Stripe Export to Excel: The Ultimate Guide (2026)

Stripe is incredible for taking payments, but notoriously difficult for getting data out in a format your accountant loves.

If you've ever tried to reconcile monthly revenue, calculate churn, or analyze refund rates in Excel, you've likely hit a wall. The dashboard's "Export" button is often not enough, and the API returns complex JSON that breaks standard spreadsheets.

In this guide, we'll cover the 4 authoritative ways to get Stripe data into Excel, ranked from "Quick & Free" to "Enterprise Scale".

Method 1: The Dashboard Export (Quickest for Simple Data)

For basic bookkeeping, the built-in export is your first stop.

How to do it:

1. Log in to your Stripe Dashboard.
2. Navigate to Payments (or Balances, Customers, etc.).
3. Click Export in the top right.
4. Choose "CSV" as the format.
5. Select your date range and columns.

What you get: A flat CSV file with basic transaction details: Amount, Currency, Status, Created Date, and Customer Email.

The Limitations:

• Missing Data: You won't get deep nested details like metadata, specific line items from invoices, or full payment method details (e.g., card country).
• No "Unified" View: You have to export Payments, Refunds, and Disputes separately and join them manually in Excel.
• Row Limits: Large exports can time out or be capped depending on your browser.

Verdict: Good for end-of-month totals. Bad for deep analysis.

Method 2: Stripe Sigma (Best for SQL Pros)

If you have a customized Stripe setup and know SQL, Stripe Sigma is the official solution. It turns your Stripe data into an interactive SQL database right inside the dashboard.

How to do it:

1. Enable Sigma in your Stripe Dashboard Settings (Cost: Starts at ~$10/month + usage fees).
2. Write a SQL query:

   SELECT
     charges.id,
     charges.amount,
     charges.metadata['order_id']
   FROM charges
   WHERE charges.created > '2026-01-01'
   

3. Click Export Results to download as CSV.

Verdict: Powerful, but requires paying extra and knowing SQL.

Method 3: Stripe CLI / API (Best for Developers)

For complete control, you can pull raw data directly from Stripe's API. This gives you everything: every event, every field, every log.

How to do it (using CLI):

1. Install the Stripe CLI.
2. Run a command to list events:

   stripe events list --limit 100 > stripe_events.json
   

The Problem: The output is a highly nested JSON file.

{
  "object": "list",
  "data": [
    {
      "id": "evt_123",
      "type": "charge.succeeded",
      "data": {
        "object": {
          "amount": 2000,
          "metadata": { "user_id": "99" }
        }
      }
    }
  ]
}

If you open this directly in Excel, it will look like gibberish. You need a way to flatten it.

Method 4: JsonExport (Best for large JSON Exports)

This is the sweet spot for data analysts who want all the data (like Method 3) but in Excel format (like Method 1), without writing code or paying monthly fees.

JsonExport.com is designed specifically to handle the nested JSON that Stripe generates.

How to do it:

1. Get your Data: detailed JSON from your developer logs, or use the CLI command above to get a full dump.
2. Drag & Drop: Pull that stripe_events.json file into JsonExport.
3. Auto-Flatten: The tool automatically detects nested fields.
   • data.object.amount becomes a column.
   • data.object.metadata.user_id becomes a column.
   • data.object.payment_method_details.card.last4 becomes a column.
4. Export to Excel: Download a ready-to-use .xlsx file.

Why it's better than Python scripts:

• No Coding: It handles the logic for you.
• Privacy First: Processing happens 100% in your browser. Your financial data never uploads to an external server (critical for PCI-sensitive data).
• Large Files: Verified support for files up to 100MB+ (thousands of transactions).

Summary Comparison

Conclusion

• Use Dashboard Export for quick, simple monthly totals.
• Use Stripe Sigma if you are a SQL wizard and willing to pay.
• Use JsonExport if you need the full detail of the API (metadata, logs, nested fees) but want it in Excel immediately without writing a single line of code.

Start Converting Your Stripe JSON Now