We priced a mid-sized creator platform on both. Here is the math, why streaming empties Cloudinary credits so fast, and where a negotiated deal changes it.
The images never cost much. Sofia builds the platform where creators post their videos, and for two years Cloudinary handled every thumbnail and avatar without her thinking about it. Then the product got good at video. Creators started uploading full episodes, fans started watching them, and the clips those episodes spawned went everywhere. Around the tenth of the month, a dashboard she rarely opened showed the credit meter already past halfway. By the twentieth it was throwing warnings. By the time she read the upgrade prompt, she was doing the arithmetic she should have done a year earlier.
Credit where it is due, and this matters: Cloudinary is superb at what it was built for. On-the-fly image transformation, a real digital asset manager, format and quality juggling at the edge. For a marketing site or an image-heavy catalogue it is hard to beat. The trouble is that a creator platform is not an image problem. It is a streaming problem, and streaming is billed in a unit that was designed for something else.
Start with what you actually run
A creator or user-generated-content (UGC) platform is three quantities. There is the library you hold, measured in storage. There is the flood of new uploads you have to encode into adaptive bitrate (ABR) renditions, the multiple resolutions that let a phone on a train and a laptop on fibre watch the same video smoothly. And there is delivery: all the data sent out over the content delivery network, or CDN, every time a fan presses play or a clip autoplays in a feed. For a platform with real audiences, delivery is the giant.
A realistic mid-sized case: ten terabytes (TB) of stored creator video, and fifty TB of delivery a month. Hold those two numbers. They are all you need to see the gap.
Why video empties the credit meter
Cloudinary bills in credits. One credit buys 1,000 image transformations, or one gigabyte (GB) of storage, or one GB of delivery. For images that is a generous unit: a single credit restyles a thousand thumbnails. For video it is a brutal one, because a gigabyte of delivered video is one whole credit, and a busy creator platform delivers gigabytes by the million.
At Cloudinary’s self-serve rate, a credit works out around $0.37, so delivering a gigabyte of video costs about $0.37. On a purpose-built video service the same gigabyte is a rounding error. That is not a knock on Cloudinary; it is what happens when you meter streaming with a unit priced for image processing. And it happens twice, because every ABR rendition you generate is counted as transformations too, so the same upload that fills your storage also spends transformation credits on the way in.
What it costs on FastPix
FastPix bills per minute: a rate for storage held, a rate for video delivered, encoding charged once on upload, and no credit meter to drain. For the ten TB / fifty TB case the recurring cost is:
$19,500 per year · about $1,620 a month (storage + delivery)
You can price it yourself on the pricing page before you sign up. Encoding for user uploads is billed one time per video, not monthly, and there is no bandwidth ceiling and no meter that pauses your platform when it fills.
What it costs on Cloudinary
Here the same caveat we owe every incumbent applies: Cloudinary does not publish an enterprise credit rate, so the only number anyone can put in writing is the self-serve one. At that rate, storage plus delivery for this platform is 60,000 credits a month, which lands near $269,000 a year. Nobody actually streams at that number; they negotiate an enterprise contract, privately. So here is the same requirement across three credit rates, with every assumption on the table.
| Cloudinary scenario | Assumed $/credit | Discount vs published | Cloudinary / yr | FastPix / yr | FastPix |
|---|---|---|---|---|---|
| Published (self-serve) rate | $0.373 | baseline | $269,000 | $19,500 | 93% less |
| Moderate enterprise deal | $0.10 | ~73% off | $72,000 | $19,500 | 73% less |
| Aggressive enterprise deal | $0.04 | ~89% off | $28,800 | $19,500 | 32% less |
FastPix: public per-minute rates, storage + delivery. Cloudinary: estimates on 60,000 credits/month (10 TB storage + 50 TB delivery). Encoding transformations are extra on Cloudinary and would widen the gap. Public discounts typically run 15–25%; the deeper rates modelled here are generous to Cloudinary. Swap in your own quote with the model below.
Read the last row, because it is the honest one. Even at a deep enterprise discount, where Cloudinary sells credits at a fraction of list, per-minute video infrastructure still comes in about a third cheaper. This is a different result from a straight video-host comparison, and the reason is structural: the credit bundles transformation, storage and bandwidth together, and a streaming platform is buying almost entirely bandwidth. You pay for a media-processing engine you are barely using.
What teams already report
This is not hypothetical. Public reviews describe the same shape: costs that climb steeply once large files and real traffic arrive, and a single pool of credits covering storage, transformations and delivery that makes the bill hard to predict. In one widely-cited case a reviewer reported the bill jumping roughly tenfold after a single large file. The recurring note is not that Cloudinary is bad software, it is that a credit priced for images behaves unpredictably the moment video volume shows up.
On discounts, the public picture is modest: figures around 15 to 25 percent off are commonly cited for annual and volume commitments, with deeper custom rates reserved for large enterprise contracts. That is worth knowing, because the table above already hands Cloudinary far larger discounts than that, down to a hypothetical 89 percent off, and per-minute pricing still comes out ahead.
What the FastPix number also buys
The Cloudinary figure is credits against delivery. The FastPix figure is video infrastructure, and the pieces a creator platform actually needs run on the same API and the same per-minute bill instead of arriving as separate vendors.
| Capability | On FastPix |
|---|---|
| FastPix Player, every screen | Free. Web, iOS, Android, Flutter, smart TV. Your brand, your controls. |
| In-Video AI: clips, highlights, reframes | Turn one upload into vertical clips and highlight reels automatically, captions burned in because most social video is watched on mute. Same per-minute bill. |
| Video Data (analytics) | Quality of experience and engagement on 56 dimensions, ten yours to define, sliced per creator so you see who is thriving and who is about to churn. |
| Delivery & encoding | Multi-CDN, no cap, per-title encoding roughly 35% smaller at the same quality, billed once on upload. |
The data a creator platform runs on
Delivery gets a creator’s video to a fan. It does not tell you whether the platform is healthy. That is what Video Data is for. Because it reports per creator, you see whose audience is growing and whose watch-through is sliding, which is one of the earliest signals of a creator about to leave before the failed renewal. You see the moments fans replay, which is exactly where the next clip should be cut.
Cloudinary sells you the delivery. FastPix hands you the delivery, the clips it can cut from it, and the record of how both performed.
What FastPix does not do
The comparison only counts if it is honest the other way too. FastPix is not an image platform. There is no on-the-fly image transformation, no digital asset manager, no thousand-thumbnail restyle at the edge. If your core problem is images, Cloudinary is the better tool and you should keep it for that. Plenty of teams run both: Cloudinary for images, FastPix for the video and the streaming underneath it. FastPix is video infrastructure. You bring the creator experience; we make the video fast to watch, cheap to scale, and rich to build on.
Who runs this way
Superbit, a creator platform, runs the whole video stack on FastPix. Creator uploads are delivered through Video on Demand and played in the FastPix Player across web and mobile. In-Video AI turns each upload into instant clips, highlight reels and vertical reframes for the feeds where discovery actually happens. And Video Data gives them engagement per creator, so growth and churn are numbers they can see rather than guess. That is the shape of it: not renting an image tool and bolting video on, but owning a video workflow, end to end, inside the product they already sell.
Sofia rebuilt the bill and found what most engineers find when they stop paying by the credit and start paying by the minute. The gap is enormous at list, it stays real at a deep discount, and underneath it sits a plainer truth: she was renting a media-processing engine to move bytes, and the bytes were the whole job. Price your library. Cap your renditions. Watch the bill. Cut the clips. Modern video is what we do.
Frequently Asked Questions (FAQs)
Is FastPix cheaper than Cloudinary for video?
For streaming-heavy creator platforms, FastPix can be significantly less expensive. In the example used here (10 TB of storage and 50 TB of video delivery per month), FastPix costs approximately $19,500 per year compared to about $269,000 using Cloudinary's published credit pricing. Even with enterprise discounts, FastPix remains considerably less expensive because Cloudinary's pricing is designed around image-processing credits rather than large-scale video streaming.
How do Cloudinary credits work for video?
Cloudinary uses a credit-based pricing model. One credit is equivalent to 1,000 image transformations, 1 GB of storage, or 1 GB of delivery. Video processing also consumes credits during upload and for each generated rendition, with approximately one credit required for every 500 seconds of SD video or 250 seconds of HD video processed. As streaming volume increases, delivery credits become the largest cost factor.
Why is Cloudinary expensive for a streaming or creator platform?
Cloudinary's credit model is optimized for image processing, where a single credit can transform thousands of images. Video streaming, however, consumes credits based on bandwidth, with every gigabyte delivered using a full credit. Adaptive bitrate streaming also creates multiple renditions, increasing transformation costs and making the platform more expensive for streaming-focused workloads.
What is per-minute video pricing?
Per-minute video pricing charges separately for minutes stored, minutes delivered, and one-time encoding during upload. Unlike bundled credit systems, this model directly reflects actual video usage, making costs easier to predict and more scalable as streaming volume grows.
Should I replace Cloudinary entirely?
Not necessarily. Cloudinary remains an excellent platform for image management and digital asset management. Many organizations continue using Cloudinary for images while moving video streaming to a dedicated per-minute video API such as FastPix, which also provides video playback, analytics, and AI-powered video features through a single platform.
