Databricks provides unified analytics platform for big data processing, machine learning, and collaborative data science. Explore essential information for building Databricks API integrations and webhooks.
Limitations to Databricks API
- Complex authentication and workspace management. Managing multiple authentication methods (OAuth, PAT, service principals) across different workspace levels can create security and access challenges for integrations.
- Compute costs tied to API usage. Unlike traditional APIs, many Databricks operations trigger billable compute resources, making cost prediction and management more complex for data-intensive integrations.
- Rate limits vary significantly by endpoint. Different APIs have different constraints (like 10MB request limits for Jobs API), requiring careful planning for bulk operations or real-time data processing.
- Limited sandbox options increase development costs. True sandbox environments require separate Databricks instances, adding expenses during integration development and testing phases.
Popular third party Databricks API integrations
Coefficient
Coefficient is a powerful spreadsheet add-on designed to empower non-technical users and spreadsheet enthusiasts by providing instant access to live data from over 70 business systems and databases directly within Google Sheets or Excel.
Its Databricks integration allows you to easily pull data from Databricks using a no-code interface, custom SQL, or even AI-powered SQL generation, making data analysis, reporting, and automation more accessible for business teams without technical complexity.
Pricing (as of August 2025)
- Free Plan: $0/month – Import up to 5,000 rows/month, no automated refreshes, 3 data sources
- Starter Plan: $49/month – Up to 5,000 rows/month, 3 data sources, limited automated refreshes
- Pro Plan: $99/month per user – Unlimited rows, up to 6 data sources (10 accounts/source), up to 5,000 refreshes/month
- Enterprise Plan: Custom pricing – For large teams with high volume, advanced features, and priority support. Contact sales for details and volume discounts
Pros
- Extremely intuitive for spreadsheet users; no coding required for most use cases
- Robust real-time data sync with automation features for reporting, alerts, and more
- AI-powered assistant can build dashboards, charts, and even write SQL with business context
Cons
- Deepest functionality is tied to Google Sheets and Excel, not for standalone use
- Limited flexibility for users who require highly customized, script-based workflows
- Requires whitelisting IP addresses and managing access tokens for Databricks connections
Integrate.io
Integrate.io is a cloud-based ETL (Extract, Transform, Load) and reverse ETL platform designed to connect a wide range of data sources (including Databricks), databases, and SaaS apps in a simple, drag-and-drop environment. This tool is well-regarded for its ease of use and scalability, making it a common choice for companies that want to automate complex data flows between systems without writing code.
Pricing (as of August 2025)
- Flat-rate Pricing: $1,999/month for the base tier (includes unlimited data flows and connectors)
- Custom Plans: Enterprise options and contract buyouts are available — contact sales for tailored pricing and additional features
Pros
- Intuitive drag-and-drop, no-code user interface for building integrations
- Supports more than 140 connectors, including databases, cloud storage, and SaaS
- Scalable and robust for handling large datasets, including real-time and batch workloads
Cons
- Can struggle with highly customized or complex data transformation scenarios
- Support for rare edge-case integrations may be limited
- Pricing can be high for organizations needing many connectors or advanced functions
Pipedream
Pipedream is a workflow automation and integration platform that lets you connect Databricks with over 2,700 applications, enabling event-driven data pipelines, automated cluster management, and robust workflow orchestration. It is highly flexible for developers, allowing both no-code and code-based steps to optimize and control Databricks jobs in response to events from other platforms (like GitHub, Amazon S3, etc.).
Pricing (as of August 2025)
- Free Plan: $0/month – Limited workflows and executions
- Basic: $29/month – For individuals, increased task and workflow limits
- Advanced: $49/month – For teams and production-grade automation, more workflows and features
- Connect: $99/month – For developers building integrations, additional capacity and API endpoints
- Enterprise: Custom pricing – For advanced needs; contact sales for custom offers
Pros
- Powerful automation for technical users who need custom workflow logic
- Integrates with a wide array of business, developer, and storage tools
- Supports both no-code building blocks and advanced coding for maximum flexibility
Cons
- More technical learning curve compared to pure no-code tools
- Reliant on external platform APIs, which may affect speed and stability
- Some advanced features are only available on higher-priced plans
Databricks API videos
Unlock your Databricks insights
Complex data analytics shouldn’t require complex integrations. Coefficient brings your Databricks data directly into spreadsheets, turning raw analytics into actionable insights. Your data science becomes accessible. Your business decisions get faster.
Get started with Coefficient and transform your Databricks data into powerful business intelligence.