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Development & Code
SQLCoder
SQLCoder logo
Development & Code

SQLCoder

SQLCoder is an open-source, large language model fine-tuned specifically for generating SQL queries from natural language prompts. Developed by Defog, it is designed to translate complex, human questions into accurate, production-ready SQL code. The model is optimized for performance on real-world database schemas, including those with multiple joins, nested queries, and window functions, making it a powerful tool for data analysts, engineers, and business intelligence professionals. It aims to democratize data access by allowing non-technical users to query databases using plain English, thereby reducing the dependency on specialized SQL knowledge. SQLCoder is available in various sizes, including a 7B parameter model that can run locally, and is benchmarked against other models for accuracy on challenging SQL tasks. It can be integrated into applications via API or used directly through its hosted web interface, Defog SQL, which connects to live databases for interactive querying.

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πŸ“Š At a Glance

Pricing
Freemium
Reviews
No reviews
Traffic
β‰ˆ50K visits/month (public web traffic estimate for defog.ai, Similarweb, March 2025)
Engagement
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Categories
Development & Code
SQL Tools

Key Features

Natural Language to SQL Translation

Converts plain English questions into syntactically correct SQL queries, handling complex logic like joins, subqueries, and aggregations.

Schema-Aware Context

The tool ingests and understands your database schema (tables, columns, relationships) to generate queries that are contextually accurate to your specific data structure.

Self-Correction & Explanation

If a generated query returns an error or no results, the model can attempt to debug and correct itself. It also provides natural language explanations of what the SQL query does.

Multi-Database Support

Connects to and generates dialect-specific SQL for major databases like PostgreSQL, MySQL, Snowflake, BigQuery, Redshift, and MS SQL Server.

Local & Private Deployment

The core SQLCoder model is open-source and can be run entirely locally or within a private VPC, ensuring data never leaves your infrastructure.

Interactive Query Chat

Provides a conversational interface where users can ask follow-up questions based on previous results, and the AI maintains context throughout the session.

Pricing

Free

$0
  • βœ“Up to 100 queries per month
  • βœ“Access to the standard SQLCoder model
  • βœ“Connect to one data source
  • βœ“Basic email support
  • βœ“CSV export of results

Pro

Usage-based, starting at $50/month
  • βœ“1,000 query credits included per month
  • βœ“Access to advanced models for higher accuracy
  • βœ“Connect up to 5 data sources
  • βœ“Priority email support
  • βœ“Team collaboration features
  • βœ“API access for integration

Enterprise

Custom
  • βœ“Unlimited queries and data sources
  • βœ“Dedicated instance and model fine-tuning
  • βœ“Single Sign-On (SSO/SAML)
  • βœ“Enterprise-grade security & compliance (SOC 2, GDPR)
  • βœ“Dedicated customer success manager
  • βœ“Custom SLAs and on-premise deployment options

Traffic & Awareness

Monthly Visits
β‰ˆ50K visits/month (public web traffic estimate for defog.ai, Similarweb, March 2025)
Global Rank
##1,200,000 global rank by traffic, Similarweb estimate
Bounce Rate
β‰ˆ45% (Similarweb estimate, Q1 2025)
Avg. Duration
β‰ˆ00:03:15 per visit, Similarweb estimate, Q1 2025

Use Cases

1

Business Intelligence for Non-Technical Teams

Marketing, sales, and operations teams can directly ask data questions in plain English without waiting for a data analyst. For example, a marketing manager can ask, "Show me the conversion rate by campaign for the last 30 days, segmented by region." This democratizes data access, speeds up decision-making, and reduces the reporting backlog on data teams.

2

Accelerating Data Analyst Workflows

Data analysts and scientists use SQLCoder to draft complex SQL queries quickly. Instead of writing boilerplate code for multi-table joins and window functions, they describe the logic in natural language. This allows them to focus on higher-level analysis, data validation, and storytelling, significantly increasing their productivity on routine querying tasks.

3

Embedded Analytics in SaaS Products

SaaS companies can integrate SQLCoder's API to offer a "Ask Your Data" feature within their application. Their end-users, such as retail managers using an inventory platform, can get instant answers from the application's database without needing to understand the underlying data model, enhancing the product's value and stickiness.

4

Data Onboarding and Exploration

When a new analyst joins a team or needs to explore an unfamiliar database, they can use SQLCoder to rapidly understand the schema and extract insights. By asking questions like "What are the largest tables by row count?" or "Show me a sample of recent transactions," they can get up to speed without extensive documentation or mentorship.

5

Automated Report Generation

Organizations can automate the creation of daily, weekly, or monthly reports by scripting SQLCoder API calls. The system can generate the necessary SQL for standard KPIs, execute it against the data warehouse, and populate dashboards or send email summaries. This reduces manual, repetitive work and ensures consistent, timely reporting.

How to Use

  1. Step 1: Access the tool by visiting the Defog SQL website (defog.ai/sql) and signing up for an account. Alternatively, for the open-source SQLCoder model, download it from Hugging Face or GitHub.
  2. Step 2: Connect your data source. In Defog SQL, you can connect to databases like PostgreSQL, MySQL, Snowflake, or BigQuery by providing connection credentials securely. For the local model, you need to set up your database connection separately.
  3. Step 3: Provide context by uploading your database schema or allowing the tool to introspect it. This step is crucial for the AI to understand table names, column relationships, and data types.
  4. Step 4: Ask your question in natural language. Type a plain English question about your data into the chat interface, such as "What were our top 10 products by revenue last quarter?"
  5. Step 5: Review and execute the generated SQL. The tool will display the SQL query it has generated. You can review it for accuracy, edit it if necessary, and then run it directly against your connected database.
  6. Step 6: View and export the results. The query results are displayed in a table format. You can download them as CSV, share them with team members, or create visualizations.
  7. Step 7: Iterate and refine. Ask follow-up questions based on the results to drill down into the data. The tool maintains context from previous queries to improve subsequent generations.
  8. Step 8: Integrate into workflows. Use the provided API to embed SQLCoder's capabilities into your own applications, dashboards, or data pipelines for automated report generation.

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At a Glance

Pricing Model
Freemium
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