Replicate vs PlanetScale

Replicate

PlanetScale

Replicate · 11 features

• 10k+ Models — Public catalog of image, video, audio, LLM, embedding, speech models.
• Batch Predictions — Parallel batch execution.
• Cog — OSS tool to containerize ML models. Standard for Replicate.
• Deployments — Private model endpoints with dedicated GPUs.
• File Storage — Temporary output file hosting.
• Fine-Tuning — Fine-tune FLUX, SDXL, Llama 2/3 with your data.
• Per-Second Billing — Pay only while model runs. No idle cost for public models.
• Playground — Interactive UI for every public model.
• Predictions API — Async + sync + streaming predictions.
• Streaming Outputs — SSE streaming for LLMs + audio.
• Webhooks — Notify when predictions complete.

PlanetScale · 12 features

• Backups — Automated daily backups with retention.
• Database Branching — Git-like branches of your DB schema (not data). Create, diff, merge via deploy r…
• Deploy Requests — Schema changes in a feature branch get reviewed + auto-applied to main with zero…
• HIPAA — HIPAA-compliant deployments (Enterprise).
• Metal (NVMe) — Dedicated NVMe local storage. 10x IOPS vs EBS, latency-critical workloads.
• PgBouncer Pooler — Managed PgBouncer for Postgres clusters. Optional dedicated pooler.
• PlanetScale Boost — Query result cache with sub-ms reads.
• Point-in-Time Recovery — Restore cluster to any point within retention window.
• Postgres on PlanetScale — PostgreSQL 15+ with the same branching + deploy-request flow. Launched 2024.
• Query Insights — Per-query performance analytics, slow query tracking, explain plans.
• Read-only Regions — Route reads to the nearest region for lower latency.
• Vitess (MySQL at scale) — Horizontally-sharded MySQL (YouTube-scale) — original PlanetScale offering.