Software Alternatives, Accelerators & Startups

Google Sheets VS mbuzz.co

Compare Google Sheets VS mbuzz.co and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Google Sheets logo Google Sheets

Synchronizing, online-based word processor, part of Google Drive.

mbuzz.co logo mbuzz.co

Multi-touch attribution that shows the model behind the number. 8 models compared side-by-side, a SQL-like DSL to write your own, and open-source SDKs for Ruby, Node, Python, and PHP. Runs server-side. Your data, not theirs.
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  • Google Sheets Landing page
    Landing page //
    2022-01-17
  • mbuzz.co Dashboard: this week's budget moves
    Dashboard: this week's budget moves //
    2026-07-16
  • mbuzz.co Attribution dashboard
    Attribution dashboard //
    2026-04-14
  • mbuzz.co Conversions by channel
    Conversions by channel //
    2026-04-14
  • mbuzz.co Custom model in the DSL editor
    Custom model in the DSL editor //
    2026-04-14
  • mbuzz.co Blended ROAS vs platform
    Blended ROAS vs platform //
    2026-04-14
  • mbuzz.co Channel performance detail
    Channel performance detail //
    2026-04-14

mbuzz is multi-touch attribution for technical marketers who've stopped trusting their dashboard. Here's the thing nobody selling you attribution wants to say out loud: every tool runs a model under the hood, and the number it reports isn't "the data." It's that model's opinion of the data. Same touchpoints, different model, completely different "best channel."

mbuzz runs eight of them at once. First-touch, last-touch, linear, time-decay, position-based, Markov, Shapley, data-driven. You can compare them, argue with them, and write your own in a SQL-like DSL if none of the stock eight fit how your business actually works.

Google Sheets

Website
google.com
Pricing URL
-
$ Details
-
Platforms
-
Release Date
-

mbuzz.co

Website
mbuzz.co
$ Details
freemium
Platforms
Web REST API Ruby Python PHP Node JS Shopify
Release Date
2026 January
Startup details
Country
Australia
State
NSW
City
Sydney
Employees
1 - 9

Google Sheets features and specs

  • Accessibility
    Google Sheets is cloud-based, allowing users to access their documents from anywhere with an internet connection, on any device.
  • Collaboration
    Multiple users can work on the same spreadsheet simultaneously, with real-time updates and the ability to see each other's changes.
  • Integrations
    Easily integrates with other Google Workspace apps like Google Drive, Docs, and Forms, as well as third-party services.
  • Cost
    Basic features are available for free, with additional advanced features accessible through affordable Google Workspace subscriptions.
  • Functionality
    Offers a wide range of built-in functions and formulas, supporting complex calculations and data analysis.
  • Version History
    Keeps a detailed version history of every change made, allowing users to revert to previous versions as needed.

Possible disadvantages of Google Sheets

  • Feature Limitations
    Lacks some advanced features found in more robust spreadsheet applications like Microsoft Excel, such as certain data visualization and pivot table capabilities.
  • Data Limitations
    Less efficient at handling very large datasets, which can slow down user experience and affect performance.
  • Internet Dependence
    Requires a stable internet connection for optimal use, though offline capabilities are available but limited.
  • Privacy Concerns
    Storing sensitive data on cloud-based services can raise privacy and security concerns for some users.
  • Customization
    Limited customization options compared to some other spreadsheet software, particularly in terms of advanced scripting and macro functions.

mbuzz.co features and specs

  • Multi-model attribution
    8 models side-by-side: first-touch, last-touch, linear, time-decay, position-based, Markov, Shapley, data-driven
  • Attribution DSL
    SQL-like language for editing / writing your own attribution models
  • Lossless tracking
    Server-side capture of 30-40% more touchpoints than client-side trackers lose to ad blockers
  • LTV / CLV mode
    Toggle attribution reports between transaction count and customer lifetime value views
  • Open-source SDKs
    Ruby, Node, Python, PHP, Shopify, server-side GTM

Analysis of mbuzz.co

Overall verdict

  • I don't have verified, up-to-date information about mbuzz.co specifically, so I can't confirm its quality, legitimacy, or reputation. Before using it, I'd recommend checking independent reviews, verifying business registration details, looking for user testimonials on third-party sites, and checking domain age and trust signals via tools like WHOIS or Trustpilot.

Why this product is good

  • No verified data available on this specific domain's services, pricing, or customer satisfaction
  • Unable to confirm business legitimacy, ownership, or operational history
  • Cannot assess user reviews, complaint patterns, or refund/support track record without current data
  • Website content and offerings may have changed since any prior indexing, making assessment unreliable

Recommended for

  • Users willing to do independent due diligence such as checking Trustpilot, Reddit, or BBB reviews
  • Those comfortable verifying site security (HTTPS, privacy policy, contact information) before engaging
  • Anyone considering a purchase or signup who should start with small transactions to test reliability
  • Users who can cross-check company registration and reviews through third-party verification tools

Google Sheets videos

Excel Online vs. Google Sheets

More videos:

  • Tutorial - Google Sheets Quickstart - Easy Tutorial 2018
  • Review - Airtable vs. Google Sheets

mbuzz.co videos

No mbuzz.co videos yet. You could help us improve this page by suggesting one.

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Category Popularity

0-100% (relative to Google Sheets and mbuzz.co)
Spreadsheets
100 100%
0% 0
Marketing Attribution
0 0%
100% 100
Office Suites
100 100%
0% 0
Attribution Tracking
0 0%
100% 100

Questions & Answers

As answered by people managing Google Sheets and mbuzz.co.

What makes your product unique?

mbuzz.co's answer:

Every attribution tool runs a model under the hood and reports its number like it came from physics. mbuzz is the only one that shows the model. Eight of them side by side, plus a SQL-like DSL to edit or write your own. You stop arguing about which channel works and start arguing about which model you should trust.

Why should a person choose your product over its competitors?

mbuzz.co's answer:

Dreamdata, HockeyStack, and Northbeam all ship with a proprietary "data-driven" model you can't see inside. You pay $1,400โ€“$5,000 a month to trust their math. mbuzz runs eight models you can inspect, lets you edit the logic in a SQL-like DSL, keeps your data exportable on every plan, and starts at $0. For a $1โ€“100M company spending $20Kโ€“$1M a month on ads, that's the difference between renting an attribution tool and owning an attribution stack.

How would you describe the primary audience of your product?

mbuzz.co's answer:

Technical marketers, marketing ops, growth engineers, and data-savvy CMOs at startups and mid-market SaaS, DTC, fintech, and healthtech companies spending $20Kโ€“$1M a month on paid media. Specifically the ones who've stopped trusting their dashboard โ€” who want to audit the math themselves, not hear "trust our algorithm."

What's the story behind your product?

mbuzz.co's answer:

Years of wrestling with the limitations of various existing solutions, platform-inflated ROAS, and enterprise attribution tools that cost more than the budgets they were measuring. Every tool I tried picked one model and hid the math. I wanted to compare models, argue with them, and write my own rules โ€” so I built one. mbuzz is the attribution platform I wished existed when I was trying to explain channel performance to a CFO who didn't believe the Meta pixel.

Which are the primary technologies used for building your product?

mbuzz.co's answer:

Ruby on Rails (backend + dashboard), PostgreSQL, Sidekiq for background jobs, Stimulus/Turbo for the frontend. Open-source SDKs in Ruby, Node, Python, and PHP. Deployed via Kamal on DigitalOcean.

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Google Sheets and mbuzz.co

Google Sheets Reviews

HIGHLIGHTING DUPLICATES: GOOGLE SHEETS VS FLOOKUP
Highlighting your data is a very good way to get an overview of what your data looks like before performing destructive operations like removing duplicates or using that data for any other purpose. Unfortunately, at the time of writing this article, Google Sheets does not provide a predefined way of highlighting duplicates. However, with custom formulas and conditional...

mbuzz.co Reviews

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What are some alternatives?

When comparing Google Sheets and mbuzz.co, you can also consider the following products

Microsoft Office Excel - Microsoft Office Excel is a commercial spreadsheet application.

Google Analytics - Improve your website to increase conversions, improve the user experience, and make more money using Google Analytics. Measure, understand and quantify engagement on your site with customized and in-depth reports.

Airtable - Airtable works like a spreadsheet but gives you the power of a database to organize anything. Sign up for free.

Mixpanel - Mixpanel is the most advanced analytics platform in the world for mobile & web.

Apple Numbers - Numbers lets you build beautiful spreadsheets on a Mac, iPad, or iPhone โ€” or on a PC using iWork for iCloud. And itโ€™s compatible with Apple Pencil.

HockeyStack - Not just another simple analytics tool.