Can I claim the COGS on my tax return for my e-commerce business?

Yes, you can include the Cost Of Goods Sold (COGS) for your e-commerce store in the tax returns which can reduce the taxable income, since they are also direct costs. This is why it's important to include the COGS in the income statement even if you have an online business.