Clean Inputs
Nothing downstream is trusted more than the record it came from. Ingestion, deduplication, validation and reconciliation against a source of truth, with every value traceable back to something that can be re-checked.
open to work · Fort Worth, Texas
Marketing Operations & AI Automation Specialist
Meta Ads Lead-Generation System: 856 leads at $4.22 each
scroll, it gets louder
01 — the short version
Meta Ads, attribution, landing pages and client websites, with the data underneath reconciled against its source. I design the system and hold the judgment; the machine does the volume.
Nothing downstream is trusted more than the record it came from. Ingestion, deduplication, validation and reconciliation against a source of truth, with every value traceable back to something that can be re-checked.
Work that runs the same way twice without supervision. Bounded scheduled loops, hard requirement gates, human-in-the-loop review on anything that writes, and documented best practices in an SOP written before the process is handed off.
A result nobody verified is not a result. Test suites, offline smoke runs, freshness gates, real-browser verification, and a validation report shipped beside the data as the evidence.
02 — what I actually use
Tools I reach for weekly, not a list of things I once opened.
03 — the road so far
Every stop was accuracy work before it was systems work. That order is the point.
YAHWAYLOVE LLC · Fort Worth, TX / Remote
414 Creative · Remote
Miracle Method / Tub Done Refinishing · Orange, TX & Boca Raton, FL
Lake Arenal Real Estate · Nuevo Arenal, Costa Rica
Corinthian · Marina Del Rey, CA
where I worked clients served: Northern California · Fort Worth, TX · Orange, TX · Indianapolis, IN · Stuart, FL
Point at or tap a pin to see the stop.
Based in Fort Worth, Texas. Remote only, not relocating. 1 of 5 roles never sat anywhere on a map at all.
04 — things that run
Each one exists because a manual process was costing real hours.
The tracking rig is the invoice
External traffic partner for an AI SaaS product with no access to the client's analytics, ad accounts or billing, so attribution was built in-house: tagged outbound links, a weekly sweep, QA and metrics loop that ranks what worked, and an approval gate that creates every post as a draft and reads it back from the server before anything is scheduled. 285 commits.
856 leads at $4.22 from an account with no pixel
A two-campaign Meta Ads system for a college client: Campaign 1 buys cold attention cheaply with video-first creative, Campaign 2 converts only the people Campaign 1 already warmed up. Over 90 days: 487,000 impressions at $0.47 CPC, 856 leads at $4.22 each, and 127 applications at $28.43 each.
Their files stay in sync without anyone remembering to sync them
Ongoing client work for a ministry: an AI proxy holding every API key server-side, a Dropbox-to-library autosync watcher on a scheduled task, research and hub packs, and a site remodel. A CRM data-quality audit across 2,029 contacts took customer records out of version control and added a check so they cannot return. 625 commits.
Private by design: no login, data stays on the device
A faith-based pregnancy journal and family keepsake app I own and ship: offline-first, no login, every entry stored on the device in IndexedDB, live on Cloudflare Pages. Includes an OWASP ASVS 5 security review with a tracked remediation plan. 460 commits.
Structured inputs in, a finished 16-page document out
A document pipeline that takes structured inputs — a person's details, written testimony, source references and authorised context from an existing database and document corpus — and assembles an illustrated 16-page PDF. 290 commits and 949 passing tests, because a generator that silently drops an input is worse than no generator.
A bad run refuses to publish itself
A daily job pipeline: 16 source families scanned into SQLite, run through a hard requirements gate, scored, and rendered into a self-contained dashboard. 315 commits behind three gates — a 451-test pytest suite, an offline pipeline smoke run, and a real-browser harness across three viewports that exits non-zero on accessibility violations, console errors, layout overflow, or a dead interaction.
A year of records that outlives the system holding them
A complete private archive of a year of coursework: 30 courses and 268 lesson pages, with grades, files, video transcripts and email pulled out of a hosted LMS, normalised, and stored somewhere retrievable. A watcher checks 13 source documents every 30 minutes and flags any change for review instead of applying it. 407 commits, 759 tracked files.
A report with no state of its own cannot drift
A status board covering 56 projects and the client engagements at once, rebuilt from source every morning by a scheduled task, so the board cannot disagree with the work. 62 commits, 125 tests.
05 — questions people actually ask
Marketing operations and AI automation work — Meta Ads and campaign reporting, attribution, landing pages and client websites, and the automation behind them — plus data operations, records and QA roles where accuracy is the whole job. Contract through YAHWAYLOVE LLC or remote W-2; async and low-meeting.
A two-campaign Meta Ads system for a college client produced 856 leads at $4.22 each and 127 applications at $28.43 each over 90 days, from an account with no prior advertising and no pixel. He also runs traffic and attribution for an AI SaaS product and builds client websites and landing pages through YAHWAYLOVE LLC.
Yes — remote is the arrangement, not a preference. He is based in Fort Worth, TX (US Central) and is not relocating, so he works fully remote in an async, low-meeting style, comfortable with distributed teams and written-first communication.
Excel and Google Sheets for records and reporting, Python for cleaning, deduplication and validation, and AI-assisted workflows with human QA kept intact. He also builds small automation pipelines and documents the SOP so they run without him.
Every value carries its provenance, anything that writes stays human-in-the-loop, and cleaned data ships with a validation report showing exactly what changed and why. When numbers disagree, the inconsistency is run down to root cause. A result nobody verified is not treated as a result.
Yes — English and Spanish (professional working proficiency), including bilingual documentation and translating between clients and internal teams.
06 — say hello
Fort Worth, Texas · remote · async and written-first.
rocha@yahwaylove.com