What is data democratization?

Data democratization is the practice of making organizational data accessible to all team members who need it, regardless of their technical skills. With Query Streams, anyone can run shared queries from Excel or Google Sheets, adjust interactive filters, or use Nova AI to ask questions in plain English -- all without SQL knowledge or direct database access.

Do team members need SQL skills to access database data?

No. Query Streams separates query creation from query consumption. A technical team member or Nova AI creates the query once, adds interactive filters, and shares it. Recipients run the shared query from their Excel or Google Sheets add-in, adjust filters via dropdowns, and get live results without writing or seeing SQL.

How is data democratization with Query Streams different from Tableau or Power BI?

BI tools require per-user licensing, weeks of training, and pre-built data models. Query Streams delivers data directly into Excel and Google Sheets with no new software to learn, flat pricing per plan instead of per-user, and no data models to build.

What are interactive filters and how do they enable self-service analytics?

Interactive filters transform static queries into configurable data tools. Query creators define parameters using explicit variables or Query Streams auto-detects filterable values from SQL conditions. End users see simple dropdowns in their spreadsheet add-in to adjust values and run the query without editing SQL.

Is data democratization secure with Query Streams?

Yes. The Query Streams Agent runs on your infrastructure with outbound-only connections. Database credentials never leave the Agent. You share specific queries with specific users, revoke access anytime, and every execution is logged for audit compliance.

Can I share database data with external partners or clients?

Yes. Share a query with a client or vendor, and they run it from their own Excel or Google Sheets with independent filter selection. They see only the data the query returns -- no SQL code, no credentials, no direct database access.

Which databases does Query Streams support?

Microsoft SQL Server, PostgreSQL, MySQL, MariaDB, SQLite, Microsoft Access, Oracle, Snowflake, BigQuery, and DuckDB. Also supports API connector data from Stripe, HubSpot, Shopify, Google Analytics, Google Search Console, and ShipStation.

What does data democratization cost with Query Streams?

The free tier includes the Agent, database connectors, Excel/Sheets add-ins, query sharing, and interactive filters. Nova AI is available on Business and Enterprise plans with monthly credit allocations. Query execution is always unlimited. Pricing is flat per plan, not per user.

What is Nova AI and how does it help with self-service BI?

Nova AI is Query Streams' built-in AI analytics engine that generates validated, dialect-correct SQL from plain English questions. It reads your actual database schema, supports 9 SQL dialects, produces 6 chart types, and offers conversational follow-up analysis -- enabling any team member to query databases without SQL.

Who should NOT use Query Streams for data democratization?

Query Streams is not ideal for real-time streaming dashboards, pixel-perfect paginated reports like SSRS, complex multi-source data blending visualizations, or organizations with well-adopted enterprise BI deployments. It excels at getting live database data into spreadsheets for non-technical users.

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Setup

5

How to Install the Query Streams Agent on Windows
How to Install the Query Streams Agent on Linux
How to Install the Query Streams Agent on macOS
Query Streams Access Level Permissions: Complete User Role Management Guide
How to Install the Query Streams Google Sheets Addon

Nova AI

8

Nova Concierge Mode: A Personal Data Analyst for Every User
Nova Taught Knowledge: How Verified Learning Works
How Nova AI Learns Your Database Schema Automatically
AI Data Analytics: Query Any Database Without a BI Tool
BI and Data Analytics Without Tableau or Power BI
Text to SQL: How Nova AI Turns Questions Into Database Queries
AI Powered Analytics: Ask Questions, Get SQL + Charts
Natural Language to SQL: How Nova AI Turns Questions Into Database Queries

API to SQL Connector Setup

14

How to Connect iTick to Google Sheets — Live Stocks, Crypto, and Forex Data
How to Connect iTick to Microsoft Excel — Live Stocks, Crypto, and Forex Data
How to Connect Google Analytics to Google Sheets – Query Web Analytics with SQL
How to Connect Google Analytics to Excel – Query Web Analytics with SQL
How to Connect Google Search Console to Google Sheets – Query SEO Data with SQL
How to Connect Google Search Console to Excel – Query SEO Data with SQL
How to Connect HubSpot to Google Sheets – Query CRM Data with SQL
How to Connect HubSpot to Excel – Query CRM Data with SQL
How to Connect ShipStation to Excel – Query Shipping Data with SQL
How to Connect ShipStation to Google Sheets – Query Shipping Data with SQL
How to Connect Shopify to Google Sheets – Query E-Commerce Data with SQL
How to Connect Shopify to Excel – Query E-Commerce Data with SQL
How to Connect Stripe to Google Sheets – Query Payment Data with SQL
How to Connect Stripe to Excel – Query Payment Data with SQL

Data Connector Setup

20

How to Connect BigQuery to Google Sheets – Stream Live Data Warehouse Analytics
How to Connect Oracle to Google Sheets – Stream Live Enterprise Database Data
How to Connect Oracle to Excel – Stream Live Enterprise Database Data
How to Connect BigQuery to Excel – Stream Live Data Warehouse Analytics
How to Connect DuckDB to Google Sheets – Stream Live Analytics Database Data
How to Connect DuckDB to Excel – Stream Live Analytics Database Data
How to Connect Snowflake to Excel – Stream Live Data Warehouse Analytics
How to Connect Snowflake to Google Sheets – Stream Live Data Warehouse Analytics
How to Connect Microsoft Access to Excel – Stream Live Database Data
How to Connect Microsoft Access to Google Sheets – Stream Live Database Data
How to Connect MariaDB to Google Sheets – Stream Live Database Data
How to Connect MariaDB to Excel – Stream Live Database Data
How to Connect MySQL to Google Sheets – Stream Live Database Data
How to Connect MySQL to Excel – Stream Live Database Data
How to Connect SQLite to Google Sheets – Stream Live Lightweight Database Data
How to Connect SQLite to Excel – Stream Live Lightweight Database Data
How to Connect PostgreSQL to Google Sheets – Stream Live Database Data
How to Connect PostgreSQL to Excel – Stream Live Database Data
How to Connect Microsoft SQL Server to Google Sheets – Stream Live Database Data
How to Connect Microsoft SQL Server to Excel – Stream Live Database Data

Articles

51

Airtable Automation — Sync Live Database and API Data Automatically
Real-Time Analytics: Live Database Queries and Streaming Data in Spreadsheets
Excel Automation: Automate Live Database Reports Without Macros or VBA
ETL Tools Alternative: Skip the Pipeline, Query Your Database Live
Data Visualization Tools: Create Charts & Dashboards from Live SQL Queries
Data Integration Platform: Connect Any Database to Excel, Sheets & More
Database Analytics: Query, Analyze & Visualize Your Data Without a BI Platform
Data Democratization: Give Every Team Member Access to Database Insights
Data Analytics Platform: SQL-Powered Analytics for Every Database
Business Intelligence Software: Lightweight BI for Teams That Don’t Need Tableau
BI Tools for Spreadsheet Users: Real Analytics Without Leaving Excel or Google Sheets
Smartsheet Database Automation — Sync Live SQL Data Without Zapier
ODBC Alternative for Google Sheets
SeekWell Alternative — SQL to Spreadsheets Without Slack
SQL Server Reporting Without SSRS: Live Reports in Excel and Google Sheets
Oracle Reporting: Live Oracle Data in Excel and Google Sheets
Mixed Analytics Alternative for Google Sheets
Microsoft Access Reports: Build Better Reports from Your Access Database
Flatly Alternative for Google Sheets — Live SQL Without CSV Exports
Database Reporting Tool: SQL Reports Without a BI Platform
Database Automation: Schedule SQL Reports to Excel, Sheets and Airtable
Database Dashboard: Build Live SQL Dashboards in Excel and Google Sheets
Data Query in Excel: Pull Live Database Results into Any Spreadsheet
Connect REST APIs to Excel Without VBA or Power Query
Conversational BI: Query Any Database in Plain English
Airtable Reporting: Sync Live Database Results to Airtable
Connect Cloud Databases to Excel and Google Sheets (AWS RDS, Azure SQL, Google Cloud SQL)
Apipheny Alternative — API to Sheets Without Limits
Build No-Code Database Apps with Live SQL Data
Query Streams vs Coupler.io: Which Data Connector Is Right for You?
Skyvia Alternative 2026: Live Database Queries Without ETL
Google Sheets Reporting: Automate Live Database Reports
How to Import Any Database into Excel
Database vs Spreadsheet: When to Use Each and How to Connect Them
How to Run SQL Queries in Excel
SQL Reporting: Build Live Database Reports Without a BI Tool
Google Sheets Database 2026: Connect Any SQL Database to Sheets
Data Analytics to Increase Sales: Live CRM and Database Reporting in Sheets and Excel
Database Automation for IT Teams and DBAs: Secure Self-Service Data Access
BI Tools for Small Business: Analytics in Excel and Sheets Without Expensive Software
Financial Data Analytics: Live Database Queries in Excel and Google Sheets
SQL for Data Analysts: Live Database Queries in Excel and Google Sheets
Coefficient for Google Sheets: A Smarter Alternative for Database Users
ODBC Driver for Excel: Why You Don’t Need One Anymore
Supermetrics Alternative: SQL Databases + APIs in One Platform
Power BI Alternative: Live SQL in Excel & Google Sheets
Share ERP Data with External Partners Without System Access
Stop Struggling with Google Apps Script JDBC
SQL Global Database Access Without Drivers or Gateways
Microsoft Excel Power Query Alternative
Power Query for Google Sheets

Airtable Automation

16

Airtable Google Search Console Integration – Sync Live Search Data Automatically
Airtable Google Analytics Integration – Sync Live Analytics Data Automatically
Airtable ShipStation Integration – Sync Live Shipping Data Automatically
How to Connect HubSpot to Airtable (2026) — Auto-Sync CRM Data, No Zapier
Airtable Shopify Integration – Sync Live E-commerce Data Automatically
Airtable Stripe Integration – Sync Live Payment Data Automatically
Airtable SQL Server Integration – Sync Live Database Data Automatically
Airtable PostgreSQL Integration – Sync Live Database Data Automatically
Airtable DuckDB Integration – Sync Live Database Data Automatically
Airtable BigQuery Integration – Sync Live Database Data Automatically
Airtable Snowflake Integration – Sync Live Database Data Automatically
Airtable Oracle Integration – Sync Live Database Data Automatically
Airtable Microsoft Access Integration – Sync Live Database Data Automatically
Airtable SQLite Integration – Sync Live Database Data Automatically
Airtable MariaDB Integration – Sync Live Database Data Automatically
Airtable MySQL Integration – Sync Live Database Data Automatically

Anvil.works automation

16

Anvil.works Google Search Console Integration – Sync Live Search Data Automatically
Anvil.works Google Analytics Integration – Sync Live Analytics Data Automatically
Anvil.works ShipStation Integration – Sync Live Shipping Data Automatically
Anvil.works HubSpot Integration – Sync Live CRM Data Automatically
Anvil.works Shopify Integration – Sync Live E-commerce Data Automatically
Anvil.works Stripe Integration – Sync Live Payment Data Automatically
Anvil.works SQL Server Integration – Sync Live Database Data Automatically
Anvil.works PostgreSQL Integration – Sync Live Database Data Automatically
Anvil.works DuckDB Integration – Sync Live Database Data Automatically
Anvil.works BigQuery Integration – Sync Live Database Data Automatically
Anvil.works Snowflake Integration – Sync Live Database Data Automatically
Anvil.works Oracle Integration – Sync Live Database Data Automatically
Anvil.works Microsoft Access Integration – Sync Live Database Data Automatically
Anvil.works SQLite Integration – Sync Live Database Data Automatically
Anvil.works MariaDB Integration – Sync Live Database Data Automatically
Anvil.works MySQL Integration – Sync Live Database Data Automatically

Baserow Automation

16

Baserow Google Search Console Integration – Sync Live Search Data Automatically
Baserow Google Analytics Integration – Sync Live Analytics Data Automatically
Baserow ShipStation Integration – Sync Live Shipping Data Automatically
Baserow HubSpot Integration – Sync Live CRM Data Automatically
Baserow Shopify Integration – Sync Live E-commerce Data Automatically
Baserow Stripe Integration – Sync Live Payment Data Automatically
Baserow SQL Server Integration – Sync Live Database Data Automatically
Baserow PostgreSQL Integration – Sync Live Database Data Automatically
Baserow DuckDB Integration – Sync Live Database Data Automatically
Baserow BigQuery Integration – Sync Live Database Data Automatically
Baserow Snowflake Integration – Sync Live Database Data Automatically
Baserow Oracle Integration – Sync Live Database Data Automatically
Baserow Microsoft Access Integration – Sync Live Database Data Automatically
Baserow SQLite Integration – Sync Live Database Data Automatically
Baserow MariaDB Integration – Sync Live Database Data Automatically
Baserow MySQL Integration – Sync Live Database Data Automatically

Query Streams docs category icon for Google Sheets automation, showing a cell grid with scheduled refresh arcs and the Google Sheets mark

Google sheet Automation

16

Google Sheets Google Search Console Integration – Sync Live Search Data Automatically
Google Sheets Google Analytics Integration – Sync Live Analytics Data Automatically
Google Sheets ShipStation Integration – Sync Live Shipping Data Automatically
Google Sheets HubSpot Integration – Sync Live CRM Data Automatically
Google Sheets Shopify Integration – Sync Live E-commerce Data Automatically
Google Sheets Stripe Integration – Sync Live Payment Data Automatically
Google Sheets SQL Server Integration – Sync Live Database Data Automatically
Google Sheets PostgreSQL Integration – Sync Live Database Data Automatically
Google Sheets DuckDB Integration – Sync Live Database Data Automatically
Google Sheets BigQuery Integration – Sync Live Database Data Automatically
Google Sheets Snowflake Integration – Sync Live Database Data Automatically
Google Sheets Oracle Integration – Sync Live Database Data Automatically
Google Sheets Microsoft Access Integration – Sync Live Database Data Automatically
Google Sheets SQLite Integration – Sync Live Database Data Automatically
Google Sheets MariaDB Integration – Sync Live Database Data Automatically
Google Sheets MySQL Integration – Sync Live Database Data Automatically

SeaTable Automation

16

SeaTable Google Search Console Integration – Sync Live Search Data Automatically
SeaTable Google Analytics Integration – Sync Live Analytics Data Automatically
SeaTable ShipStation Integration – Sync Live Shipping Data Automatically
SeaTable HubSpot Integration – Sync Live CRM Data Automatically
SeaTable Shopify Integration – Sync Live E-commerce Data Automatically
SeaTable Stripe Integration – Sync Live Payment Data Automatically
SeaTable SQL Server Integration – Sync Live Database Data Automatically
SeaTable PostgreSQL Integration – Sync Live Database Data Automatically
SeaTable DuckDB Integration – Sync Live Database Data Automatically
SeaTable BigQuery Integration – Sync Live Database Data Automatically
SeaTable Snowflake Integration – Sync Live Database Data Automatically
SeaTable Oracle Integration – Sync Live Database Data Automatically
SeaTable Microsoft Access Integration – Sync Live Database Data Automatically
SeaTable SQLite Integration – Sync Live Database Data Automatically
SeaTable MariaDB Integration – Sync Live Database Data Automatically
SeaTable MySQL Integration – Sync Live Database Data Automatically

Smartsheet Automation

16

Smartsheet SQL Server Integration – Sync Live Database Data Automatically
Smartsheet Google Search Console Integration – Sync Live Search Data Automatically
Smartsheet Google Analytics Integration – Sync Live Analytics Data Automatically
Smartsheet ShipStation Integration – Sync Live Shipping Data Automatically
Smartsheet HubSpot Integration – Sync Live CRM Data Automatically
Smartsheet Shopify Integration – Sync Live E-commerce Data Automatically
Smartsheet Stripe Integration – Sync Live Payment Data Automatically
Smartsheet DuckDB Integration – Sync Live Database Data Automatically
Smartsheet BigQuery Integration – Sync Live Database Data Automatically
Smartsheet Snowflake Integration – Sync Live Database Data Automatically
Smartsheet Oracle Integration – Sync Live Database Data Automatically
Smartsheet Microsoft Access Integration – Sync Live Database Data Automatically
Smartsheet SQLite Integration – Sync Live Database Data Automatically
Smartsheet MariaDB Integration – Sync Live Database Data Automatically
Smartsheet MySQL Integration – Sync Live Database Data Automatically
Smartsheet PostgreSQL Integration – Sync Live Database Data Automatically

Data

2

Share Live Data, Not Credentials
WordPress MySQL server using Query Streams, hosted on Siteground

MCP Server

16

How to Query Stripe Data with Claude / Cursor via MCP (Stripe MCP Server Setup)
How to Query Shopify Data with Claude / Cursor via MCP (Shopify MCP Server Setup)
How to Connect Snowflake to Claude / Cursor via MCP (Snowflake MCP Server Setup)
How to Query HubSpot CRM Data with Claude / Cursor via MCP (HubSpot MCP Server Setup)
How to Connect DuckDB to Claude / Cursor via MCP (DuckDB MCP Server Setup)
How to Connect BigQuery to Claude / Cursor via MCP (BigQuery MCP Server Setup)
How to Connect MySQL to Claude / Cursor via MCP (MySQL MCP Server Setup)
How to Connect Microsoft SQL Server to Claude / Cursor via MCP (SQL Server MCP Server Setup)
How to Query Google Analytics 4 with Claude / Cursor via MCP (Google Analytics MCP Server Setup)
How to Connect Microsoft Access to Claude / Cursor via MCP (Microsoft Access MCP Server Setup)
How to Connect Oracle Database to Claude / Cursor via MCP (Oracle MCP Server Setup)
How to Query Google Ads with Claude / Cursor via MCP (Google Ads MCP Server Setup)
How to Connect SQLite to Claude / Cursor via MCP (SQLite MCP Server Setup)
How to Connect MariaDB to Claude / Cursor via MCP (MariaDB MCP Server Setup)
How to Connect PostgreSQL to Claude or Cursor via MCP
How to Query Google Search Console with Claude or Cursor via MCP

RestAPI Platform

13

Power BI REST API: Connect Live SQL Data Without ODBC Drivers
How to Build a Stripe Reporting API for Partners
How to Expose a MariaDB Database as a Secure REST API
How to Expose a BigQuery Dataset as a Secure REST API
How to Expose a MySQL Database as a Secure REST API
How to Expose a Microsoft SQL Server Database as a Secure REST API
How to Expose an Oracle Database as a Secure REST API
How to Expose a Snowflake Database as a Secure REST API
How to Expose a Microsoft Access Database as a Secure REST API
How to Expose a SQLite Database as a Secure REST API
How to Expose a DuckDB Database as a Secure REST API
How to Expose a PostgreSQL Database as a Secure REST API
Instant REST API for popular SQL databases — how Query Streams turns a saved query into a partner-ready endpoint

Query Streams docs category icon for Security and Trust, showing a shield with a verification check and a secure outbound connection

Security & Trust

1

How Query Streams Keeps Your Data Secure

File Set Connectors

8

Index a File System and Query It with SQL
Query Multi-Record CSV Files with SQL
Query a Folder of Parquet Files with SQL
Combine Multiple SQLite Database Files Into One Table
Turn a Folder of JSON Files Into SQL Tables
Merge Multiple Excel Files Into One Table
Combine Multiple CSV Files Into One Table
How to Query a Folder of Files with SQL

Filter Parameters

1

Query Streams SQL Filters and Parameters Overview

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BI Tools for Spreadsheet Users: Real Analytics Without Leaving Excel or Google Sheets
Business Intelligence Software: Lightweight BI for Teams That Don’t Need Tableau
Data Democratization: Give Every Team Member Access to Database Insights