Data engineering · Cary, NC
Data engineering for Cary event sellers and shops
Cary hosts a long list of festivals, and a seller who works several of them collects receipts from each in a different shape. We turn that pile into one table, fix it so the figures agree and chart the result. Four steps, each feeding the next.
Cary events make good comparison data
Lazy Daze has closed downtown roads since 1976, and the town also hosts Spring Daze, Diwali, the Dragon Boat Festival, Ritmo Latino and a lantern festival. A craft seller or food truck might work five or six of these in a year.
Each event leaves a handful of numbers: sales, hours, booth fee, weather. Mining collects them into one table with a column for the event. After that, the question of which event paid best has an answer you can read.
Cary data engineering from receipts to a ranking
Event receipts arrive on paper, on a phone reader and in message threads. Cleaning gives each event a single name, removes the sale you entered twice and turns prices into numbers.
Analysis divides sales by hours worked and subtracts the fee. A bar chart then ranks the events, and each bar opens to the receipts behind it.
Storefront owners get the same pipeline
A shop near the historic district has no booth fees but has its own calendar: festival weekends, school breaks and the Saturday after a long closure. Dated sales rows show what each of those did to a normal week.
Public data can sit beside it. We collect listed prices and review counts from pages that allow it, within each site's terms, so your chart shows where you stand next to similar sellers.
Free help nearby, and what we add
The Wake Tech Small Business Center on Kildaire Farm Road gives free, confidential counseling to small business owners in Wake County. We cover the numbers side. The two fit together well.
Bring one question to a call and we will say which steps it needs. A festival vendor may need all four stages, while a shop with tidy books may only need analysis and a chart, and we tell you which case you are in before any work starts.
Questions from Cary owners
I sell at events only and have no store. Is the data still usable?
Yes. Event sellers often have the best data, because each event is a clean test with a start and an end. We only need your receipts in some form.
Will you work out my best festival for next year?
We show how past festivals compared on sales, hours and fees. We can't promise a future result. You use the ranking to decide which events to apply for, and we update it when a new season's receipts arrive.
What is the smallest useful project?
One question, one table, a few charts. For a festival seller that could be last season's events ranked by earnings per hour.
Sources for the facts on this page: Cary, North Carolina, Wikipedia · Small Business Center, Wake Technical Community College
Tell us about your Cary events
List the events or channels you sell through on the contact page. We reply with where we would begin.