Software Alternatives, Accelerators & Startups

Query Streams VS Coefficient.io

Compare Query Streams VS Coefficient.io and see what are their differences

Query Streams logo Query Streams

Real-time database to Google Sheets & Excel streaming โ€” securely share live queries without exposing SQL code or credentials.

Coefficient.io logo Coefficient.io

Automatically Sync Google Sheets with your Business Systems. No-code reporting and analysis tool.
  • Query Streams Dashboard
    Dashboard //
    2025-09-29
  • Query Streams Excel
    Excel //
    2025-09-29
  • Query Streams Google Sheets
    Google Sheets //
    2025-09-29

Query Streams is the easiest and most secure way to bring live database data directly into Google Sheets and Microsoft Excel without VPNs, manual exports, or exposing sensitive credentials.

Built for analysts, business users, and IT teams, Query Streams connects securely to your databases and streams real-time query results straight into spreadsheets. No more exporting CSV files, managing scheduled syncs, or waiting on developers to build reports.

With Query Streams, you can: โ€ข Stream live SQL query results into Google Sheets and Excel with just a few clicks. โ€ข Share data safely with team members without exposing database credentials or SQL code. โ€ข Keep dashboards and reports automatically up to date with real-time data refresh. โ€ข Connect to multiple databases including MySQL, PostgreSQL, SQL Server, MariaDB, SQLite, Microsoft Access, and more. โ€ข Build parameterized spreadsheets with dropdowns, filters, and dynamic inputs to create secure, interactive data tools. โ€ข Collaborate across teams and locations without changing your network or firewall settings.

Unlike traditional sync tools that duplicate data on a schedule, Query Streams uses a secure streaming layer that keeps spreadsheets in sync with source data in near real time. You maintain complete control: credentials never leave your environment, and only approved queries and data are shared.

Query Streams is ideal for data analysts building reports, finance teams automating Excel models, and business leaders who need live data access without technical complexity. It bridges the gap between databases and spreadsheets, making secure, real-time data collaboration simple and fast.

Say goodbye to manual exports, fragile integrations, and delayed data. Query Streams turns your existing spreadsheets into live, shareable data tools powered directly by your databases.

  • Coefficient.io Landing page
    Landing page //
    2023-10-10

Coefficient is a sidebar app for Google Sheets. Coefficient connects to any data source, imports live data into Google Sheets, automates spreadsheet workflows, and exports data into your business systems.

Query Streams

$ Details
freemium
Platforms
Windows
Release Date
2025 June
Startup details
Country
United States
State
TN
City
Memphis
Founder(s)
Chris Houston
Employees
1 - 9

Coefficient.io

$ Details
-
Platforms
-
Release Date
2019 December

Query Streams features and specs

  • Real-time Data Streaming
    Stream live SQL query results directly into Google Sheets and Microsoft Excel without manual exports.
  • Secure Query Sharing
    Share query outputs safely with team members without exposing SQL code, credentials, or database access.
  • Multi-Database Support
    Connect to MySQL, PostgreSQL, SQL Server, MariaDB, SQLite, Microsoft Access, and more.
  • Parameterized Queries
    Build spreadsheets with dropdowns, filters, and dynamic inputs to create interactive data tools.
  • No Network Changes Required
    Works without VPNs, tunnels, or firewall modifications, making setup fast and secure.
  • Automatic Data Refresh
    Keep dashboards, reports, and tables up to date in real time without scheduling syncs.
  • Spreadsheet Integration
    Seamlessly integrates with both Google Sheets and Microsoft Excel for live data connectivity.
  • Lightweight Agent
    Deploy a small Windows agent to securely bridge your databases and spreadsheets without exposing your network.
  • Access Control
    Control exactly which queries and data are shared, ensuring compliance and security.
  • Zero-Code Setup
    Designed for analysts and business users; no engineering or complex configuration required.

Coefficient.io features and specs

  • Ease of Integration
    Coefficient.io easily integrates with popular tools like Slack, Google Sheets, and Salesforce, allowing users to pull and push data seamlessly.
  • User-Friendly Interface
    The platform offers an intuitive, user-friendly interface that allows both technical and non-technical users to operate it with ease.
  • Automation Features
    Coefficient.io provides automation capabilities, such as scheduling data pulls and push, which can save significant time and reduce manual efforts.
  • Real-Time Data
    The platform supports real-time data updates, ensuring that users always have access to the most current information.
  • Customization
    Customizable workflows and templates allow users to tailor the platform to their specific business needs.

Possible disadvantages of Coefficient.io

  • Pricing
    Coefficient.io can be expensive for small businesses or startups, especially when scaling up usage.
  • Learning Curve
    Despite its user-friendly design, new users might still face a learning curve to fully utilize all features and capabilities.
  • Limited Offline Access
    The platform's functionality is limited without an internet connection, which can be a drawback in regions with poor connectivity.
  • Customer Support
    Some users have reported that customer support response times can be slow, which can be frustrating when issues arise.
  • Feature Overlap
    There might be overlapping features with other dedicated tools many companies already use, leading to potential inefficiencies.

Analysis of Coefficient.io

Overall verdict

  • Yes, Coefficient.io is generally regarded as a good tool, particularly for businesses looking to enhance efficiency in handling data within spreadsheets. It receives positive reviews for its functionality and ease of use.

Why this product is good

  • Coefficient.io is known for its ability to integrate spreadsheets with business data and automate workflows. It is particularly beneficial for teams that need to streamline data management and analysis processes without extensive coding skills. Users appreciate its user-friendly interface, cost-effectiveness, and the ability to draw insights from data without requiring extensive IT involvement.

Recommended for

    Coefficient.io is recommended for professionals and teams in finance, operations, sales, and any business function that relies heavily on data analysis, reporting, and workflow automation. It's particularly beneficial for small to medium-sized enterprises that need to leverage data effectively without investing heavily in complex IT infrastructure.

Category Popularity

0-100% (relative to Query Streams and Coefficient.io)
SQL
100 100%
0% 0
Productivity
4 4%
96% 96
AI
0 0%
100% 100
Databases
100 100%
0% 0

Questions and Answers

As answered by people managing Query Streams and Coefficient.io.

What makes your product unique?

Query Streams's answer

Query Streams makes it possible to stream live database data directly into Google Sheets and Microsoft Excel securely, without exposing SQL code, credentials, or modifying network firewalls. Unlike typical sync tools, it delivers true real-time streaming, enabling teams to share query outputs safely without granting database access. It combines the simplicity of spreadsheets with the power of live data, bridging the gap between IT and business users.

Why should a person choose your product over its competitors?

Query Streams's answer

Unlike competitors that rely on scheduled syncs or require complex configuration, Query Streams provides real-time data streaming, granular security, and zero network changes. Users can collaborate on live data without giving out SQL code or credentials, making it faster to set up, safer to share, and easier to scale. It supports a wide range of databases, offers parameterized spreadsheets, and keeps data refreshes truly live, not delayed by sync intervals.

How would you describe your primary audience?

Query Streams's answer

Our primary audience includes data analysts, finance teams, business operations professionals, and IT teams who need reliable, real-time access to data inside spreadsheets. Query Streams is designed for organizations that rely on Google Sheets or Excel for analysis and reporting but want to eliminate manual exports, delays, and security risks.

What's the story behind your product?

Query Streams's answer

Query Streams was created to solve a common frustration: teams needed real-time data in spreadsheets, but existing solutions required complex integrations, risky credential sharing, or delayed syncs. We built Query Streams to make live database-to-spreadsheet connectivity secure, simple, and fast, so that analysts and decision-makers can work with up-to-date data without relying on engineering resources or manual processes.

Which are the primary technologies used for building your product?

Query Streams's answer

Query Streams is built using modern, secure, and scalable web technologies designed for real-time data processing and seamless spreadsheet integration. The platform combines a reliable backend, secure communication protocols, and native integrations to deliver fast and dependable performance for teams of all sizes.

Who are some of the biggest customers of your product?

Query Streams's answer

Finance teams and data analysts in mid-sized enterprises

SaaS companies integrating live reporting into spreadsheets

Business operations teams that require secure, real-time data sharing

IT departments enabling data access without exposing infrastructure

User comments

Share your experience with using Query Streams and Coefficient.io. For example, how are they different and which one is better?
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Social recommendations and mentions

Based on our record, Coefficient.io seems to be more popular. It has been mentiond 4 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Query Streams mentions (0)

We have not tracked any mentions of Query Streams yet. Tracking of Query Streams recommendations started around Sep 2025.

Coefficient.io mentions (4)

  • Google sheets
    I do this all the time. The problem at first was I didnโ€™t have access to real-time data from my sources. https://coefficient.io/ has a bunch of Google Sheets connectors you can use for free. Since then I never have to update my dashboards, I just send them out. Itโ€™s great. Source: about 3 years ago
  • Ask HN: Who is hiring? (June 2022)
    Coefficient (https://coefficient.io) | Multiple Roles | Fully Remote | Full time | VC-Backed startup Coefficient is a fully remote, seed-stage SaaS startup based in the SF Bay Area. Started by repeat founders with successful past exits, Coefficient has raised $6.7M from Foundation Capital, S28 Capital, and prominent angel investors such as Eric Yuan, Zoom founder/CEO. Coefficient enables users to create custom... - Source: Hacker News / over 3 years ago
  • Ask HN: Who is hiring? (March 2022)
    Coefficient | Multiple Roles | Fully Remote | Full time | VC-Backed startup | https://coefficient.io. - Source: Hacker News / over 3 years ago
  • How to auto fill formula rows?
    Coefficient does that. You can schedule data refreshes, and every time the data updates, it automatically pulls down the formulas for each new row. Source: over 3 years ago

What are some alternatives?

When comparing Query Streams and Coefficient.io, you can also consider the following products

SeekWell - Write code faster and automate reports in Sheets and Slack

SyncRange - Sync Your Ecommerce and Marketing Data to Google Sheets, BigQuery and more

AskYourDatabase - Connect your database and start chatting with your data.

Coupler.io - Try Coupler.io to turn complex data into insightful reports. Bring your marketing, sales, and finance data to your sheets and dashboards with no-code.