Why compress first
Base64 encoding adds roughly one third to the binary size. Reducing pixel dimensions and choosing a suitable format can keep the final string manageable.
Optimize locally
Image Compressor for Base64
Resize and compress an image before Base64 encoding. The source and result stay in your browser.