User:Kumo ri11

I'm a digital marketing professional. My work involves publishing research and reports on digital ad fraud, bot traffic, and invalid traffic trends.

I have a financial connection to Spider AF. Per Wikipedia's conflict of interest guidelines, I will not make direct edits to main articles about my company or related topics without prior discussion. Instead, I will propose edits and additions on article Talk pages, with reliable sources, so that other editors can review and approve changes.

I plan to suggest factual, verifiable updates in relevant Wikipedia articles such as *Ad fraud*, *Click fraud*, *Cybersecurity* and *Bot traffic*, especially when new industry data is available from Spider AF's annual reports or when our findings are covered by independent media.

If you have questions about any of my proposed edits, please leave a message on my Talk page.