Online training founded by Zach Wilson, a former Airbnb, Netflix, and Facebook data engineer: boot camps of about five weeks (data engineering, analytics engineering, AI engineering), a self-paced site-wide subscription course library, and pay-per-session mock interviews.
Zach Wilson broOne-line growth story, compiled by us from public sources; speculation is marked separately below.
Real payments synced by TrustMRR, in USD, by calendar month, renewals included.
“No referral, invite, share, leaderboard or watermark mechanics visible. 'What you'll actually build' showcases student projects (no sharing mechanism). GitHub listed as tool/community link only.”Quote from the site
New-user source: SEO (Non-brand search). Similarweb last month: Direct 52.1%, Organic Search about 36%, social about 7% (YouTube, LinkedIn, Facebook); search terms are mainly the brand keyword dataexpert, and non-brand keywords such as data ai engineer roadmap are about 7%. The real source of new users is founder Zach Wilson's continuous posting on LinkedIn, X (51K followers), Instagram, TikTok, and YouTube, plus a free intro boot camp and free mock interviews, which then flows into brand search and direct visits. Existing users come back through the Discord community, the site-wide subscription, and newly opened boot camp cohorts.
Top channel measured by Similarweb, others estimated by rank
| Attributable new users, last month | Share |
|---|---|
| SEO | 7% |
| 7% | |
| Other | 86% |
Direct + brand search 81%. Direct and brand search count as viral only when the site shows sharing mechanics; the largest share wins, under 5% means Other.
| Country | Share of visits |
|---|---|
| United States | 39.49% |
| Pakistan | 10.63% |
| India | 10.29% |
| Netherlands | 5.66% |
| Philippines | 5.17% |
English
YouTube, LinkedIn, Facebook
265 keywords · brand ~81% · organic 100% / paid 0%
| Similarweb top 5 keywords |
|---|
| dataexpert.io |
| dataexpert |
| dataexpert data engineer curiculum |
| data ai engineer roadmap |
| dataexpert?io |
Non-brand queries: data ai engineer roadmap
5 referring sites
| Site | Share of referrals |
|---|---|
| github.com | 2.49% |
| peec.ai | 0.28% |
| Category | Share of referrals |
|---|---|
| Computers Electronics and Technology - Other | 23.75% |
| Finance - Other | 16.48% |
| News & Media Publishers | 11.87% |
| Programming and Developer Software | 2.49% |
| Digital Marketing | 0.28% |
About $49,281 last month (real payments synced by TrustMRR), #34 of 563 TrustMRR sites; the month before was $171,257.
New-user source: SEO (Non-brand search). New users mostly come from need-based searches Similarweb last month: Direct 52.1%, Organic Search about 36%, social about 7% (YouTube, LinkedIn, Facebook); search terms are mainly the brand keyword dataexpert, and non-brand keywords such as data ai engineer roadmap are about 7%. The real source of new users is founder Zach Wilson's continuous posting on LinkedIn, X (51K followers), Instagram, TikTok, and YouTube, plus a free intro boot camp and free mock interviews, which then flows into brand search and direct visits. Existing users come back through the Discord community, the site-wide subscription, and newly opened boot camp cohorts.
Snowflake and dbt analytics engineering boot camp $2,400 (one cohort); site-wide subscription $96/month (TrustMRR says $119/month); mock interviews from $50, some free
Dossier confidence: medium. Parts 1 and 2 come from reading the site and Similarweb data; part 3 from public reporting, founder posts, Wayback snapshots, WHOIS and similar, with speculation marked.
The numbers: revenue comes from TrustMRR: real payments synced automatically from the founder's Stripe or other payment account, summed by calendar month, renewals included, in USD. Site visits come from the Similarweb public page; where it shows none, they are estimated from global rank or the TrustMRR payment count, as noted on the page.
Data through last month. Page updated 2026-10-31.
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