Kraftr vs Pebblely: which is right for your catalog?
Last verified: 2026-05-21 · Competitor specs sourced from public pricing/feature pages.
Short answer. If you ship on-model fashion or jewelry catalogs for Indian marketplaces — Myntra, Flipkart, Amazon India, Nykaa, AJIO, Meesho — pick Kraftr. Kraftr renders gender-matched on-model imagery at marketplace spec, in INR, with garment and metal fidelity locked from your reference. If you ship product-only packshots on lifestyle backgrounds — candles, beauty bottles, watches, accessories — pick Pebblely. They are adjacent tools, not the same job; honest framing matters when you’re choosing one.
Twelve rows. Same garment, same buyer, two pipelines.
Neutral cells, narrative in the conclusions below. ✓ means the capability is published and first-class on the tool today. ~ means partial — possible with workarounds, missing a critical sub-spec, or not the tool’s primary job. – means not in scope.
Pebblely facts cited from pebblely.com/pricing and pebblely.com/docs. Last reviewed May 2026.
The thing buyers return over.
Returns on Indian fashion marketplaces are driven primarily by “not as pictured” — fabric drift, color drift, embroidery and trim drift, fit drift. Fidelity to the source garment is the single biggest signal that suppresses returns. Same applies to jewelry: metal tone, stone color, and finish have to match the SKU the buyer receives.
Weave, print, drape, trim — preserved.
The pipeline reads weave and print at scale from the reference and locks them across every angle in the drop. On jewelry, metal tone, stone color, and finish are pinned to the reference. Garment identity is non-negotiable in the renderer — the model can change, the backdrop can change, the print density can’t.
- On-model apparel — front, back, side, detail, look-shot consistency
- Jewelry — metal, stone, finish; on-bust and on-model both
- Same model identity across a 5-slot drop
- No invention of trims, hardware, or print motifs
Background swap on a clean subject.
Pebblely’s strength is clean: you give it a product packshot, it gives you the same product on a styled background. The subject is preserved because the model isn’t re-rendering it — only the scene around it changes. That works beautifully for product-only categories where the SKU has no human in the frame and the “photo” is really “product + environment.”
- Strong on candles, beauty, watches, accessories, pet products
- 40+ background themes + custom prompt scenes
- Bulk variants of the same product across many scenes for ads and social
- Not built for on-model apparel; on-model fashion drift is out of scope
Pay-as-you-go in INR vs USD subscription.
USD figures for Pebblely are converted at roughly ₹83–₹85 / $1 as of May 2026 — your bank’s rate and forex markup will vary. Kraftr bills in INR natively; no FX volatility, no monthly auto-renew, and paid credits never expire (signup credits expire 30 days after sign-up).
| Tier | Kraftr | Pebblely |
|---|---|---|
| Entry | Starter — ₹2,500 / 100 credits · ~25 × 4K images | Lite — $9/mo (~₹750) / 30 images |
| Mid | Growth — ₹10,000 / 500 credits · ~125 × 4K images | Basic — $19/mo (~₹1,600) / 200 images |
| High volume | Scale — ₹35,000 / 2,000 credits · ~500 × 4K images | Pro — $39/mo (~₹3,250) / 500 images |
| Billing model | One-time credit packs · paid credits never expire | Monthly subscription · auto-renew |
| Per-image rate (mid) | ₹70–₹100 / 4K image | ~₹8 / image (product-only, not on-model) |
| Free trial | 10 credits, no card | No free trial published on the Pebblely pricing page; paid plans start at $9/month |
The per-image rates aren’t directly comparable — a Kraftr 4K credit produces an on-model marketplace-spec render; a Pebblely credit produces a product-only background render. The same garment cannot be priced against the same garment because Pebblely doesn’t render the on-model SKU. For Indian apparel sellers, the right comparison is against a traditional shoot: see Kraftr vs traditional photoshoot.
One source, three marketplaces, three ratios.
Myntra, Flipkart, and Amazon India each have their own aspect-ratio and dimension rules. Kraftr renders the same garment to each spec from a single source. Pebblely’s canvas tops out at 2048 × 2048; input aspect ratios are padded to square before background generation, so non-square marketplace ratios require a manual extend-canvas or post-crop step.
| Marketplace | Spec | Kraftr | Pebblely |
|---|---|---|---|
| Myntra | 3:4 portrait · 1500×2000 · on-model 5-slot | Native preset · on-model · ✓ | No on-model · ratio padded to square |
| Flipkart | 1:1 square · 2000×2000 · on-model + flat | Native preset · ✓ | Square supported · product-only |
| Amazon India | 1:1 square · 2000×2000 · 85% frame fill | Native preset · ✓ | Square supported · product-only |
| Nykaa / AJIO / Meesho | Mixed — 1:1 and 3:4 | Native presets · ✓ | Manual canvas extend required |
For the full Myntra spec breakdown, see the Myntra listing photos use case and the 2026 marketplace photo spec reference.
When to pick which.
Comparison pages that pretend a competitor is bad at everything get ignored by search engines and customers alike. Pebblely is a good tool for the job it’s built for. Kraftr is a better tool when the job is on-model fashion or jewelry at Indian marketplace spec. Both can be true.
- D2C fashion brands shipping Myntra, Flipkart, Amazon India, Nykaa, AJIO, or Meesho catalogs at marketplace spec.
- Jewelry brands that need on-model hero shots (necklace, earrings, kada, mangalsutra) — not just packshots.
- Teams shipping 50–200 SKU drops per cycle with the full apparel 5-slot sequence per SKU.
- Brands that need garment weave, print scale, drape, trim, metal, and stone preserved from a single flat-lay or reference.
- India-first ops — INR billing, IST support, pay-as-you-go with no expiry, no monthly commitment.
- Packshot-on-background catalogs — candles, beauty bottles, watches, electronics accessories.
- Brands whose product photography is already shot in-house and only needs AI background swaps.
- Teams already running a Shopify, Etsy, Amazon, Lazada, or Shopee pipeline that wants a lighter background tool plugged in via API.
- Bulk lifestyle variants of the same product photo — 40+ themed backgrounds, multi-channel resizing for ads and social.
- USD-billing teams comfortable with a flat monthly subscription instead of credit packs.
Many India D2C brands keep both for a cycle. Pebblely covers packshot-on-background variants for ads and social; Kraftr covers on-model marketplace listings and the hero shots that carry the PDP. The pipelines are complementary more often than competitive.
What buyers ask before they switch.
- Is Pebblely a direct competitor to Kraftr?
- Not really — they overlap less than the name "alternative" suggests. Pebblely is an AI background tool for product-only photography: you upload a packshot of a candle, watch, or jewelry piece on a plain backdrop, and Pebblely places it into a styled scene. Kraftr is an on-model fashion + jewelry render pipeline: you upload a flat-lay garment or a jewelry reference and Kraftr produces marketplace-spec on-model imagery at Myntra, Flipkart, and Amazon India ratios. They are adjacent tools, not the same job.
- How does Kraftr pricing compare to Pebblely in INR?
- Kraftr is pay-as-you-go from ₹70–₹100 per 4K image — credit packs are ₹2,500 / 100 credits (Starter), ₹10,000 / 500 (Growth), and ₹35,000 / 2,000 (Scale), with no expiry. Pebblely is a USD subscription: $9 / 30 images (Lite), $19 / 200 (Basic), $39 / 500 (Pro), renewed monthly. At an INR conversion of roughly ₹83–₹85 per USD, Pebblely Pro runs ~₹3,250/month for 500 product-only background renders; Kraftr Growth runs ₹10,000 one-time for 500 credits of on-model fashion or jewelry, no monthly commitment.
- Can Pebblely do on-model fashion photography for Myntra?
- No. Pebblely is designed for product-only / packshot use cases — backgrounds for jewelry on a stand, candles on a shelf, beauty bottles in a lifestyle scene. It does not render gender-matched on-model apparel at Myntra's 3:4 portrait spec. For Myntra apparel listings (5-slot sequence, full-length on-model, gender-match, light-grey house-standard), use Kraftr or another on-model tool.
- I sell jewelry on Indian marketplaces. Which one is right?
- Depends on your slot strategy. If your hero shot is a stylized packshot of the piece on a plain or AI background (common for studs, rings, watches), Pebblely is a fast and cheap fit. If your hero is on-model — necklace on the neckline, earrings on the ear, kada on the wrist — Kraftr is the right tool because Pebblely doesn't render on-model. Many Indian jewelry brands use a packshot AND an on-model shot per SKU; Kraftr covers both since you can render packshots too, while Pebblely only covers the packshot side.
- Can I switch from Pebblely to Kraftr mid-cycle?
- Yes. There is no contract on Kraftr — paid credits never expire, so spend them across drops at your own pace. The 10 free signup credits expire 30 days after sign-up; use them on your first test render. Sign up free (no card), render a test SKU on the same garment or jewelry piece you have in Pebblely, and compare. Most teams keep both for the first month: Pebblely for product-only background swaps, Kraftr for on-model and marketplace-spec renders.
- Does Pebblely support Indian marketplace aspect ratios out of the box?
- Not as presets. Pebblely's canvas runs up to 2048×2048 and inputs of any aspect ratio are accepted but padded to square for background generation. Myntra's required 3:4 portrait at 1500×2000 px, Flipkart's 1:1, and Amazon India's 1:1 are not first-class presets — you would extend canvas manually or post-crop. Kraftr renders directly at all ten ratios including 3:4 portrait and 1:1 square, sized to each marketplace's spec.
- What about turnaround for a 100-SKU drop?
- Kraftr ships a 100-SKU drop with the full Myntra 5-slot sequence (500 images) in under 24 hours on the batch tier, or in minutes on instant. Pebblely's API supports up to 200,000 images per day in aggregate, so volume is not the bottleneck — but you will be running packshot-on-background renders, not on-model. For an apparel drop with full marketplace compliance and gender-matched models, Pebblely is not the right pipeline regardless of throughput.
Kraftr vs Botika →
Two on-model fashion pipelines, side by side. India pricing, fidelity, marketplace spec.
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10 credits. No card. First on-model render on us.
Curious how Kraftr renders the same garment or jewelry piece you have in Pebblely? Try a single SKU free and compare on the same screen. More about who we are.