provider stringclasses 7
values | tier_gb int64 50 12k | monthly_usd float64 0.99 60 | annual_usd float64 20 250 ⌀ | usd_per_gb_month float64 0 0.1 | ten_year_usd int64 119 7.2k | bundled stringclasses 2
values | verified stringclasses 2
values |
|---|---|---|---|---|---|---|---|
Apple iCloud+ | 50 | 0.99 | null | 0.0198 | 119 | no | yes |
Apple iCloud+ | 200 | 2.99 | null | 0.015 | 359 | no | yes |
Apple iCloud+ | 2,000 | 9.99 | null | 0.005 | 1,199 | no | yes |
Apple iCloud+ | 6,000 | 29.99 | null | 0.005 | 3,599 | no | yes |
Apple iCloud+ | 12,000 | 59.99 | null | 0.005 | 7,199 | no | yes |
Google One | 100 | 1.99 | 19.99 | 0.0199 | 200 | no | list |
Google One | 200 | 2.99 | 29.99 | 0.015 | 300 | no | list |
Google One | 2,000 | 9.99 | 99.99 | 0.005 | 1,000 | no | list |
Google One | 5,000 | 24.99 | 249.99 | 0.005 | 2,500 | no | list |
Microsoft 365 | 100 | 1.99 | 19.99 | 0.0199 | 200 | no | yes |
Microsoft 365 | 1,000 | 9.99 | 99.99 | 0.01 | 1,000 | yes | yes |
Microsoft 365 | 6,000 | 12.99 | 129.99 | 0.0022 | 1,300 | yes | yes |
Dropbox | 2,000 | 11.99 | 119.88 | 0.006 | 1,199 | no | list |
Dropbox | 3,000 | 19.99 | 199 | 0.0067 | 1,990 | no | list |
Amazon | 100 | 1.99 | 19.99 | 0.0199 | 200 | no | list |
Amazon | 1,000 | 6.99 | 59.99 | 0.007 | 600 | no | list |
Amazon | 2,000 | 11.99 | 119.98 | 0.006 | 1,200 | no | list |
Proton Drive | 200 | 4.99 | 47.88 | 0.0249 | 479 | no | list |
Box | 100 | 10 | 120 | 0.1 | 1,200 | no | yes |
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
- pretty_name: "Cleanor Storage Lab"
license: cc-by-4.0
language:
- en
tags:
- image-compression
- avif
- webp
- jpeg-xl
- heic
- cloud-storage
- benchmark
- open-data
size_categories:
- n<1K
configs:
- config_name: compression-benchmark
data_files: compression-benchmark.csv
- config_name: heic-tax
data_files: heic-tax-benchmark.csv
- config_name: nextgen-formats
data_files: nextgen-formats-benchmark.csv
- config_name: cloud-price-index
data_files: cloud-price-index.csv
- config_name: photo-storage-capacity
data_files: photo-storage-capacity.csv
- config_name: video-codec-benchmark
data_files: video-codec-benchmark.csv
- config_name: video-codec-summary
data_files: video-codec-summary.csv
- config_name: app-size-index
data_files: app-size-index.csv
- config_name: storage-upgrade-tax
data_files: storage-upgrade-tax.csv
- config_name: gif-format-benchmark
data_files: gif-format-benchmark.csv
- config_name: lossless-recompression
data_files: lossless-recompression.csv
- config_name: font-format-weight
data_files: font-format-weight.csv
- config_name: svg-minify
data_files: svg-minify.csv
- config_name: pdf-compression
data_files: pdf-compression.csv
- Highlights (quick answers)
- Files
- Sources & docs
- License
- Citation
pretty_name: "Cleanor Storage Lab" license: cc-by-4.0 language: - en tags: - image-compression - avif - webp - jpeg-xl - heic - cloud-storage - benchmark - open-data size_categories: - n<1K configs: - config_name: compression-benchmark data_files: compression-benchmark.csv - config_name: heic-tax data_files: heic-tax-benchmark.csv - config_name: nextgen-formats data_files: nextgen-formats-benchmark.csv - config_name: cloud-price-index data_files: cloud-price-index.csv - config_name: photo-storage-capacity data_files: photo-storage-capacity.csv - config_name: video-codec-benchmark data_files: video-codec-benchmark.csv - config_name: video-codec-summary data_files: video-codec-summary.csv - config_name: app-size-index data_files: app-size-index.csv - config_name: storage-upgrade-tax data_files: storage-upgrade-tax.csv - config_name: gif-format-benchmark data_files: gif-format-benchmark.csv - config_name: lossless-recompression data_files: lossless-recompression.csv - config_name: font-format-weight data_files: font-format-weight.csv - config_name: svg-minify data_files: svg-minify.csv - config_name: pdf-compression data_files: pdf-compression.csv
Cleanor Storage Lab
Reproducible benchmarks and open datasets on image compression (JPEG / WebP / AVIF / JPEG XL), the HEIC-to-JPG size tax, cloud storage price per GB, and phone storage capacity.
Every number is generated by a script you can re-run yourself. Image benchmarks run on the Kodak and public high-resolution phone-photo corpora, encoded with libvips/sharp, libjxl and libheif, and scored with SSIM + PSNR against the lossless master.
Highlights (quick answers)
- AVIF vs JPEG: at identical quality (SSIM 0.95), AVIF is ~41% smaller than JPEG; WebP ~13% smaller.
- HEIC to JPG at matched quality makes a photo corpus ~2.5x bigger (to PNG, ~5.5x) — the "HEIC tax".
- Xvid/DivX vs modern video codecs: Xvid needs ~4x the bitrate of H.264 and ~8.9x AV1 at the same quality.
- GIF vs MP4: the same clip is 44-91x smaller as an MP4 than a GIF.
- App sizes: the median popular iOS app is ~400 MB to download; TikTok is 936 MB.
- Storage upgrade tax: makers charge ~$0.78/GB to add storage, ~13x the ~$0.06/GB flash cost.
- Lossless recompression: oxipng shrinks a PNG ~10%, jpegtran a JPEG ~6%, bit-identical.
- Fonts: a WOFF2 is ~40% of the TTF; subset to Latin, ~11%.
- PDF: Ghostscript /ebook cuts ~70% (lossy, text kept); qpdf ~13% lossless.
Files
| File | What it is |
|---|---|
compression-benchmark.csv |
Per-image JPEG/WebP/AVIF size + SSIM/PSNR across quality levels |
heic-tax-benchmark.csv |
HEIC vs matched JPG/PNG size at equal quality |
nextgen-formats-benchmark.csv |
JPEG XL vs AVIF/WebP |
cloud-price-index.csv |
Consumer cloud storage $/GB by provider and tier |
photo-storage-capacity.csv |
How many photos fit per GB at common resolutions |
video-codec-benchmark.csv / video-codec-summary.csv |
Xvid/DivX vs H.264/HEVC/AV1/VP9 bitrate at matched SSIM |
app-size-index.csv |
App Store download size of 40 popular iOS apps (date-stamped) |
storage-upgrade-tax.csv |
What makers charge to add storage vs flash cost (5-13x markup) |
gif-format-benchmark.csv |
Same clip as GIF/APNG/MP4/WebM: bytes + ratio vs GIF |
lossless-recompression.csv |
Lossless PNG/JPEG recompression savings (oxipng, jpegtran) |
font-format-weight.csv |
TTF vs WOFF vs WOFF2 vs Latin-subset |
svg-minify.csv |
SVGO + gzip savings on SVGs |
pdf-compression.csv |
Ghostscript (lossy) vs qpdf (lossless), with text-preservation check |
Sources & docs
- Cite: DOI 10.5281/zenodo.21217372 (concept DOI, all versions)
- Code + harness: https://github.com/cleanor-app/cleanor-storage-lab
- Open datasets catalog: https://cleanor.app/research/open-datasets
- Human-readable studies with charts: https://cleanor.app/research
License
Data: CC BY 4.0 (attribution required). Code in the source repo: MIT.
Citation
Cleanor Labs. Storage Lab: Open Image-Compression & Cloud-Storage Datasets. 2026. https://cleanor.app/research
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