How We Score

Every tool on Stackology is built from data sourced directly from the vendor. No sponsored rankings, no crowd-sourced reviews, no editorial scores. Here is how it works.

How We Source Data

We source pricing, features, integrations, and use cases from each tool's own public pages. We do not independently test tools or audit vendor claims. Data is timestamped to the day it was sourced. When something changes, the timestamp changes.

What We Do Not Do

We do not score tools. We do not pick winners. We do not tell you which tool is best. The same data that powers every comparison page, tool profile, and stack recommendation is vendor-sourced and presented without weighting. You apply your own criteria.

The Lens

On every comparison page, the Lens lets you apply your own criteria across pricing, features, integrations, must-haves, and more. The data responds to your selections. The conclusion is yours.

Affiliate Relationships

Some tool links are affiliate links. We may earn a commission if you subscribe. This never influences how tools are sourced, structured, or presented. Affiliate status is disclosed on every tool page where it applies.

Accuracy and Updates

Data reflects what the vendor published at the time of sourcing. Pricing and features change. Always check the vendor's site before making a decision. If you believe a tool page contains inaccurate data, contact us and we will review it promptly.

Contact

Questions about our data or methodology? Reach us at hello@stackology.io.