Databricks Pricing in 2026:
Every DBU Rate, Every Cloud, Every Workload
Databricks charges $0.07 - $0.70 per DBU depending on workload type, plus separate cloud infrastructure costs from AWS, Azure, or GCP. This is the complete, independent pricing reference.
How Databricks Pricing Works
Databricks operates a dual-billing model that trips up many teams doing their first cost estimate. Understanding this split is the foundation of accurate cost planning.
1. Databricks Platform (DBUs)
Databricks charges for platform usage in Databricks Units (DBUs). Your DBU rate depends on the workload type (Jobs, All-Purpose, SQL, DLT, Serving) and your pricing tier (Standard, Premium, Enterprise). This is the bill from Databricks.
2. Cloud Infrastructure (VMs/Storage)
Your cloud provider (AWS, Azure, or GCP) charges separately for the virtual machines, storage, and networking that Databricks runs on. This is often 40-60% of the total bill and is frequently underestimated by teams new to the platform.
3. Total Cost = Both Combined
Your actual monthly Databricks spend is the sum of both bills. Most teams underestimate total costs by 50-200% when they only look at the Databricks pricing page and forget about infrastructure charges. Serverless workloads bundle both into a single DBU rate.
Databricks DBU Rates at a Glance
Premium tier rates per DBU across all three cloud providers. All prices in USD.
| Workload Type | AWS | Azure | GCP | Best For |
|---|---|---|---|---|
| Jobs Compute | $0.15 | $0.30 | $0.15 | Production ETL and scheduled batch workloads |
| Jobs Compute (Photon) | $0.20 | $0.24 | $0.20 | Photon-accelerated batch processing |
| Jobs Compute (Serverless)SERVERLESS | $0.37 | $0.45 | $0.37 | Serverless jobs with zero idle cost |
| All-Purpose Compute | $0.55 | $0.55 | $0.55 | Interactive notebooks and development |
| All-Purpose Compute (Photon) | $0.65 | $0.65 | $0.65 | Photon-accelerated interactive compute |
| All-Purpose Compute (Serverless)SERVERLESS | $0.75 | $0.95 | $0.75 | Serverless interactive notebooks |
| SQL Classic | $0.22 | $0.22 | $0.22 | Classic SQL warehouse (requires running cluster) |
| SQL Pro | $0.55 | $0.55 | $0.69 | Pro SQL warehouse with query profiling |
| SQL ServerlessSERVERLESS | $0.70 | $0.70 | $0.88 | Serverless SQL with instant scaling |
| DLT Core | $0.20 | $0.30 | $0.20 | Basic streaming and batch pipelines |
| DLT Pro | $0.25 | $0.38 | $0.25 | Pro pipelines with expectations and monitoring |
| DLT Advanced | $0.36 | $0.54 | $0.36 | Advanced pipelines with change data capture |
| CPU Model Serving | $0.07 | $0.08 | $0.07 | CPU-based model inference endpoints |
| GPU Model Serving | $0.07 | $0.08 | $0.07 | GPU-based model inference (high DBU/hr instances) |
| Foundation Model APIsSERVERLESS | $0.07 | $0.08 | $0.07 | Pay-per-token for hosted foundation models |
| Streaming (DLT) | $0.20 | $0.30 | $0.20 | Real-time streaming with Delta Live Tables |
| Streaming (Structured) | $0.15 | $0.30 | $0.15 | Structured Streaming on Jobs Compute |
What Does Databricks Actually Cost?
Real-world monthly cost estimates based on common team profiles. These figures include both Databricks platform charges and estimated cloud infrastructure costs on AWS.
Small Team
5 data engineers running daily ETL and interactive analysis
Mid-Size Analytics
20 engineers with ETL, SQL analytics, and ML experiments
Enterprise Lakehouse
100+ users with streaming, ML serving, SQL BI, and full lakehouse
Databricks Pricing Tiers
Databricks offers three pricing tiers with increasing features and DBU rates. The Standard tier is being retired across all cloud providers, so most new deployments should plan for Premium or Enterprise pricing.
| Feature | Standard | Premium | Enterprise |
|---|---|---|---|
| Unity Catalog | Limited | Full | Full + Enhanced |
| RBAC / Access Control | Basic | Full | Full + Attribute-based |
| Audit Logging | No | Yes | Yes + Enhanced |
| IP Access Lists | No | Yes | Yes |
| Customer-Managed Keys | No | No | Yes |
| HIPAA / FedRAMP | No | No | Yes |
| Private Link | No | Yes | Yes |
| Jobs DBU Rate (AWS) | $0.07 | $0.15 | $0.18 |
| All-Purpose DBU Rate (AWS) | $0.30 | $0.55 | $0.65 |
Standard Tier Retirement Notice
- AWS: Already retired for new customers
- Azure: October 2026 (no new workspaces after April 2026)
- GCP: Already retired for new customers
Discount Programs
Databricks offers several ways to reduce your bill. Committed-use discounts provide the largest savings for predictable workloads, while spot instances can dramatically cut cloud infrastructure costs.
Committed-Use Discounts
Spot / Preemptible Instances
Using spot instances (AWS), preemptible VMs (GCP), or spot VMs (Azure) for fault-tolerant batch workloads can reduce cloud infrastructure costs by 60-80%. This applies only to the cloud provider bill, not the Databricks DBU charges.
Free Trial
Databricks offers a 14-day free trial with access to all Premium features. However, cloud infrastructure charges from your cloud provider still apply during the trial period. Databricks Community Edition is available for free with limited resources for learning purposes.
Explore Databricks Pricing
DBU Pricing Explained
Complete rate tables for every workload type across all three clouds
Cost Calculator
Multi-workload calculator to estimate your monthly Databricks spend
Cloud Comparison
Side-by-side pricing for Databricks on AWS, Azure, and GCP
vs Snowflake
Honest cost comparison with worked examples for common scenarios
Serverless Pricing
When serverless saves money and when classic compute wins
AI & Model Pricing
Foundation models, GPU serving, and vector search costs
Enterprise Pricing
Real-world benchmarks, commitment discounts, and negotiation tactics
Cost Optimization
12 proven strategies to cut your Databricks bill
Frequently Asked Questions
How much does Databricks cost per month?
Monthly Databricks costs range from around $800-$1,500 for a small team of 5 engineers running daily ETL, to $8,000-$15,000 for a mid-size analytics team of 20 engineers, to $50,000-$200,000+ for enterprise deployments with 100+ users. Costs consist of two components: Databricks platform charges (measured in DBUs) and separate cloud infrastructure charges from AWS, Azure, or GCP.
What is a DBU in Databricks?
A Databricks Unit (DBU) is a normalised measure of processing power used for billing. Think of it like a kilowatt-hour for compute. The DBU rate varies by workload type (Jobs, All-Purpose, SQL, etc.), pricing tier (Standard, Premium, Enterprise), and cloud provider. Rates range from $0.07/DBU for Jobs Compute to $0.70+/DBU for SQL Serverless.
Does Databricks have a free tier?
Databricks offers a 14-day free trial, though cloud infrastructure charges still apply during the trial. Databricks Community Edition is available for free with limited resources and is suitable for learning and small experiments, but is not intended for production workloads. There is no permanent free tier for production use.
How does Databricks billing work?
Databricks uses a dual-billing model. You receive two separate bills: one from Databricks for platform usage (measured in DBUs), and one from your cloud provider (AWS, Azure, or GCP) for the underlying compute, storage, and networking resources. Total cost equals the sum of both bills.
Is Databricks pricing the same across AWS, Azure, and GCP?
No. DBU rates vary by cloud provider. Azure is typically 10-20% more expensive per DBU than AWS for most workload types. GCP rates are generally comparable to AWS. Beyond DBU rates, the cloud infrastructure costs (VMs, storage, egress) also differ significantly between providers.
What is the cheapest Databricks workload type?
Jobs Compute at $0.15/DBU (AWS/GCP) or $0.30/DBU (Azure) for the Premium tier is the most cost-effective workload type. Compared to All-Purpose Compute at $0.55/DBU, switching production ETL to Jobs Compute can save 60-75% on the Databricks platform portion of your bill.
What happened to Databricks Standard tier?
Databricks is retiring the Standard pricing tier. AWS and GCP have already stopped offering Standard tier to new customers. Azure Standard tier stops accepting new workspaces in April 2026 and will be fully retired by October 2026. Existing Standard tier customers must migrate to Premium, which has higher DBU rates.
Can I negotiate Databricks pricing?
Yes. Databricks offers committed-use discounts for volume commitments. Typical discounts range from 15% for $100K+ annual commitments to 35%+ for $1M+ multi-year deals. Commitments can span multiple cloud providers. Getting competing quotes from Snowflake, AWS EMR, or Azure Synapse can strengthen your negotiating position.