concentrations within the program. Some are very general and everyone gets the same coursework. However, in this program, you could specialize and I found Data Mining and Data Science interesting. It turns out my mom teaches Statistics. I wanted nothing to do with it when I was a teenager. The apple doesn’t fall far from the tree.

Sramana Mitra: That’s great. What year did you graduate from your MBA program?

John Wallace: 2000.

Sramana Mitra: The Internet bubble had just crashed.

John Wallace: People hadn’t figured it out. When my class was graduating, you could trip over your shoelaces and get a job offering. I flew out to San Francisco, and I remember in February, someone made me an offer. I said, “Great!” They said, “There’s just one catch. You need to start next week.” I said, “I haven’t graduated yet.” They said, “That’s not a condition of the offer. The condition is you have to be here. Maybe you can work it out with your professors.” I didn’t take that offer. It turns out that company didn’t make it that much longer, but I met the founder earlier this year and got to tell that story to him. I did go back and finish.

Sramana Mitra: That was the summer of 2000?

John Wallace: Right. I showed up here post-bubble and the job was with a dot-com and I realized within two weeks that it’s going to be a train wreck. I gave it another month and thought I needed to get out. I went and worked for SAS, which is a big, stable, privately-held software company in North Carolina. That was actually great. The opportunity to learn was there. I took them up on all the training that I can get.

Sramana Mitra: What happened after SAS? Did you stay at SAS for a while?

John Wallace: For about three years. It’s pretty common in software companies that the services side is looked at as a drag on the numbers. I was an analytical consultant. It was a really great group. I was the analytic lightweight. It was mostly Ph.D.’s, Statistics, Math, and Engineering in this group. They wanted me because I had actually used the software in my graduate program, which yielded a license set for them.

Our conversation continues here.

This segment is a part in the series : Best of Bootstrapping


. Bootstrapping to an Exit
. Why is Bootstrapping Important?
. How Can You Play this Low-Probability Game Intelligently?
. Do NOT Go to VCs as Beggars - Go as Kings
. Excess is NOT Required for Success
. Bootstrap First and Raise Money Later
. Some Bootstrapping to Exit Case Studies
. The Buy Side of Bootstrapping to an Exit
. Blitzscaling vs. Bootstrapping
. Bootstrapping to Unicorns
. Cinedigm Acquires Bootstrapped 1Mby1M Company Future Today for $60 Million
. Mailchimp Bootstraps to $600M Revenue
. Bootstrapping from Arizona to $10 Million
. Bootstrapped Basecamp Executes a No Nonsense Strategy
. How Under30Experiences Bootstrapped to $5 Million
. Bootstrapping with a Paycheck
. How Algo.ai CEO Amjad Hussain Bootstrapped using Services from Michigan
. Seed Investors Who Like Bootstrapped Businesses
. How iHeartRaves CEO Bootstrapped a Niche e-Commerce Company to $20 Million
. Bootstrapping with Services
. How The Intern Group CEO David Lloyd Bootstrapped to $13 Million
. How Passageways CEO Paroon Chadha Bootstrapped from Indiana
. How SmartBuyGlasses CEO David Menning Bootstrapped to $50 Million
. Death by Overfunding
. How RainmakerForce CEO Mack Sundaram Bootstrapped Decisively to $5 Million+
. How FormAssembly CEO Bootstrapped a Virtual Company with a Paycheck
. TimeSlips CEO Mitch Russo Bootstrapped to Exit with Sage
. The VC-Entrepreneur Compensation Disbalance
. BioConnect CEO Bootstraps with Sophisticated Strategic Maneuvering
. Tremend CEO Marius Hanganu Bootstraps from Romania
. Gesture CEO Jim Alvarez Bootstraps to $10 Million
. SproutLoud CEO Bootstraps to $30 Million from Florida
. Tuft & Needle CEO Bootstraps to Over $100 Million
. Co-founders Bootstrap Linguamatics to Over $10M from the UK
. Ownership Matters
. Vainu Co-founder Mikko Honkanen Bootstraps from Finland
. Entrepreneur Couple Bootstraps to $10M from Colorado
. Power2Motivate CEO Bootstraps to $80M from Canada
. Financial DNA CEO Bootstraps to $10M+ from Australia
. Big Barker CEO Bootstraps a Niche E-commerce Brand
. PrecisionLender CEO Bootstraps to Over $10M from North Carolina
. Master Bootstrappers with Over $1B in Exits
. Ultra Mobile Founder Bootstraps to Over $100 Million
. Bootstrapping a Two-Sided Marketplace to $10M
. Can You Bootstrap a Virtual Company to Over $5 Million?
. Capital Efficient Entrepreneurs Turn $1M into $80M
. Discussing the Journey Through Failure to Success
. From a Small Town to $12 Million
. Bootstrapping to Y Combinator and $10 Million Series A
. Bootstrapping a Marketplace to Over $10 Million
. Freightwise Bootstraps to $33 Million
. Bootstraps First to $5M ARR, Raises $10M Later
. Bootstraps in Europe, Raises Money and Goes Global in the US
. English Major Bootstraps a Tech Company
. Bootstraps with a Paycheck to $15M from Tennessee
. Queue-It Bootstraps from Denmark to the US
. Bootstrapping A Virtual Company To $25M
. ActiveCampaign CEO Bootstraps Using Services to $40M
. Alteryx Bootstrapped with Services to a Public Unicorn
. Inspyrus Bootstraps Using Services to an Awesome Business Model
. CEO Bootstraps Using Services to Millions from Russia
. Wiredrive CEO Bootstraps Using Services to $10M
. Scaling to Over $10M by Bootstrapping Using Services
. Bootstraps Using Services from Poland to a US SaaS Company
. ButcherBox CEO Bootstraps a Perishable Meat Business to Significant Scale
. Waveform CEO Bootstraps to $8M
. Bootstrapped Entrepreneurship from Estonia
. From Laid-off Engineer to Successful Startup CEO
. Imagine Easy Solutions CEO Bootstraps to Exit
. BannerBuzz CEO Bootstraps to $35M
. Bootstrapping a Virtual Company to Scale
. Bootstrapping Using Services from Wisconsin
. Best Tactic for B2B Startups
. Bootstrapping by Piggybacking from Romania
. Bootstrap First, Then Scale with VC Funds
. Bootstrap to +$10M First, Raise Money Later
. Madwire CEO Bootstrapped First, Raised Money Later to $120M
. Bootstrap Using Services First, Raise Money Later
. Wonderful Bootstrap with a Paycheck Story
. RushOrderTees CEO Bootstraps to $23M
. Bootstrapping with Freemium and Free Trials to $13M
. Bootstrapping, Pivoting, Gaining Liquidity, Scaling to $100M+
. Bootstrapping with Affiliate Marketing
. Bootstrap to Exit, Bootstrap Again, Then Raise VC Money
. Bootstrapping Using Services to $12M
. Bootstrapping an Ad Tech Company from Paris
. Bootstrapping a 100% Virtual Company from Ireland
. MiQ CEO Bootstraps with Services from London
. Bootstrapping to $8M During the Covid Crisis
. Bootstrapping a Marketplace from Brazil
. Bootstrapping Using Services from Sweden
. What Should Startups Do To Raise Seed Capital in 2021?
. EdTech Unicorn Bootstrapped First from Canada
. Coalition Technologies Co-founders Bootstrap to $10M
. Bootstrapping a Virtual Company to $10M from Atlanta
. Bootstrapping a SaaS Company with a Paycheck and Scaling
. Bootstrapping with Services to $20 Million
. Onit CEO Bootstraps First, Raises Money Later
. Pura Vida Founders Bootstrap to $130M
. Lawline CEO Bootstraps to $10M
. Bootstrapping a Technology Product Company from India
. Codesigned CEO Bootstraps Using Services
. Rukkus CEO Follows Bootstrap First, Raise Money Later Strategy
. Bootstrapping and Managing a Successful Pivot
. Ukrainian Entrepreneur Bootstraps to Global Scale
. Bootstrapping a Niche E-Commerce Venture
. Bootstrapping Planon to $100M from The Netherlands
. Co-founder Bootstrapped with a Paycheck from Indiana
. Bootstrapping an Education Company
. Bootstrapping an IoT Company from North Carolina
. Serial Bootstrapper Bootstraps to $27M
. Bootstrapping Identity Automation Using Services from Houston
. Bootstrapping ProjectManager.com from NZ, Scaling in the US
. Bootstrapping to $15M in Three Years
. Peruvian Entrepreneur Bootstraps to $200M
. JotForm Founder Bootstrapped with a Paycheck
. WeGoLook was Bootstrapped from Oklahoma
. Bootstrapping AutoClaims Direct to $15M
. Meltwater Founder Bootstrapped to $200M
. Bootstrapping to $20M From London
. Synechron CEO Bootstrapped to $300M
. Unique Vintage was Bootstrapped with a Paycheck
. Toptal CEO Bootstraps a Virtual Company to Scale
. Bootstrapping to $45M from Chicago
. Vacasa Co-founder Bootstrapped to $100M
. Bootstrapping Infinitely Virtual All The Way
. Bootstrapping to Exit Discussion with David Lambert, Right Side Capital Management
. Bootstrapping a Healthcare IT Company to $100M
. Discussing Seed Rounds with Cindy Padnos, Illuminate Ventures
. Auction.com Bootstrapped to $180M in Online Real Estate
. Discussing the Silicon Valley – India Corridor with Naren Gupta of Nexus Venture Partners
. Bootstrapped with a Paycheck to Techstars and Acquisition
. Discussing People vs. Market with Jon Staenberg, Staenberg Venture Partners
. Bootstrapping a Highly Profitable Company in Social Media Marketing
. Discussing Investments in Indian Startups with Anand Daniel, Accel Partners
. Bootstrapping an Evergreen Business from Oregon
. Discussing Startups in Africa with Osayi Igharo, Ripple VC
. Investing in Concept Stage Startups with Matt Holleran, Cloud Apps Capital Partners
. Serial Entrepreneur Bootstrapped Two Startups to Huge Revenue
. Discussing Investment Strategy With Deepak Jeevankumar, Dell Technologies Capital
. Bootstrapping Hotelplanner.com to $20M with Intelligent Financial Engineering
. Discussing Investing Across Sectors in India with Swapna Gupta, Qualcomm Ventures
. Bootstrapping Cleverbridge From Germany
. Discussing Open Opportunities with Hemant Mohapatra, Lightspeed Venture Partners
. Bootstrapping E-commerce Company Fun.com
. Discussing Seed Rounds with Bruce Cleveland, Wildcat Venture Partners
. From Friends and Family Funding to $30M Exit
. Discussing the Evolution of the Indian Startup Industry with Sasha Mirchandani, Kae Capital
. Lean Company Bootstraps to $7M
. Saatva Co-founder Bootstrapped a $25M E-Commerce Company
. Looking at Terms with Heidi Roizen of Threshold Ventures
. ADDA Co-founder CEO Bootstrapped with a Paycheck in India
. Duda Co-founders Bootstrap with Paychecks
. The Importance of Building Value with Shomit Ghose, Onset Ventures
. Get Real Health Founder Bootstrapped Using Services
. Bootstrapping Unique Vintage Using a Paycheck
. Discussing E-commerce Startup Trends with Daniel Gulati, Forecast Fund
. Bootstrapping a Digital Startup with a Paycheck
. Discussing Seed Stages with Amir Banifatemi of K5 Ventures
. Bootstrapping Avelead Using Services from Atlanta
. Founder Bootstrapped a Big Data Company Using Services
. Discussing Future Unicorns with Warren Weiss, Foundation Capital
. Founder Bootstrapped Axosoft with a Paycheck
. Raised a Series A with $10 Million in the Bank
. Discussing Unicorn Investments with Ravi Mohan of Shasta Ventures
. Bootstrapping a $7M Company in Houston
. A View into Pre-Seed Funding with Gaurav Jain, Afore Capital
. Bootstrapping to $13M in Niche E-commerce
. Discussing European Startup Funding with Alastair Mitchell, EQT Ventures
. Founder Bootstrapped Category Leading E-commerce Company Shoplet
. Discussing Trends With Yanev Suissa, SineWave Ventures
. Founder Mark Organ Bootstrapped Eloqua and Crowdfunded Influitive
. Sourcing Global Ventures with Ann Winblad of Hummer Winblad

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