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This article explains the SKUs and DBU multipliers used to bill for various Databricks serverless offerings.
For Azure Databricks pricing, see pricing details.
What is a DBU multiplier?
When using certain features, a multiplier is applied to the underlying DBUs consumed. For instance, Data Quality Monitoring has a 2X multiplier. If the associated background job uses 5 DBUs, you are billed for 10 DBUs after applying the multiplier. The DBUs shown on your bill and in system tables reflect the final amount after this multiplier is applied. See What is a DBU for the definition of a DBU.
Automated Serverless SKU
The following capabilities are billed against the Automated Serverless SKU.
| Feature | DBU multiplier |
|---|---|
| Serverless Jobs | 1X |
| Serverless Spark Declarative Pipelines | 1X |
| Predictive Optimization | 1X |
| Data Quality Monitoring | 2X |
| Fine-Grained Access Control | 1X |
| Online tables synchronization (Preview) | 1X |
| Online tables Capacity Unit (Preview) | 2X |
| Materialized Views and Streaming Tables in Databricks SQL | 1X |
| Data Classification | 3X |
Interactive Serverless SKU
The following capabilities are billed against the Interactive Serverless SKU.
| Product / Feature | DBU Multiplier |
|---|---|
| Serverless Notebook | 1X |
| Databricks Apps - Medium compute/hr | 0.5X |
| Databricks Apps - Large compute/hr | 1X |
Database Serverless Compute SKU
The following capabilities are billed against the Database Serverless SKU.
| Product / Feature | DBU Multiplier |
|---|---|
| Lakebase Provisioned Compute | 1X |
SQL Serverless SKU
The following capabilities are billed against the SQL Serverless SKU.
| Warehouse Size | DBU/hour |
|---|---|
| 2X-Small | 4 |
| X-Small | 6 |
| Small | 12 |
| Medium | 24 |
| Large | 40 |
| X-Large | 80 |
| 2X-Large | 144 |
| 3X-Large | 272 |
| 4X-Large | 528 |
Model Serving SKU
The following capabilities are billed against the Serverless Real-Time Inference SKU.
AI Gateway
| Product / Feature | DBU Multiplier |
|---|---|
| Inference Tables for CPU, GPU endpoints | 7.143 DBUs / 1 GB of payload |
| Usage Tracking for CPU, GPU endpoints | 1.429 DBUs / 1 GB of payload |
CPU Model Serving
1 concurrent request/hr = 1 DBU/hr
GPU Model Serving
| Instance Size | GPU configuration | DBUs / hour |
|---|---|---|
| Small | T4 or equivalent | 10.48 |
| XLarge | A100 80GB x 1 GPU or equivalent | 78.60 |
| 2XLarge | A100 80GB x 2 GPU or equivalent | 157.20 |
| 4XLarge | A100 80GB x 4 GPU or equivalent | 314.40 |
Foundation Model Serving
| Model | Pay-Per-Token: DBU / 1M INPUT tokens | Pay-Per-Token: DBU / 1M OUTPUT tokens | Provisioned Throughput: DBU per hour |
|---|---|---|---|
| Llama 4 Maverick | 7.143 | 21.429 | 85.714 |
| Llama 3.3 70B | 7.143 | 21.429 | 85.714 |
| GPT OSS 120B | 2.143 | 8.571 | 71.429 |
| Gemma 3 12B | 2.143 | 7.143 | 71.429 |
| Llama 3.1 8B | 2.143 | 6.429 | 53.571 |
| GPT OSS 20B | 1.000 | 4.286 | 53.571 |
| Llama 3.2 3B | n/a | n/a | 46.429 |
| Llama 3.2 1B | n/a | n/a | 42.857 |
| GTE | 1.857 | n/a | 20.000 |
| BGE Large | 1.429 | n/a | 24.000 |
Anthropic Model Serving
| Model | Endpoint Type | Context Length | Pay-Per-Token: DBU / 1M INPUT tokens | Pay-Per-Token: DBU / 1M OUTPUT tokens | Pay-Per-Token: DBU / 1M CACHE WRITES tokens | Pay-Per-Token: DBU / 1M CACHE READS tokens | Batch Inference: DBU per hour |
|---|---|---|---|---|---|---|---|
| Claude Opus 4.5 | Global | Short Context | 71.429 | 357.143 | 89.286 | 7.143 | n/a |
| In-geo | 78.571 | 392.857 | 98.214 | 7.857 | n/a | ||
| Claude Opus 4 / 4.1 | Global/In-geo | All Lengths | 214.286 | 1,071.43 | 267.857 | 21.429 | 514.286 |
| Claude Sonnet 4.5 | Global | Short Context | 42.857 | 214.286 | 53.571 | 4.286 | 214.286 |
| In-geo | 47.143 | 235.715 | 58.928 | 4.715 | 235.715 | ||
| Global | Long Context (>200k tokens) | 85.714 | 321.429 | 107.143 | 8.571 | 214.286 | |
| In-geo | 94.285 | 353.572 | 117.857 | 9.428 | 235.715 | ||
| Claude Sonnet 3.7 / 4 / 4.1 | Global/In-geo | Short Context | 42.857 | 214.286 | 53.571 | 4.286 | 214.286 |
| Long Context (>200k tokens) | 85.714 | 321.429 | 107.143 | 8.571 | 214.286 | ||
| Claude Haiku 4.5 | Global | All Lengths | 14.286 | 71.429 | 17.857 | 1.429 | n/a |
| In-geo | 15.715 | 78.572 | 19.643 | 1.572 | n/a |
Shutterstock Image AI
1 image = 0.857 DBUs
Vector Search
| Endpoint option | DBU/hour for 1 unit | Vector Capacity per Unit |
|---|---|---|
| Standard | 4.0 | 2 million |
| Storage optimized | 18.29 | 64 million |
| Model | DBUs per 1k requests |
|---|---|
| Databricks Vector Search Reranker | 28.571 |
Agent Evaluation
| Product | DBUs |
|---|---|
| Agent Evaluation LLM Judge | 2.14 DBUs/M input tokens 8.57 DBUS/M output tokens |
| Agent Evaluation Synthetic Data | 5.0 DBU per question generated |
AI Functions
| Server | Workload type | Estimated SRTI DBUs* |
|---|---|---|
| AI Parse Document | Simple page with no caption Simple page with captions Medium complexity page with tables, images, captions High complexity page with detailed diagrams and captions |
10-15 DBUs 20-25 DBUs 60-65 DBUs 85-90 DBUs |
* Estimated prices shown before 50% promotional discount running until June 30, 2026
Model Training
The following capabilities are billed against the Model Training SKU.
Model Training - Fine Tuning
| Model | Training word count | Approximate DBUs | Approximate cost/run ($0.65/DBU US East) |
|---|---|---|---|
| Llama 3.3 70B | 10,000,000 | 225 | $146.25 |
| 500,000,000 | 11,000 | $7,150.00 | |
| Llama 3.1 70B | 10,000,000 | 225 | $146.25 |
| 500,000,000 | 11,000 | $7,150.00 | |
| Llama 3.1 8B | 10,000,000 | 100 | $65.00 |
| 500,000,000 | 4,400 | $2,860.00 | |
| Llama 3.2 3B | 10,000,000 | 75 | $48.75 |
| 500,000,000 | 2,750 | $1,787.50 | |
| Llama 3.2 1B | 10,000,000 | 25 | $16.25 |
| 500,000,000 | 1,100 | $715.00 |
Model Training - Forecasting
| Feature | DBU Multiplier |
|---|---|
| Model Forecasting | 4.0X |
Databricks Storage
The following capabilities are billed against the Databricks Storage SKU
| Product / Feature | DSU Multiplier |
|---|---|
| Vector Search | 10X |
| Databricks Storage - Per GB of stored data | 1X |
| Databricks Storage - Per 1000 write operations | 0.3535X |
| Databricks Storage - Per 1000 read operations | 0.0226X |