Crystal Aereboe @Crystal_maps
Spatial Finance Enthusiast • Building LedgerMaps South Africa Joined January 2025-
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Aggregated customer revenue by province Geographic Dataset: MDB Local Municipal Boundaries Tech stack: Big Query, Google Maps, React My husband helped me test the dataset in QGIS before I integrated it into my project 🙂#spatialfinance
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Mapping the Sales General Ledger — instantly see patterns. •Which regions generate the most revenue •Identify clusters of high-risk debtors •Make smarter decisions with spatial insights Accounting data doesn’t have to stay flat.
Just an enthusiast building towards a world where finance considers geography
After implementing Leaflet and some struggles with leaflet.heat, I have found myself with 3 choices: 1. Continue with leaflet heatmaps 2. Learn Mapbox like a real GIS dev 3. Admit I am a finance person & go back to Google Maps Guess I'll be reading the Google docs again📖😅
Tried opening South Africa OSM in QGIS… Managed to get a snip of 723,637 features being loaded before my laptop froze. Fair to say it's the biggest dataset I have attempted to open so far.
Crystal Aereboe retweeted
Prototyping Revenue by Region, using a South African Towns shapefile. As you can see, Cape Town and surrounds are mapped, but not included in the table — it seems those towns are missing from my shapefile. Looking for better geographic datasets. #BigQuery #GIS #BuildInPublic
After working in finance for over a decade, and my husband working in GIS, I wondered: What if I could automate turning spreadsheets into maps? Could #maps unlock insights that accountants can’t see in rows and columns? #buildinpublic #SaaS #GIS
First test customer locations geocoded and plotted!🌍💸#react #leaflet #gis #fintech #financialgeography
Crystal Aereboe retweeted
🗺️ How small businesses are taxed around the world. 📷 @Globalstats11 #map
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