Data engineering · Raleigh, NC
Raleigh data engineering in four connected steps
Raleigh has enough districts and events that two businesses a mile apart can face different weeks. We start with your records and end with charts that settle a question. In between, each step prepares the next one.
Raleigh data engineering starts with the question
The Downtown Raleigh Alliance names six downtown districts, from Glenwood South to the Warehouse District. A bar, a studio and a design shop could each ask something else: when to open, where to advertise, what to stock.
We write the question down first. It decides what we mine, how we clean and which chart ends the job.
How the four steps hand off to each other
Mining gathers your register, bookings and messages into one table. Scraping, if you want it, adds public details about competitors. Cleaning makes the labels agree and the repeats disappear.
Analysis then runs the arithmetic, such as orders divided by leads, and the chart presents the result. A mistake at the start shows up at the end, so we check each hand-off. You see each hand-off as a short note, so nothing in the chain is hidden from you.
Event nights as test weeks
First Friday happens monthly, which gives a downtown business twelve comparable evenings a year. With dated sales rows, you can set a First Friday against an ordinary Friday and see what an open door is worth.
Students at several nearby colleges also shift the calendar, and a campus break can empty a street for a week. A table with dates lets you spot those weeks without relying on memory.
What a Raleigh owner receives at the end
A clean table, a report that answers the question you picked and charts to share. Each step leaves a note describing what we changed, so you can follow the path from your first export to the final bar.
If the question changes, we reuse the table and run the later steps again. A new question costs far less than the first, because the gathering and cleaning are already done.
Questions from Raleigh owners
What does a first project look like?
One question, one table and a few charts. We pick the question with you, gather the records that bear on it and show the result. You decide whether to go further. If the first answer raises a second question, we can take that one next.
Are there free Raleigh resources I should use as well?
Yes. The Wake Tech Small Business Center gives free counseling to Wake County residents, and the city lists SCORE and the SBA. We cover the data side, and the two fit together.
Do you keep my data after the project?
We talk through who holds what at the start. The table and reports are yours, and you can open any chart's rows.
Sources for the facts on this page: Districts, Downtown Raleigh Alliance · About Us, Downtown Raleigh Alliance · Small Business Center, Wake Technical Community College
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