Why we built Sky Replacement into Cleanr

The moment we realised we were solving the wrong problem

When we first designed Cleanr, the scope was simple: one solid cleanup tool, maybe two. Object removal. Done. We'd nail that feature and ship it.

But the feedback kept coming back to something deeper. People weren't just annoyed by messy photos. They were frustrated by the friction of fixing them. A portrait with a blemish meant opening one app. A photo with a cluttered background meant another. A bad sky meant a third. And that's if you knew those apps existed. Most users just gave up.

The church photographer's email hit differently because it wasn't a complaint. It was a confession: 'I have these beautiful moments, and I'm spending more time on my phone afterwards than I actually spent capturing them.' That's when it clicked. We weren't building a photo editor. We were building a studio that should sit between you and sharing your work. Everything should live in one place.

Why sky replacement became the test case

Sky replacement seemed like an odd feature to prioritise. It's not essential. You can publish a photo with an overcast sky. The world won't end.

But that's exactly why it mattered. Sky replacement forced us to think about the difference between fixing problems and unlocking creativity. Object removal is about damage control. Sky replacement is about intention. It's saying: this moment deserves better light. This outdoor shot needed that golden hour glow, not the grey afternoon you actually got.

We spent three months on the implementation. We tested six preset skies: Blue Day, Golden Hour, Sunset, Dusk, Overcast, and Stormy. Each one had to feel natural. We weren't chasing photorealism; we were chasing that moment where a creator sees their photo and thinks, 'yes, that's the mood I wanted.' The Stormy preset, for instance, isn't technically perfect. It's moody. It's intentional. For some creators, that's worth far more than pixel-perfect accuracy.

The philosophy behind bundling features

Here's what we learned building Cleanr: creators don't think about photos in features. They think about problems. A bad blemish. A distracting object in the background. A sky that doesn't match the feeling of the moment. Flat colours on an old black and white photo. A blurry detail.

So we built the opposite of a specialist tool. Instead of 'the best object removal app' or 'the best sky replacement app,' we made a studio with 22 tools. Auto-enhance, background removal with 15 presets (including those six sky options), portrait blur, night denoise, text overlays, batch processing, JPEG cleanup. You open Cleanr once and solve the problem without switching contexts.

That's not just convenience. It's respect for time. And for someone running a faith-based social media account, or a small business trying to get product photos right for Etsy, or just someone who wants their birthday photo to look genuinely good, that time matters.

What sky replacement taught us about listening

The honest version: we almost didn't include sky replacement in the first release. It felt like feature creep. Too ambitious. We were terrified of shipping something half-baked.

But the church photographer's email made me reread our original mission. We said Cleanr was built for people frustrated by apps with dark patterns, credit systems, and watermark traps. We said we were building for faith creators. We said we were solving the problem of having to juggle five separate apps.

Sky replacement was the feature that proved we meant it. It's not groundbreaking technology. It's not particularly difficult to implement. But it's the kind of feature you only include if you've actually listened to what people are trying to do. If you've sat with a photographer in your mind and thought, 'what would make her workflow actually work?'

Every feature in Cleanr has a story like that. The EXIF stripper exists because creators care about privacy. Batch processing exists because small business owners shoot dozens of product photos at once. Faith Mode exists because we heard from creators who wanted presets and scripture overlays that felt native to the app, not bolted on. Sky replacement exists because a woman at a church realised she was spending more time editing than creating.

The question we're still asking

Six months in, sky replacement is used in roughly 40 per cent of the editing sessions on Cleanr. It's the most popular background removal option, ahead of solid colours and blurs. That matters to us, but not for the reason you might think.

We don't care because it's a win. We care because it tells us something about how people actually create. They're not just cleaning up their photos. They're reimagining them. They're saying: my phone saw an overcast sky, but I saw a sunset. My camera saw a cluttered room, but I saw my child's face. My image had a flaw, but it had a moment worth saving.

The real lesson of sky replacement wasn't technical. It was this: the best features aren't the ones that do the most. They're the ones that disappear into what the creator was already trying to do.