Data cleaning · Alpharetta, GA
Alpharetta data cleaning for downtown and Avalon businesses
Alpharetta has an 86-acre mixed-use development and a downtown with more than 600 businesses. The more places a customer can buy, the more rows describe that customer. We reduce them to one.
Alpharetta cleaning where Avalon meets downtown
Avalon opened in 2014 as an 86-acre mixed-use development, and downtown Alpharetta includes Alpharetta City Center and more than 600 businesses. A studio or shop with customers in both areas collects entries such as Avalon, The Avalon and Avalon Alpharetta, plus City Center and Downtown.
We list what appears, you map each variant to a place, and the script rewrites the column. A report by location then shows two places, not nine, and the shop owner can see which side of town buys more.
Cleaning for the market and the festival season
The Alpharetta Farmers Market is a weekly downtown market held from April to October, and the city's annual events include Taste of Alpharetta in May and the Wire and Wood Songwriters Festival and Brew Moon Fest in October. A seller at all of them can end up with notes kept three different ways.
We unify product names, convert text prices to numbers and give every event one label, so each event can be compared with the others.
Business lists tied to campuses and a tax certificate
Georgia State University's Perimeter College, Gwinnett Technical College and Reinhardt University all have campuses in Alpharetta. Every business operating in the city needs a current Occupational Tax Certificate from its first day. A consultant who tracks prospects, partners and vendors on those lists keeps one sheet with many sources.
We merge repeats under your rule: one company, one row, whichever of its names was entered. The list of merges comes to you, so a wrong guess is easy to undo, and a right one is easy to trust.
Ready for a talk with the Business Association
The Alpharetta Business Association manages the Alpharetta Farmers Market, and the city's Economic Development Department works to attract and retain business investment. Before you talk with either group, a list with one row per customer tells you how many customers you serve and how many come back.
Questions from Alpharetta owners
My vendor list and my customer list overlap. Is that a problem?
It is common. We mark rows that appear on both lists, and you tell us whether to keep them in both or move them. We keep a record of each choice.
How long does a run take?
We do not promise a turnaround on this site. On the free call we look at the sheet and tell you what the work involves.
Will cleaning change how my sheet looks?
Columns stay where they are and the values inside them get consistent. We show every changed cell beside the original.
Sources for the facts on this page: Alpharetta, Georgia, Wikipedia · Business, City of Alpharetta · Alpharetta Farmers Market
Send the Alpharetta list that counts one buyer twice
Book a free 15 or 30 minute call on the contact page and say what the numbers need to answer.