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How I Used Data to Save on Groceries

October 30, 2025 by
Alejandro Hernández

🕑Reading time: 2min

🔥We cut our monthly supermarket spending by 5%

My girlfriend Gabby and I analyzed our October receipts to cut down on the products we buy. We expected to save 8% ($28) every month on our supermarket spending category by doing this:

  • Replace cardboard juices with natural juices we prepare during meal prep.
  • Buy less bread & replace with wheat tortillas.
  • Replace drinking chocolate with Nesquik.

In November we already saved at least 5% ($18). We'll keep monitoring.


🎯WHY THIS MATTERS: We are saving money to fund our biggest 2026 expenses:

  • Bringing our parents to visit us in Buenos Aires.

  • Going to several concerts: Ed Sheeran's, Coldplay's, etc.
  • Going in a trip to Brazil in December.


🛒WHY THIS CATEGORY: We spend USD 331.52 ± 51.27/month on this category, making it our second-highest expense after rent, and the first one we can control.

  • My YNAB's spending trends report from the Needs category group, which includes our shared expenses like rent (yellow) and supermarket (burgundy):

    • We split our shared expenses 50-50. This image only shows my half.

  • Aggregated data from both of our YNAB accounts:
  • The supermarket category includes groceries, cleaning products & personal hygiene items.


🧠WHAT WE DID: We analyzed our supermarket receipts from October and made decision to spend less in some products.

  • Decisions:
  • Product

    Decision

    Estimated Monthly Saving

    Cardboard Juices

    Replace cardboard juices with natural juices we prepare during meal prep.

    USD 15

    Bread

    Buy less & replace with wheat tortillas.

    USD 10

    Drinking Chocolate

    Stop buying it & switch to Nesquik.

    USD 3


    Total:

    % over average spending (USD 331.52):

    USD 28

    8%


    • We considered all the potential cost cutting decisions:

      • Switch brands or supermarket.
      • Buy less of a product.
      • Stop buying a product.
      • Use different payment methods to access discounts.

  • The spending for this category happens at a butcher, a deli, a greengrocer, and a supermarket (named Coto).


  • Only Coto gives us an itemized receipt that lets us analyze every product, and luckily, it includes a QR code linking to a digital version of the receipt. Example:


  • I built a tool in Excel that extracts the data from the digital receipt using Power Query, cleans it, and transforms it in a table ready for analysis:

  • Download Coto Receipt Data Extractor

  • We analyzed the clean data from all October invoices using Excel's pivot tables, focusing on the products that make up 80% of our spending (the pareto, in yellow), and came up with the decisions.


💪🏻WHAT WE HAVE ACCOMPLISHED: On November we spent $268.2 on the supermarket category, 5% less than the lower limit of the interval around the average of what we spend every month (USD 331.52 ± 51.27/month).

Alejandro Hernández October 30, 2025
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