Sources
Where our
data comes from.
What we scan, what we exclude, and why it matters.
What We Scan
Community discussions
Deep-dive threads on Reddit and forums where users discuss longevity, specific flaws, and real experiences.
Video comments
Real user feedback found below product review videos on YouTube and other platforms.
Niche forums
Specialised enthusiast communities where domain experts share detailed, unfiltered opinions.
What We Exclude
Sponsored content
Posts tagged as ads or where we detect commercial promotion patterns.
Affiliate blogs
SEO-driven sites designed solely to generate affiliate link clicks.
Data Ethics
We analyse strictly public content available on the open web. Sift never scrapes private messages, protected groups, or personal identifying information.