Home > KAKOBUY: How to Forecast Next Month’s Budget Using Historical Orders

KAKOBUY: How to Forecast Next Month’s Budget Using Historical Orders

2025-11-08

In the dynamic world of e-commerce, anticipating financial needs is crucial for stability and growth. At KAKOBUY, one of the most reliable methods for shaping our financial future is by analyzing our past. By leveraging historical order data, we can build a robust and data-driven budget forecast for the upcoming month.

The Power of Historical Data in Financial Planning

Spreadsheet data, often an underutilized asset, provides clear insight for financial planning. Your past sales and orders are not just records; they are a story of your business's performance, customer behavior, and market trends. This historical data serves as the foundation for any accurate forecast.

Step-by-Step Guide to Forecasting Your Budget

Step 1: Gather and Clean Your Historical Order Data

Begin by exporting the last 12 to 24 months of order data into a spreadsheet. Key columns to include are:

Ensure the data is clean—remove any outliers or one-time anomalies that could skew your analysis.

Step 2: Calculate Key Monthly Metrics

Create a summary table that calculates the following for each month:

This step transforms raw data into actionable information.

Step 3: Identify Trends and Seasonality

Analyze your summary table. Look for patterns:

  • Is there a consistent month-over-month growth rate?
  • Are there specific months that consistently perform better or worse (e.g., holiday spikes)?
  • What is the average month-to-month percentage change in revenue?
A simple line chart of monthly revenue can make these trends visually clear.

Step 4: Project Next Month's Revenue

Using the identified trends, project next month's revenue. A simple yet effective method is to calculate the average growth rate from the previous 3-6 months and apply it to the most recent month's revenue.

Example Formula:Next Month's Revenue = Last Month's Revenue × (1 + Average Growth Rate)

If you have strong seasonality, base your forecast on the performance of the same month from the previous year.

Step 5: Forecast Associated Costs

Your costs are often directly tied to your revenue. Calculate the average ratio of your COGS to Revenue (your COGS Margin) and apply it to your projected revenue.

Example Formula:Projected COGS = Projected Revenue × (Average COGS / Average Revenue)

Repeat this process for other variable costs like shipping.

Step 6: Build Your Final Budget Forecast

Consolidate your projections into a clear budget for the upcoming month. This should include:

  • Projected Total Revenue
  • Projected Cost of Goods Sold
  • Projected Gross Profit
  • Fixed Costs (e.g., salaries, software subscriptions)
  • Projected Net Profit
This final budget becomes your financial roadmap.

Conclusion: From Insight to Action

By systematically analyzing historical orders in a spreadsheet, KAKOBUY transforms past performance into a proactive financial plan. This method provides a clear, justifiable, and actionable budget forecast, empowering us to make smarter spending, investing, and growth decisions. Start with your data today, and let your past orders guide your future success.

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