How This Site Makes Money: A Transparent Affiliate Disclosure for Developers

Why We Built This

The developer tools review space has a problem. Search “best CI/CD tools for startups” and you’ll find pages that have never deployed anything — written by content marketers who researched the topic for three hours, compiled feature lists from pricing pages, and added affiliate links to every tool mentioned. The signal-to-noise ratio is so bad that developers have learned to append “reddit” or “hacker news” to every search.

Pickuma exists because we wanted a review site built by the people who actually use the tools. Every post on this site is written by someone who has deployed the tool, signed up for the service, or migrated from the competitor. We don’t review products we haven’t used. We don’t write about tools we wouldn’t recommend to a friend.

And we make money from affiliate links — because that’s the only business model that makes editorial independence sustainable without paywalls, sponsorships, or data selling. This page explains exactly how that works.

The Business Model

When you click a link on this site that leads to a tool’s website and you sign up or make a purchase, we may earn a commission. The commission comes from the tool company’s affiliate program — it does not increase your price, and in many cases the affiliate link gives you a discount or extended trial that the public pricing page doesn’t offer.

Here are the numbers, transparently:

Revenue source	How it works	Example
Affiliate commissions	We earn a percentage of your first payment or a flat bounty when you sign up through our link	Sign up for Vercel Pro → we earn a flat referral fee. Your price stays $20/month
No pay-to-play	Companies cannot pay us to be included in a comparison post. Inclusion is earned by being a good product	A tool with a $10,000 affiliate bounty but a bad free tier does not get recommended
No sponsored posts	We do not accept payment for “sponsored reviews” or “featured placements”	Every ranking on this site reflects our actual assessment — not who paid the most
No ads	No display ads, no retargeting pixels, no third-party ad networks	The site loads fast and doesn’t track you. That’s intentional

The Review Process

Every tool that appears on pickuma goes through the same evaluation:

1. Hands-on usage. We sign up, deploy something real, and use the product for at least a week. For infrastructure tools, that means deploying an app and monitoring it. For SaaS tools, that means using it for the job it claims to do.

2. Pricing verification. We check the current pricing page on the day of publication and include the actual numbers — not the marketing copy, not the “contact sales” enterprise pricing, but the self-serve pricing a real developer would pay.

3. Competitor comparison. We compare against the tools you’re actually choosing between. The comparison tables are built from real usage, not feature matrices scraped from G2.

4. Updates. Posts include a publishedAt and updatedAt date. If pricing changes, if a tool adds or removes a feature, if a better alternative emerges — we update the post.

This process takes time. We publish fewer posts than most review sites because we’d rather have 30 reviews we stand behind than 300 that were written in a day by scanning landing pages.

Why Affiliate Links

There are four business models for content sites like this one, and three of them create bad incentives:

Model	Incentive	The problem
Ads	Maximize pageviews and time on site	Creates pressure to publish shallow, SEO-optimized listicles that keep you scrolling
Sponsorships	Please the sponsor	If Vercel sponsors a post, you won’t see an honest comparison with Netlify
Paywalls	Maximize subscribers	Limits reach. The developers who need this information most (students, bootstrappers) get locked out
Affiliate links	Recommend products people actually buy	Bad products don’t convert. The incentive aligns with recommending good tools

Affiliate links are not perfect — they create an incentive to recommend tools with affiliate programs over tools without them. We mitigate this by including non-affiliate recommendations when they’re the best option (see: our infrastructure posts that recommend Hetzner and Oracle Cloud, neither of which has an affiliate program).

The key distinction: affiliate links reward purchase intent, not attention. A comparison post about Vercel vs Netlify earns money when you pick one and sign up — not when you scroll past five banner ads to read the conclusion. The incentive is to help you make a decision, not to keep you on the page.

What This Means for You

When you read a pickuma post, here’s what you can count on:

• Every link is clearly marked. CTA cards include the text “Affiliate link · We earn a commission at no cost to you.” There are no hidden affiliate links in body text.
• Rankings are based on our assessment, not affiliate commission rates.
• Tools without affiliate programs are included when they’re the best option.
• Posts are updated when the facts change, not when the SEO algorithm demands more content.
• We don’t use dark patterns. No fake countdown timers, no “only 3 spots left” scarcity tactics, no misleading CTAs.

If you ever catch a recommendation that feels off — a tool we’re promoting that you’ve used and know is bad, a pricing number that’s outdated, a feature we claim exists that doesn’t — email us. We fix it, and we add a correction note to the post.

Why This Matters

The internet is drowning in content that was written by someone who Googled a topic for an hour, fed the results into an LLM, added affiliate links, and hit publish. This is a real problem for developers trying to make tool decisions — when every comparison post says “it depends on your use case” and links to all five options with affiliate codes, nobody wins except the content farm.

Pickuma is our answer to that problem. We pick tools. We have opinions. We tell you which one to use and why. If we’re wrong, update the post. If a better tool emerges, we switch our recommendation.

The affiliate model makes this sustainable. We don’t have to chase pageviews, sell your attention to advertisers, or beg for Patreon support. We just have to be useful enough that you come back the next time you’re evaluating a tool — and click through when you’re ready to sign up.

That’s the deal. If it sounds fair, use the links. If not, Google the tool name and sign up directly — we’d rather you use the right tool than feel pressured into a commission.