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Notes on metrics that don't lie

Benchmarks, estimates, providers and the honest reading of all three — written for people who ship on this data.

Two traffic estimate lines compared on one chart
How to check Ahrefs vs Similarweb traffic at the same time

The two estimates disagree by design — and the ratio between them is one of the most useful signals you can get about a site you don't own.

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SEO benchmarks by industry: what good metrics look like in 2026

Typical DR, engagement and organic-share ranges for five site types — and the 20-minute method for building benchmarks that are actually yours.

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The SEO metrics that are actually worth tracking

Ten numbers explain most ranking outcomes. What each one means, when to ignore it, and the five-number dashboard that replaces the 43-metric report.

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How to quickly improve your website's SEO metrics (DR & traffic) — honestly

What moves DR (and how fast), the faster levers for traffic, the shortcuts that quietly backfire, and a 90-day plan that compounds.

Network diagram of data providers around one aggregation node
The best SEO & web traffic data providers in 2026 — and how reliable each one is

Fair one-paragraph verdicts on the six providers that matter, a comparison table with API-access reality, and how to judge reliability in a market of estimates.

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